[2025-12-26T20:15:03.237958] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-12-26T20:15:03.416082] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-12-26T20:15:03.595137] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-12-26T20:15:03.777862] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-12-26T20:15:03.779045] [WARN ] [STATE     ] State set to: WAITING
[2025-12-26T20:15:03.779115] [INFO ] [STATE     ] Checking TDM service status...
[2025-12-26T20:15:03.847610] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-26T20:15:03.851307] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-26), and is a dependency of this service.
[2025-12-26T20:15:03.919922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-26T20:15:03.985627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-26T20:15:04.053371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-26T20:15:04.053622] [WARN ] [STATE     ] State set to: RUNNING
[2025-12-26T20:15:04.053691] [INFO ] [CACHE     ] Starting cache update
[2025-12-26T20:15:04.053731] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-12-26T20:15:04.057289] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-12-26T20:15:04.057536] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-12-26T20:15:04.057598] [INFO ] [CACHE     ] Cache update completed successfully
[2025-12-26T20:15:04.057630] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2025-12-26T20:15:04.057659] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-26T20:15:04.122098] [DEBUG] [REMOTE    ] Fetched 3548 unique symbols from directory listing.
[2025-12-26T20:15:04.130337] [INFO ] [sig       ] Skipping 3548 symbols with existing configuration
[2025-12-26T20:15:04.130477] [INFO ] [sig       ] All symbols already have configuration. Nothing to process.
[2025-12-26T20:15:04.131786] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-12-26T20:15:04.131834] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-26T20:15:04.243181] [DEBUG] [REMOTE    ] Fetched 3548 unique symbols from directory listing.
[2025-12-26T20:15:04.247131] [INFO ] [sig       ] Found 3548 active symbols to forecast
[2025-12-26T20:15:04.249699] [INFO ] [sig       ] [1/3548] Forecasting A...
[2025-12-26T20:15:04.249749] [INFO ] [sig       ] Generating forecast for: A
[2025-12-26T20:15:04.249785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-12-26T20:15:04.261670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'A'.
[2025-12-26T20:15:04.262014] [INFO ] [FORECASTER] Starting predict_future for A
[2025-12-26T20:15:04.262977] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-12-26T20:15:04.263032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:04.263066] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:04.263093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:04.263154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:04.322465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:04.323218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:04.323319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:04.323353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:04.449230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:04.449408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:04.449455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:04.449501] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:04.453197] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=41.72%)
[2025-12-26T20:15:04.453489] [INFO ] [FORECASTER] Completed predict_future for A
[2025-12-26T20:15:04.453647] [INFO ] [sig       ] A: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:04.594189] [INFO ] [LOCAL     ] Saved forecast: A	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/A.txt
[2025-12-26T20:15:04.594320] [INFO ] [sig       ] [1/3548] Completed A in 0.3s | 2.90 sym/s | Total: 0.3s | ETA: 20.4m
[2025-12-26T20:15:04.594361] [INFO ] [sig       ] [2/3548] Forecasting AAL...
[2025-12-26T20:15:04.594392] [INFO ] [sig       ] Generating forecast for: AAL
[2025-12-26T20:15:04.594423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2025-12-26T20:15:04.605889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAL'.
[2025-12-26T20:15:04.606177] [INFO ] [FORECASTER] Starting predict_future for AAL
[2025-12-26T20:15:04.607022] [DEBUG] [LOCAL     ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt
[2025-12-26T20:15:04.607076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:04.607109] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:04.607137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:04.607197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:04.667040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:04.667717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:04.667808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:04.667842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:04.788396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:04.788541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:04.788601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:04.788632] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:04.792083] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: UP (p=74.91%)
[2025-12-26T20:15:04.792373] [INFO ] [FORECASTER] Completed predict_future for AAL
[2025-12-26T20:15:04.792512] [INFO ] [sig       ] AAL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:04.933700] [INFO ] [LOCAL     ] Saved forecast: AAL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AAL.txt
[2025-12-26T20:15:04.933828] [INFO ] [sig       ] [2/3548] Completed AAL in 0.3s | 2.92 sym/s | Total: 0.7s | ETA: 20.2m
[2025-12-26T20:15:04.933868] [INFO ] [sig       ] [3/3548] Forecasting AAOI...
[2025-12-26T20:15:04.933898] [INFO ] [sig       ] Generating forecast for: AAOI
[2025-12-26T20:15:04.933928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2025-12-26T20:15:04.947348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2025-12-26T20:15:04.947743] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2025-12-26T20:15:04.948724] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2025-12-26T20:15:04.948777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:04.948809] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:04.948835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:04.948917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:05.006055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:05.006828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:05.006937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:05.006985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:05.126773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:05.126941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:05.126998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:05.127048] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:05.131006] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: DOWN (p=28.79%)
[2025-12-26T20:15:05.131303] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2025-12-26T20:15:05.131446] [INFO ] [sig       ] AAOI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:05.275046] [INFO ] [LOCAL     ] Saved forecast: AAOI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AAOI.txt
[2025-12-26T20:15:05.275181] [INFO ] [sig       ] [3/3548] Completed AAOI in 0.3s | 2.93 sym/s | Total: 1.0s | ETA: 20.2m
[2025-12-26T20:15:05.275219] [INFO ] [sig       ] [4/3548] Forecasting AAON...
[2025-12-26T20:15:05.275248] [INFO ] [sig       ] Generating forecast for: AAON
[2025-12-26T20:15:05.275279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2025-12-26T20:15:05.288859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2025-12-26T20:15:05.289291] [INFO ] [FORECASTER] Starting predict_future for AAON
[2025-12-26T20:15:05.290164] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2025-12-26T20:15:05.290220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:05.290252] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:05.290280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:05.290339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:05.347079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:05.347825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:05.347906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:05.347938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:05.465258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:05.465410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:05.465454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:05.465483] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:05.468990] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: DOWN (p=33.83%)
[2025-12-26T20:15:05.469275] [INFO ] [FORECASTER] Completed predict_future for AAON
[2025-12-26T20:15:05.469410] [INFO ] [sig       ] AAON: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:05.610605] [INFO ] [LOCAL     ] Saved forecast: AAON	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AAON.txt
[2025-12-26T20:15:05.610731] [INFO ] [sig       ] [4/3548] Completed AAON in 0.3s | 2.94 sym/s | Total: 1.4s | ETA: 20.1m
[2025-12-26T20:15:05.610770] [INFO ] [sig       ] [5/3548] Forecasting AAP...
[2025-12-26T20:15:05.610800] [INFO ] [sig       ] Generating forecast for: AAP
[2025-12-26T20:15:05.610830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-12-26T20:15:05.623819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2025-12-26T20:15:05.624168] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-12-26T20:15:05.624977] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-12-26T20:15:05.625029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:05.625061] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:05.625099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:05.625158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:05.682381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:05.683010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:05.683090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:05.683126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:05.803016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:05.803155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:05.803195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:05.803224] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:05.806621] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: DOWN (p=25.92%)
[2025-12-26T20:15:05.806900] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-12-26T20:15:05.807030] [INFO ] [sig       ] AAP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:05.950426] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AAP.txt
[2025-12-26T20:15:05.950559] [INFO ] [sig       ] [5/3548] Completed AAP in 0.3s | 2.94 sym/s | Total: 1.7s | ETA: 20.1m
[2025-12-26T20:15:05.950614] [INFO ] [sig       ] [6/3548] Forecasting AAPB...
[2025-12-26T20:15:05.950644] [INFO ] [sig       ] Generating forecast for: AAPB
[2025-12-26T20:15:05.950674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2025-12-26T20:15:05.963441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2025-12-26T20:15:05.963844] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2025-12-26T20:15:05.964656] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2025-12-26T20:15:05.964709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:05.964741] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:05.964768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:05.964826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:06.022064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:06.023063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:06.023147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:06.023179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:06.142014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:06.142164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:06.142206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:06.142235] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:06.145895] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: UP (p=67.24%)
[2025-12-26T20:15:06.146188] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2025-12-26T20:15:06.146518] [INFO ] [sig       ] AAPB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:06.300270] [INFO ] [LOCAL     ] Saved forecast: AAPB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AAPB.txt
[2025-12-26T20:15:06.300513] [INFO ] [sig       ] [6/3548] Completed AAPB in 0.3s | 2.93 sym/s | Total: 2.1s | ETA: 20.2m
[2025-12-26T20:15:06.300569] [INFO ] [sig       ] [7/3548] Forecasting AAPD...
[2025-12-26T20:15:06.300640] [INFO ] [sig       ] Generating forecast for: AAPD
[2025-12-26T20:15:06.300678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-12-26T20:15:06.314231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2025-12-26T20:15:06.314671] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2025-12-26T20:15:06.315520] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2025-12-26T20:15:06.315600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:06.315638] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:06.315666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:06.315727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:06.382089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:06.383086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:06.383177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:06.383220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:06.523074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:06.523258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:06.523321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:06.523369] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:06.527268] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: DOWN (p=49.58%)
[2025-12-26T20:15:06.527622] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2025-12-26T20:15:06.527767] [INFO ] [sig       ] AAPD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:06.721722] [INFO ] [LOCAL     ] Saved forecast: AAPD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AAPD.txt
[2025-12-26T20:15:06.721971] [INFO ] [sig       ] [7/3548] Completed AAPD in 0.4s | 2.83 sym/s | Total: 2.5s | ETA: 20.8m
[2025-12-26T20:15:06.722039] [INFO ] [sig       ] [8/3548] Forecasting AAPL...
[2025-12-26T20:15:06.722094] [INFO ] [sig       ] Generating forecast for: AAPL
[2025-12-26T20:15:06.722147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2025-12-26T20:15:06.741892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2025-12-26T20:15:06.742419] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2025-12-26T20:15:06.743638] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2025-12-26T20:15:06.743701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:06.743735] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:06.743762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:06.743824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:06.810569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:06.811671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:06.811772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:06.811806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:06.957274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:06.957461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:06.957537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:06.957609] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:06.961869] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: DOWN (p=5.50%)
[2025-12-26T20:15:06.962315] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2025-12-26T20:15:06.962488] [INFO ] [sig       ] AAPL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:07.165770] [INFO ] [LOCAL     ] Saved forecast: AAPL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AAPL.txt
[2025-12-26T20:15:07.165953] [INFO ] [sig       ] [8/3548] Completed AAPL in 0.4s | 2.74 sym/s | Total: 2.9s | ETA: 21.5m
[2025-12-26T20:15:07.165995] [INFO ] [sig       ] [9/3548] Forecasting AAXJ...
[2025-12-26T20:15:07.166024] [INFO ] [sig       ] Generating forecast for: AAXJ
[2025-12-26T20:15:07.166056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2025-12-26T20:15:07.185129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2025-12-26T20:15:07.185653] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2025-12-26T20:15:07.186569] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2025-12-26T20:15:07.186653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:07.186686] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:07.186713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:07.186772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:07.263284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:07.264640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:07.264793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:07.264853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:07.421787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:07.421986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:07.422056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:07.422110] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:07.427418] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: UP (p=59.48%)
[2025-12-26T20:15:07.427959] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2025-12-26T20:15:07.428181] [INFO ] [sig       ] AAXJ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:07.584454] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AAXJ.txt
[2025-12-26T20:15:07.584654] [INFO ] [sig       ] [9/3548] Completed AAXJ in 0.4s | 2.70 sym/s | Total: 3.3s | ETA: 21.9m
[2025-12-26T20:15:07.584703] [INFO ] [sig       ] [10/3548] Forecasting AB...
[2025-12-26T20:15:07.584736] [INFO ] [sig       ] Generating forecast for: AB
[2025-12-26T20:15:07.584766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-12-26T20:15:07.603296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2025-12-26T20:15:07.603997] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-12-26T20:15:07.605041] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-12-26T20:15:07.605104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:07.605180] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:07.605210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:07.605274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:07.663135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:07.664167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:07.664277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:07.664311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:07.790485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:07.790657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:07.790705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:07.790735] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:07.794477] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: UP (p=91.12%)
[2025-12-26T20:15:07.794832] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-12-26T20:15:07.794978] [INFO ] [sig       ] AB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:07.943720] [INFO ] [LOCAL     ] Saved forecast: AB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AB.txt
[2025-12-26T20:15:07.943886] [INFO ] [sig       ] [10/3548] Completed AB in 0.4s | 2.71 sym/s | Total: 3.7s | ETA: 21.8m
[2025-12-26T20:15:07.943927] [INFO ] [sig       ] [11/3548] Forecasting ABCB...
[2025-12-26T20:15:07.943956] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-12-26T20:15:07.943987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-12-26T20:15:07.962257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2025-12-26T20:15:07.962729] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-12-26T20:15:07.963605] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-12-26T20:15:07.963661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:07.963694] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:07.963723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:07.963783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:08.033448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:08.034428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:08.034525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:08.034560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:08.167018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:08.167181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:08.167237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:08.167278] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:08.171382] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=33.37%)
[2025-12-26T20:15:08.171791] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-12-26T20:15:08.171963] [INFO ] [sig       ] ABCB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:08.327745] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ABCB.txt
[2025-12-26T20:15:08.327903] [INFO ] [sig       ] [11/3548] Completed ABCB in 0.4s | 2.70 sym/s | Total: 4.1s | ETA: 21.9m
[2025-12-26T20:15:08.327941] [INFO ] [sig       ] [12/3548] Forecasting ABCL...
[2025-12-26T20:15:08.327971] [INFO ] [sig       ] Generating forecast for: ABCL
[2025-12-26T20:15:08.328001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2025-12-26T20:15:08.347791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2025-12-26T20:15:08.348202] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2025-12-26T20:15:08.349146] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2025-12-26T20:15:08.349201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:08.349235] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:08.349263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:08.349321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:08.415062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:08.416072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:08.416169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:08.416204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:08.545984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:08.546140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:08.546183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:08.546214] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:08.549988] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: UP (p=94.63%)
[2025-12-26T20:15:08.550300] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2025-12-26T20:15:08.550466] [INFO ] [sig       ] ABCL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:08.703507] [INFO ] [LOCAL     ] Saved forecast: ABCL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ABCL.txt
[2025-12-26T20:15:08.703692] [INFO ] [sig       ] [12/3548] Completed ABCL in 0.4s | 2.69 sym/s | Total: 4.5s | ETA: 21.9m
[2025-12-26T20:15:08.703734] [INFO ] [sig       ] [13/3548] Forecasting ABEO...
[2025-12-26T20:15:08.703763] [INFO ] [sig       ] Generating forecast for: ABEO
[2025-12-26T20:15:08.703796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2025-12-26T20:15:08.717945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2025-12-26T20:15:08.718590] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2025-12-26T20:15:08.719503] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2025-12-26T20:15:08.719558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:08.719611] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:08.719671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:08.719737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:08.783905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:08.784859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:08.784950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:08.784985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:08.915071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:08.915232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:08.915277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:08.915343] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:08.918959] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: UP (p=76.72%)
[2025-12-26T20:15:08.919267] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2025-12-26T20:15:08.919437] [INFO ] [sig       ] ABEO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:09.064925] [INFO ] [LOCAL     ] Saved forecast: ABEO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ABEO.txt
[2025-12-26T20:15:09.065095] [INFO ] [sig       ] [13/3548] Completed ABEO in 0.4s | 2.70 sym/s | Total: 4.8s | ETA: 21.8m
[2025-12-26T20:15:09.065137] [INFO ] [sig       ] [14/3548] Forecasting ABG...
[2025-12-26T20:15:09.065167] [INFO ] [sig       ] Generating forecast for: ABG
[2025-12-26T20:15:09.065199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-12-26T20:15:09.079910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2025-12-26T20:15:09.080328] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-12-26T20:15:09.081180] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-12-26T20:15:09.081235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:09.081265] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:09.081291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:09.081348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:09.139623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:09.140536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:09.140644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:09.140679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:09.259516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:09.259729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:09.259775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:09.259806] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:09.263718] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: UP (p=92.68%)
[2025-12-26T20:15:09.264006] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-12-26T20:15:09.264145] [INFO ] [sig       ] ABG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:09.408378] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ABG.txt
[2025-12-26T20:15:09.408563] [INFO ] [sig       ] [14/3548] Completed ABG in 0.3s | 2.71 sym/s | Total: 5.2s | ETA: 21.7m
[2025-12-26T20:15:09.408652] [INFO ] [sig       ] [15/3548] Forecasting ABL...
[2025-12-26T20:15:09.408695] [INFO ] [sig       ] Generating forecast for: ABL
[2025-12-26T20:15:09.408728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'.
[2025-12-26T20:15:09.421278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABL'.
[2025-12-26T20:15:09.421686] [INFO ] [FORECASTER] Starting predict_future for ABL
[2025-12-26T20:15:09.422518] [DEBUG] [LOCAL     ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt
[2025-12-26T20:15:09.422606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:09.422643] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:09.422671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:09.422730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:09.481975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:09.482912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:09.482999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:09.483033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:09.611184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:09.611534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:09.611595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:09.611629] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:09.615173] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: UP (p=90.89%)
[2025-12-26T20:15:09.615464] [INFO ] [FORECASTER] Completed predict_future for ABL
[2025-12-26T20:15:09.615621] [INFO ] [sig       ] ABL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:09.767608] [INFO ] [LOCAL     ] Saved forecast: ABL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ABL.txt
[2025-12-26T20:15:09.767774] [INFO ] [sig       ] [15/3548] Completed ABL in 0.4s | 2.72 sym/s | Total: 5.5s | ETA: 21.7m
[2025-12-26T20:15:09.767825] [INFO ] [sig       ] [16/3548] Forecasting ABM...
[2025-12-26T20:15:09.767860] [INFO ] [sig       ] Generating forecast for: ABM
[2025-12-26T20:15:09.767895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-12-26T20:15:09.782099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2025-12-26T20:15:09.782525] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-12-26T20:15:09.783386] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-12-26T20:15:09.783440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:09.783472] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:09.783500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:09.783559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:09.843923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:09.844837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:09.844927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:09.844961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:09.966185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:09.966344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:09.966391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:09.966421] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:09.970534] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: UP (p=76.20%)
[2025-12-26T20:15:09.970897] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-12-26T20:15:09.971044] [INFO ] [sig       ] ABM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:10.129397] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ABM.txt
[2025-12-26T20:15:10.129589] [INFO ] [sig       ] [16/3548] Completed ABM in 0.4s | 2.72 sym/s | Total: 5.9s | ETA: 21.6m
[2025-12-26T20:15:10.129635] [INFO ] [sig       ] [17/3548] Forecasting ABNB...
[2025-12-26T20:15:10.129666] [INFO ] [sig       ] Generating forecast for: ABNB
[2025-12-26T20:15:10.129706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2025-12-26T20:15:10.148739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2025-12-26T20:15:10.149182] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2025-12-26T20:15:10.150007] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2025-12-26T20:15:10.150059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:10.150091] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:10.150118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:10.150175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:10.210963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:10.211850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:10.211938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:10.211972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:10.341605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:10.341765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:10.341808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:10.341836] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:10.345536] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-26T20:15:10.345836] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2025-12-26T20:15:10.345966] [INFO ] [sig       ] ABNB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:10.490400] [INFO ] [LOCAL     ] Saved forecast: ABNB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ABNB.txt
[2025-12-26T20:15:10.490536] [INFO ] [sig       ] [17/3548] Completed ABNB in 0.4s | 2.72 sym/s | Total: 6.2s | ETA: 21.6m
[2025-12-26T20:15:10.490596] [INFO ] [sig       ] [18/3548] Forecasting ABOS...
[2025-12-26T20:15:10.490629] [INFO ] [sig       ] Generating forecast for: ABOS
[2025-12-26T20:15:10.490661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2025-12-26T20:15:10.504239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2025-12-26T20:15:10.504667] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2025-12-26T20:15:10.505495] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2025-12-26T20:15:10.505549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:10.505619] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:10.505650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:10.505710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:10.562540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:10.563390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:10.563473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:10.563505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:10.683051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:10.683206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:10.683248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:10.683277] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:10.686825] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: DOWN (p=41.40%)
[2025-12-26T20:15:10.687131] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2025-12-26T20:15:10.687268] [INFO ] [sig       ] ABOS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:10.826542] [INFO ] [LOCAL     ] Saved forecast: ABOS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ABOS.txt
[2025-12-26T20:15:10.826694] [INFO ] [sig       ] [18/3548] Completed ABOS in 0.3s | 2.74 sym/s | Total: 6.6s | ETA: 21.5m
[2025-12-26T20:15:10.826734] [INFO ] [sig       ] [19/3548] Forecasting ABSI...
[2025-12-26T20:15:10.826763] [INFO ] [sig       ] Generating forecast for: ABSI
[2025-12-26T20:15:10.826794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2025-12-26T20:15:10.839523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2025-12-26T20:15:10.839934] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2025-12-26T20:15:10.840747] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2025-12-26T20:15:10.840799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:10.840831] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:10.840859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:10.840916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:10.898549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:10.899327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:10.899408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:10.899440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:11.020973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:11.021136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:11.021184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:11.021212] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:11.024732] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: DOWN (p=32.74%)
[2025-12-26T20:15:11.025016] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2025-12-26T20:15:11.025171] [INFO ] [sig       ] ABSI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:11.174158] [INFO ] [LOCAL     ] Saved forecast: ABSI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ABSI.txt
[2025-12-26T20:15:11.174302] [INFO ] [sig       ] [19/3548] Completed ABSI in 0.3s | 2.74 sym/s | Total: 6.9s | ETA: 21.4m
[2025-12-26T20:15:11.174342] [INFO ] [sig       ] [20/3548] Forecasting ABUS...
[2025-12-26T20:15:11.174371] [INFO ] [sig       ] Generating forecast for: ABUS
[2025-12-26T20:15:11.174402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-12-26T20:15:11.186808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2025-12-26T20:15:11.187181] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2025-12-26T20:15:11.187987] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2025-12-26T20:15:11.188040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:11.188071] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:11.188098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:11.188156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:11.245028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:11.245877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:11.245995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:11.246029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:11.360235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:11.360410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:11.360452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:11.360481] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:11.363940] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: DOWN (p=15.89%)
[2025-12-26T20:15:11.364224] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2025-12-26T20:15:11.364357] [INFO ] [sig       ] ABUS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:11.520254] [INFO ] [LOCAL     ] Saved forecast: ABUS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ABUS.txt
[2025-12-26T20:15:11.520416] [INFO ] [sig       ] [20/3548] Completed ABUS in 0.3s | 2.75 sym/s | Total: 7.3s | ETA: 21.4m
[2025-12-26T20:15:11.520456] [INFO ] [sig       ] [21/3548] Forecasting ABVC...
[2025-12-26T20:15:11.520485] [INFO ] [sig       ] Generating forecast for: ABVC
[2025-12-26T20:15:11.520516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2025-12-26T20:15:11.533141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2025-12-26T20:15:11.533530] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2025-12-26T20:15:11.534343] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2025-12-26T20:15:11.534396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:11.534427] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:11.534454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:11.534512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:11.591456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:11.592341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:11.592423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:11.592455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:11.712262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:11.712423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:11.712467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:11.712498] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:11.716131] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: DOWN (p=44.58%)
[2025-12-26T20:15:11.716431] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2025-12-26T20:15:11.716599] [INFO ] [sig       ] ABVC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:11.863820] [INFO ] [LOCAL     ] Saved forecast: ABVC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ABVC.txt
[2025-12-26T20:15:11.863980] [INFO ] [sig       ] [21/3548] Completed ABVC in 0.3s | 2.76 sym/s | Total: 7.6s | ETA: 21.3m
[2025-12-26T20:15:11.864028] [INFO ] [sig       ] [22/3548] Forecasting ABVE...
[2025-12-26T20:15:11.864058] [INFO ] [sig       ] Generating forecast for: ABVE
[2025-12-26T20:15:11.864091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2025-12-26T20:15:11.879501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2025-12-26T20:15:11.879946] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2025-12-26T20:15:11.880781] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2025-12-26T20:15:11.880833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:11.880864] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:11.880890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:11.880946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:11.941852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:11.942761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:11.942849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:11.942883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:12.063950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:12.064121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:12.064178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:12.064209] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:12.067792] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: UP (p=92.41%)
[2025-12-26T20:15:12.068088] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2025-12-26T20:15:12.068230] [INFO ] [sig       ] ABVE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:12.218641] [INFO ] [LOCAL     ] Saved forecast: ABVE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ABVE.txt
[2025-12-26T20:15:12.218794] [INFO ] [sig       ] [22/3548] Completed ABVE in 0.4s | 2.76 sym/s | Total: 8.0s | ETA: 21.3m
[2025-12-26T20:15:12.218843] [INFO ] [sig       ] [23/3548] Forecasting ABVX...
[2025-12-26T20:15:12.218891] [INFO ] [sig       ] Generating forecast for: ABVX
[2025-12-26T20:15:12.218925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2025-12-26T20:15:12.232609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2025-12-26T20:15:12.232980] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2025-12-26T20:15:12.233817] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2025-12-26T20:15:12.233870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:12.233902] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:12.233929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:12.233987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:12.291210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:12.291967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:12.292048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:12.292082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:12.407212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:12.407362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:12.407406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:12.407435] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:12.410962] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: DOWN (p=9.44%)
[2025-12-26T20:15:12.411242] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2025-12-26T20:15:12.411386] [INFO ] [sig       ] ABVX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:12.552985] [INFO ] [LOCAL     ] Saved forecast: ABVX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ABVX.txt
[2025-12-26T20:15:12.553167] [INFO ] [sig       ] [23/3548] Completed ABVX in 0.3s | 2.77 sym/s | Total: 8.3s | ETA: 21.2m
[2025-12-26T20:15:12.553219] [INFO ] [sig       ] [24/3548] Forecasting ACA...
[2025-12-26T20:15:12.553260] [INFO ] [sig       ] Generating forecast for: ACA
[2025-12-26T20:15:12.553304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-12-26T20:15:12.565811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2025-12-26T20:15:12.566169] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-12-26T20:15:12.566970] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-12-26T20:15:12.567022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:12.567054] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:12.567081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:12.567139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:12.625000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:12.625702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:12.625781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:12.625812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:12.745720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:12.745841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:12.745884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:12.745913] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:12.749372] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: DOWN (p=7.62%)
[2025-12-26T20:15:12.749686] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-12-26T20:15:12.749820] [INFO ] [sig       ] ACA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:12.891608] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ACA.txt
[2025-12-26T20:15:12.891766] [INFO ] [sig       ] [24/3548] Completed ACA in 0.3s | 2.78 sym/s | Total: 8.6s | ETA: 21.1m
[2025-12-26T20:15:12.891805] [INFO ] [sig       ] [25/3548] Forecasting ACAD...
[2025-12-26T20:15:12.891834] [INFO ] [sig       ] Generating forecast for: ACAD
[2025-12-26T20:15:12.891867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2025-12-26T20:15:12.905480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2025-12-26T20:15:12.905871] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2025-12-26T20:15:12.906686] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2025-12-26T20:15:12.906738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:12.906769] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:12.906796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:12.906853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:12.964087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:12.965054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:12.965149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:12.965181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:13.082881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:13.083038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:13.083081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:13.083126] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:13.086651] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: UP (p=71.53%)
[2025-12-26T20:15:13.086937] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2025-12-26T20:15:13.087070] [INFO ] [sig       ] ACAD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:13.228402] [INFO ] [LOCAL     ] Saved forecast: ACAD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ACAD.txt
[2025-12-26T20:15:13.228536] [INFO ] [sig       ] [25/3548] Completed ACAD in 0.3s | 2.78 sym/s | Total: 9.0s | ETA: 21.1m
[2025-12-26T20:15:13.228592] [INFO ] [sig       ] [26/3548] Forecasting ACB...
[2025-12-26T20:15:13.228625] [INFO ] [sig       ] Generating forecast for: ACB
[2025-12-26T20:15:13.228656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2025-12-26T20:15:13.241245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2025-12-26T20:15:13.241665] [INFO ] [FORECASTER] Starting predict_future for ACB
[2025-12-26T20:15:13.242530] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2025-12-26T20:15:13.242609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:13.242649] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:13.242678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:13.242742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:13.302519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:13.303358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:13.303439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:13.303472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:13.425260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:13.425409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:13.425451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:13.425481] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:13.428968] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: UP (p=90.49%)
[2025-12-26T20:15:13.429253] [INFO ] [FORECASTER] Completed predict_future for ACB
[2025-12-26T20:15:13.429385] [INFO ] [sig       ] ACB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:13.570736] [INFO ] [LOCAL     ] Saved forecast: ACB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ACB.txt
[2025-12-26T20:15:13.570875] [INFO ] [sig       ] [26/3548] Completed ACB in 0.3s | 2.79 sym/s | Total: 9.3s | ETA: 21.0m
[2025-12-26T20:15:13.570914] [INFO ] [sig       ] [27/3548] Forecasting ACCO...
[2025-12-26T20:15:13.570943] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-12-26T20:15:13.570974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-12-26T20:15:13.582898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2025-12-26T20:15:13.583239] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-12-26T20:15:13.584047] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-12-26T20:15:13.584099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:13.584158] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:13.584186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:13.584249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:13.641622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:13.642469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:13.642550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:13.642618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:13.762441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:13.762610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:13.762654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:13.762682] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:13.766094] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: DOWN (p=20.42%)
[2025-12-26T20:15:13.766370] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-12-26T20:15:13.766498] [INFO ] [sig       ] ACCO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:13.907378] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ACCO.txt
[2025-12-26T20:15:13.907509] [INFO ] [sig       ] [27/3548] Completed ACCO in 0.3s | 2.80 sym/s | Total: 9.7s | ETA: 21.0m
[2025-12-26T20:15:13.907548] [INFO ] [sig       ] [28/3548] Forecasting ACDC...
[2025-12-26T20:15:13.907594] [INFO ] [sig       ] Generating forecast for: ACDC
[2025-12-26T20:15:13.907626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2025-12-26T20:15:13.923545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACDC'.
[2025-12-26T20:15:13.923903] [INFO ] [FORECASTER] Starting predict_future for ACDC
[2025-12-26T20:15:13.924743] [DEBUG] [LOCAL     ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt
[2025-12-26T20:15:13.924794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:13.924826] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:13.924853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:13.924910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:13.983632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:13.984461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:13.984545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:13.984594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:14.096796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:14.096952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:14.096995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:14.097024] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:14.100505] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: DOWN (p=32.66%)
[2025-12-26T20:15:14.100810] [INFO ] [FORECASTER] Completed predict_future for ACDC
[2025-12-26T20:15:14.100945] [INFO ] [sig       ] ACDC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:14.246333] [INFO ] [LOCAL     ] Saved forecast: ACDC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ACDC.txt
[2025-12-26T20:15:14.246482] [INFO ] [sig       ] [28/3548] Completed ACDC in 0.3s | 2.80 sym/s | Total: 10.0s | ETA: 20.9m
[2025-12-26T20:15:14.246522] [INFO ] [sig       ] [29/3548] Forecasting ACEL...
[2025-12-26T20:15:14.246551] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-12-26T20:15:14.246599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-12-26T20:15:14.260224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2025-12-26T20:15:14.260661] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-12-26T20:15:14.261475] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-12-26T20:15:14.261528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:14.261562] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:14.261633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:14.261699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:14.320540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:14.321455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:14.321538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:14.321570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:14.440533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:14.440703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:14.440747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:14.440775] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:14.444217] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=76.14%)
[2025-12-26T20:15:14.444497] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-12-26T20:15:14.444644] [INFO ] [sig       ] ACEL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:14.587649] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ACEL.txt
[2025-12-26T20:15:14.587784] [INFO ] [sig       ] [29/3548] Completed ACEL in 0.3s | 2.81 sym/s | Total: 10.3s | ETA: 20.9m
[2025-12-26T20:15:14.587824] [INFO ] [sig       ] [30/3548] Forecasting ACGL...
[2025-12-26T20:15:14.587853] [INFO ] [sig       ] Generating forecast for: ACGL
[2025-12-26T20:15:14.587884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2025-12-26T20:15:14.602634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2025-12-26T20:15:14.603077] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2025-12-26T20:15:14.603930] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2025-12-26T20:15:14.603984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:14.604017] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:14.604044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:14.604102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:14.663736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:14.664647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:14.664735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:14.664769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:14.786001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:14.786159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:14.786205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:14.786275] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:14.789934] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: DOWN (p=16.40%)
[2025-12-26T20:15:14.790240] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2025-12-26T20:15:14.790390] [INFO ] [sig       ] ACGL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:14.932753] [INFO ] [LOCAL     ] Saved forecast: ACGL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ACGL.txt
[2025-12-26T20:15:14.932916] [INFO ] [sig       ] [30/3548] Completed ACGL in 0.3s | 2.81 sym/s | Total: 10.7s | ETA: 20.9m
[2025-12-26T20:15:14.932956] [INFO ] [sig       ] [31/3548] Forecasting ACGLN...
[2025-12-26T20:15:14.932985] [INFO ] [sig       ] Generating forecast for: ACGLN
[2025-12-26T20:15:14.933018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-12-26T20:15:14.945741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-12-26T20:15:14.946137] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2025-12-26T20:15:14.946997] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2025-12-26T20:15:14.947050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:14.947082] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:14.947108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:14.947167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:15.005474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:15.006367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:15.006452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:15.006485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:15.126298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:15.126450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:15.126492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:15.126521] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:15.130601] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: UP (p=69.83%)
[2025-12-26T20:15:15.130936] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2025-12-26T20:15:15.131078] [INFO ] [sig       ] ACGLN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:15.274139] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ACGLN.txt
[2025-12-26T20:15:15.274295] [INFO ] [sig       ] [31/3548] Completed ACGLN in 0.3s | 2.81 sym/s | Total: 11.0s | ETA: 20.8m
[2025-12-26T20:15:15.274335] [INFO ] [sig       ] [32/3548] Forecasting ACGLO...
[2025-12-26T20:15:15.274363] [INFO ] [sig       ] Generating forecast for: ACGLO
[2025-12-26T20:15:15.274395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2025-12-26T20:15:15.286412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2025-12-26T20:15:15.286820] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2025-12-26T20:15:15.287630] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2025-12-26T20:15:15.287684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:15.287715] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:15.287742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:15.287801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:15.345761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:15.346685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:15.346770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:15.346801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:15.467068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:15.467224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:15.467269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:15.467300] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:15.471046] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: UP (p=82.82%)
[2025-12-26T20:15:15.471379] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2025-12-26T20:15:15.471531] [INFO ] [sig       ] ACGLO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:15.616361] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ACGLO.txt
[2025-12-26T20:15:15.616519] [INFO ] [sig       ] [32/3548] Completed ACGLO in 0.3s | 2.82 sym/s | Total: 11.4s | ETA: 20.8m
[2025-12-26T20:15:15.616562] [INFO ] [sig       ] [33/3548] Forecasting ACHC...
[2025-12-26T20:15:15.616616] [INFO ] [sig       ] Generating forecast for: ACHC
[2025-12-26T20:15:15.616658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2025-12-26T20:15:15.633755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2025-12-26T20:15:15.634125] [INFO ] [FORECASTER] Starting predict_future for ACHC
[2025-12-26T20:15:15.634994] [DEBUG] [LOCAL     ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt
[2025-12-26T20:15:15.635048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:15.635081] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:15.635109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:15.635168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:15.696169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:15.697078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:15.697171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:15.697204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:15.818830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:15.819015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:15.819060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:15.819090] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:15.822593] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: DOWN (p=24.71%)
[2025-12-26T20:15:15.822874] [INFO ] [FORECASTER] Completed predict_future for ACHC
[2025-12-26T20:15:15.823029] [INFO ] [sig       ] ACHC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:15.973372] [INFO ] [LOCAL     ] Saved forecast: ACHC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ACHC.txt
[2025-12-26T20:15:15.973534] [INFO ] [sig       ] [33/3548] Completed ACHC in 0.4s | 2.81 sym/s | Total: 11.7s | ETA: 20.8m
[2025-12-26T20:15:15.973589] [INFO ] [sig       ] [34/3548] Forecasting ACI...
[2025-12-26T20:15:15.973622] [INFO ] [sig       ] Generating forecast for: ACI
[2025-12-26T20:15:15.973653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-12-26T20:15:15.990945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2025-12-26T20:15:15.991334] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-12-26T20:15:15.992158] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-12-26T20:15:15.992211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:15.992242] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:15.992270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:15.992329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:16.049881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:16.050789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:16.050874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:16.050907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:16.171189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:16.171344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:16.171386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:16.171415] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:16.174907] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=34.54%)
[2025-12-26T20:15:16.175198] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-12-26T20:15:16.175332] [INFO ] [sig       ] ACI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:16.319099] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ACI.txt
[2025-12-26T20:15:16.319257] [INFO ] [sig       ] [34/3548] Completed ACI in 0.3s | 2.82 sym/s | Total: 12.1s | ETA: 20.8m
[2025-12-26T20:15:16.319298] [INFO ] [sig       ] [35/3548] Forecasting ACIC...
[2025-12-26T20:15:16.319330] [INFO ] [sig       ] Generating forecast for: ACIC
[2025-12-26T20:15:16.319361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2025-12-26T20:15:16.332693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2025-12-26T20:15:16.333080] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2025-12-26T20:15:16.333893] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2025-12-26T20:15:16.333946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:16.333978] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:16.334004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:16.334062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:16.391684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:16.392602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:16.392690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:16.392723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:16.511133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:16.511284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:16.511328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:16.511356] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:16.514814] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: UP (p=63.14%)
[2025-12-26T20:15:16.515101] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2025-12-26T20:15:16.515233] [INFO ] [sig       ] ACIC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:16.656401] [INFO ] [LOCAL     ] Saved forecast: ACIC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ACIC.txt
[2025-12-26T20:15:16.656536] [INFO ] [sig       ] [35/3548] Completed ACIC in 0.3s | 2.82 sym/s | Total: 12.4s | ETA: 20.8m
[2025-12-26T20:15:16.656591] [INFO ] [sig       ] [36/3548] Forecasting ACLS...
[2025-12-26T20:15:16.656624] [INFO ] [sig       ] Generating forecast for: ACLS
[2025-12-26T20:15:16.656654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2025-12-26T20:15:16.668477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2025-12-26T20:15:16.668834] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2025-12-26T20:15:16.669659] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2025-12-26T20:15:16.669710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:16.669740] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:16.669767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:16.669825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:16.726993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:16.727647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:16.727725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:16.727757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:16.848235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:16.848387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:16.848430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:16.848473] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:16.851964] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=95.85%)
[2025-12-26T20:15:16.852235] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2025-12-26T20:15:16.852368] [INFO ] [sig       ] ACLS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:16.993417] [INFO ] [LOCAL     ] Saved forecast: ACLS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ACLS.txt
[2025-12-26T20:15:16.993534] [INFO ] [sig       ] [36/3548] Completed ACLS in 0.3s | 2.82 sym/s | Total: 12.7s | ETA: 20.7m
[2025-12-26T20:15:16.993591] [INFO ] [sig       ] [37/3548] Forecasting ACLX...
[2025-12-26T20:15:16.993624] [INFO ] [sig       ] Generating forecast for: ACLX
[2025-12-26T20:15:16.993654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2025-12-26T20:15:17.006034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2025-12-26T20:15:17.006377] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2025-12-26T20:15:17.007183] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2025-12-26T20:15:17.007236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:17.007267] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:17.007294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:17.007356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:17.064531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:17.065321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:17.065432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:17.065466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:17.186130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:17.186278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:17.186322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:17.186351] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:17.189793] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: UP (p=70.91%)
[2025-12-26T20:15:17.190069] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2025-12-26T20:15:17.190199] [INFO ] [sig       ] ACLX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:17.330633] [INFO ] [LOCAL     ] Saved forecast: ACLX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ACLX.txt
[2025-12-26T20:15:17.330752] [INFO ] [sig       ] [37/3548] Completed ACLX in 0.3s | 2.83 sym/s | Total: 13.1s | ETA: 20.7m
[2025-12-26T20:15:17.330791] [INFO ] [sig       ] [38/3548] Forecasting ACM...
[2025-12-26T20:15:17.330821] [INFO ] [sig       ] Generating forecast for: ACM
[2025-12-26T20:15:17.330851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-12-26T20:15:17.342624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2025-12-26T20:15:17.342967] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-12-26T20:15:17.343770] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-12-26T20:15:17.343821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:17.343853] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:17.343880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:17.343937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:17.404340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:17.405099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:17.405183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:17.405215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:17.523736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:17.523887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:17.523929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:17.523958] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:17.527356] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: UP (p=85.41%)
[2025-12-26T20:15:17.527648] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-12-26T20:15:17.527775] [INFO ] [sig       ] ACM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:17.669758] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ACM.txt
[2025-12-26T20:15:17.669910] [INFO ] [sig       ] [38/3548] Completed ACM in 0.3s | 2.83 sym/s | Total: 13.4s | ETA: 20.7m
[2025-12-26T20:15:17.669951] [INFO ] [sig       ] [39/3548] Forecasting ACN...
[2025-12-26T20:15:17.669981] [INFO ] [sig       ] Generating forecast for: ACN
[2025-12-26T20:15:17.670011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-12-26T20:15:17.683409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2025-12-26T20:15:17.683764] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-12-26T20:15:17.684541] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-12-26T20:15:17.684613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:17.684645] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:17.684671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:17.684729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:17.741640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:17.742282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:17.742361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:17.742393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:17.863937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:17.864091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:17.864136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:17.864175] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:17.867772] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: DOWN (p=47.43%)
[2025-12-26T20:15:17.868084] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-12-26T20:15:17.868225] [INFO ] [sig       ] ACN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:18.008524] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ACN.txt
[2025-12-26T20:15:18.008671] [INFO ] [sig       ] [39/3548] Completed ACN in 0.3s | 2.83 sym/s | Total: 13.8s | ETA: 20.6m
[2025-12-26T20:15:18.008710] [INFO ] [sig       ] [40/3548] Forecasting ACNB...
[2025-12-26T20:15:18.008740] [INFO ] [sig       ] Generating forecast for: ACNB
[2025-12-26T20:15:18.008770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2025-12-26T20:15:18.020450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2025-12-26T20:15:18.020851] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2025-12-26T20:15:18.021722] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2025-12-26T20:15:18.021773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:18.021804] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:18.021831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:18.021899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:18.078788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:18.079493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:18.079591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:18.079626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:18.192378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:18.192537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:18.192596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:18.192631] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:18.196061] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: DOWN (p=45.35%)
[2025-12-26T20:15:18.196334] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2025-12-26T20:15:18.196477] [INFO ] [sig       ] ACNB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:18.338408] [INFO ] [LOCAL     ] Saved forecast: ACNB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ACNB.txt
[2025-12-26T20:15:18.338563] [INFO ] [sig       ] [40/3548] Completed ACNB in 0.3s | 2.84 sym/s | Total: 14.1s | ETA: 20.6m
[2025-12-26T20:15:18.338620] [INFO ] [sig       ] [41/3548] Forecasting ACON...
[2025-12-26T20:15:18.338651] [INFO ] [sig       ] Generating forecast for: ACON
[2025-12-26T20:15:18.338680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2025-12-26T20:15:18.350557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2025-12-26T20:15:18.350926] [INFO ] [FORECASTER] Starting predict_future for ACON
[2025-12-26T20:15:18.351744] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2025-12-26T20:15:18.351796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:18.351832] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:18.351858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:18.351916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:18.409032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:18.409891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:18.409972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:18.410004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:18.536932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:18.537090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:18.537134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:18.537163] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:18.540757] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: UP (p=60.36%)
[2025-12-26T20:15:18.541030] [INFO ] [FORECASTER] Completed predict_future for ACON
[2025-12-26T20:15:18.541156] [INFO ] [sig       ] ACON: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:18.682255] [INFO ] [LOCAL     ] Saved forecast: ACON	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ACON.txt
[2025-12-26T20:15:18.682384] [INFO ] [sig       ] [41/3548] Completed ACON in 0.3s | 2.84 sym/s | Total: 14.4s | ETA: 20.6m
[2025-12-26T20:15:18.682424] [INFO ] [sig       ] [42/3548] Forecasting ACP...
[2025-12-26T20:15:18.682454] [INFO ] [sig       ] Generating forecast for: ACP
[2025-12-26T20:15:18.682484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-12-26T20:15:18.694502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2025-12-26T20:15:18.694898] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-12-26T20:15:18.695723] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-12-26T20:15:18.695785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:18.695817] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:18.695844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:18.695902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:18.754554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:18.755362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:18.755445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:18.755479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:18.873720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:18.873857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:18.873899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:18.873927] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:18.877334] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=89.58%)
[2025-12-26T20:15:18.877630] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-12-26T20:15:18.877757] [INFO ] [sig       ] ACP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:19.023173] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ACP.txt
[2025-12-26T20:15:19.023335] [INFO ] [sig       ] [42/3548] Completed ACP in 0.3s | 2.84 sym/s | Total: 14.8s | ETA: 20.6m
[2025-12-26T20:15:19.023375] [INFO ] [sig       ] [43/3548] Forecasting ACRE...
[2025-12-26T20:15:19.023405] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-12-26T20:15:19.023434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-12-26T20:15:19.035966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2025-12-26T20:15:19.036320] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-12-26T20:15:19.037139] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-12-26T20:15:19.037191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:19.037224] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:19.037251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:19.037308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:19.094558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:19.095216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:19.095295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:19.095327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:19.216160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:19.216312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:19.216358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:19.216389] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:19.219816] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: UP (p=93.46%)
[2025-12-26T20:15:19.220086] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-12-26T20:15:19.220217] [INFO ] [sig       ] ACRE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:19.360086] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ACRE.txt
[2025-12-26T20:15:19.360243] [INFO ] [sig       ] [43/3548] Completed ACRE in 0.3s | 2.85 sym/s | Total: 15.1s | ETA: 20.5m
[2025-12-26T20:15:19.360282] [INFO ] [sig       ] [44/3548] Forecasting ACRS...
[2025-12-26T20:15:19.360312] [INFO ] [sig       ] Generating forecast for: ACRS
[2025-12-26T20:15:19.360342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2025-12-26T20:15:19.372773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2025-12-26T20:15:19.373196] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2025-12-26T20:15:19.374060] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2025-12-26T20:15:19.374114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:19.374183] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:19.374222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:19.374305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:19.435821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:19.436808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:19.436898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:19.436931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:19.562277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:19.562442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:19.562486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:19.562517] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:19.566362] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=2.80%)
[2025-12-26T20:15:19.566717] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2025-12-26T20:15:19.566866] [INFO ] [sig       ] ACRS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:19.713043] [INFO ] [LOCAL     ] Saved forecast: ACRS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ACRS.txt
[2025-12-26T20:15:19.713204] [INFO ] [sig       ] [44/3548] Completed ACRS in 0.4s | 2.85 sym/s | Total: 15.5s | ETA: 20.5m
[2025-12-26T20:15:19.713247] [INFO ] [sig       ] [45/3548] Forecasting ACTG...
[2025-12-26T20:15:19.713278] [INFO ] [sig       ] Generating forecast for: ACTG
[2025-12-26T20:15:19.713309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2025-12-26T20:15:19.726837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2025-12-26T20:15:19.727224] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2025-12-26T20:15:19.728113] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2025-12-26T20:15:19.728165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:19.728197] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:19.728224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:19.728282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:19.803053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:19.804151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:19.804241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:19.804275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:19.929846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:19.930000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:19.930048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:19.930078] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:19.933638] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: DOWN (p=36.07%)
[2025-12-26T20:15:19.933971] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2025-12-26T20:15:19.934120] [INFO ] [sig       ] ACTG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:20.075396] [INFO ] [LOCAL     ] Saved forecast: ACTG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ACTG.txt
[2025-12-26T20:15:20.075523] [INFO ] [sig       ] [45/3548] Completed ACTG in 0.4s | 2.84 sym/s | Total: 15.8s | ETA: 20.5m
[2025-12-26T20:15:20.075567] [INFO ] [sig       ] [46/3548] Forecasting ACVA...
[2025-12-26T20:15:20.075616] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-12-26T20:15:20.075647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-12-26T20:15:20.088728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2025-12-26T20:15:20.089193] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-12-26T20:15:20.090061] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-12-26T20:15:20.090116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:20.090150] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:20.090179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:20.090238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:20.149270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:20.150212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:20.150296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:20.150329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:20.271266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:20.271425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:20.271466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:20.271495] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:20.274944] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: DOWN (p=28.56%)
[2025-12-26T20:15:20.275223] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-12-26T20:15:20.275352] [INFO ] [sig       ] ACVA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:20.420997] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ACVA.txt
[2025-12-26T20:15:20.421159] [INFO ] [sig       ] [46/3548] Completed ACVA in 0.3s | 2.84 sym/s | Total: 16.2s | ETA: 20.5m
[2025-12-26T20:15:20.421201] [INFO ] [sig       ] [47/3548] Forecasting ACWI...
[2025-12-26T20:15:20.421229] [INFO ] [sig       ] Generating forecast for: ACWI
[2025-12-26T20:15:20.421260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2025-12-26T20:15:20.435012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2025-12-26T20:15:20.435408] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2025-12-26T20:15:20.436242] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2025-12-26T20:15:20.436295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:20.436327] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:20.436354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:20.436412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:20.495657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:20.496527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:20.496829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:20.496863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:20.635433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:20.635609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:20.635654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:20.635721] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:20.639911] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: UP (p=79.27%)
[2025-12-26T20:15:20.640221] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2025-12-26T20:15:20.640361] [INFO ] [sig       ] ACWI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:20.794439] [INFO ] [LOCAL     ] Saved forecast: ACWI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ACWI.txt
[2025-12-26T20:15:20.794618] [INFO ] [sig       ] [47/3548] Completed ACWI in 0.4s | 2.84 sym/s | Total: 16.5s | ETA: 20.5m
[2025-12-26T20:15:20.794660] [INFO ] [sig       ] [48/3548] Forecasting ACWX...
[2025-12-26T20:15:20.794690] [INFO ] [sig       ] Generating forecast for: ACWX
[2025-12-26T20:15:20.794721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2025-12-26T20:15:20.808592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2025-12-26T20:15:20.809044] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2025-12-26T20:15:20.810067] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2025-12-26T20:15:20.810120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:20.810152] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:20.810178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:20.810235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:20.871081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:20.871968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:20.872051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:20.872084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:20.998328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:20.998487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:20.998528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:20.998556] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:21.002031] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: UP (p=86.51%)
[2025-12-26T20:15:21.002316] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2025-12-26T20:15:21.002454] [INFO ] [sig       ] ACWX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:21.151066] [INFO ] [LOCAL     ] Saved forecast: ACWX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ACWX.txt
[2025-12-26T20:15:21.151236] [INFO ] [sig       ] [48/3548] Completed ACWX in 0.4s | 2.84 sym/s | Total: 16.9s | ETA: 20.5m
[2025-12-26T20:15:21.151277] [INFO ] [sig       ] [49/3548] Forecasting ACXP...
[2025-12-26T20:15:21.151307] [INFO ] [sig       ] Generating forecast for: ACXP
[2025-12-26T20:15:21.151337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2025-12-26T20:15:21.165737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2025-12-26T20:15:21.166155] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2025-12-26T20:15:21.166988] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2025-12-26T20:15:21.167042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:21.167075] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:21.167102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:21.167161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:21.228349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:21.229153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:21.229239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:21.229273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:21.347020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:21.347174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:21.347235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:21.347266] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:21.351019] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: UP (p=73.80%)
[2025-12-26T20:15:21.351303] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2025-12-26T20:15:21.351435] [INFO ] [sig       ] ACXP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:21.491817] [INFO ] [LOCAL     ] Saved forecast: ACXP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ACXP.txt
[2025-12-26T20:15:21.491950] [INFO ] [sig       ] [49/3548] Completed ACXP in 0.3s | 2.84 sym/s | Total: 17.2s | ETA: 20.5m
[2025-12-26T20:15:21.491989] [INFO ] [sig       ] [50/3548] Forecasting ADBE...
[2025-12-26T20:15:21.492018] [INFO ] [sig       ] Generating forecast for: ADBE
[2025-12-26T20:15:21.492049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2025-12-26T20:15:21.505035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2025-12-26T20:15:21.505426] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2025-12-26T20:15:21.506277] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2025-12-26T20:15:21.506329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:21.506360] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:21.506386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:21.506443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:21.568196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:21.569175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:21.569280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:21.569313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:21.693335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:21.693490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:21.693534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:21.693562] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:21.697001] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: DOWN (p=25.38%)
[2025-12-26T20:15:21.697271] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2025-12-26T20:15:21.697398] [INFO ] [sig       ] ADBE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:21.838959] [INFO ] [LOCAL     ] Saved forecast: ADBE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ADBE.txt
[2025-12-26T20:15:21.839109] [INFO ] [sig       ] [50/3548] Completed ADBE in 0.3s | 2.84 sym/s | Total: 17.6s | ETA: 20.5m
[2025-12-26T20:15:21.839150] [INFO ] [sig       ] [51/3548] Forecasting ADC...
[2025-12-26T20:15:21.839180] [INFO ] [sig       ] Generating forecast for: ADC
[2025-12-26T20:15:21.839210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-12-26T20:15:21.851871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2025-12-26T20:15:21.852246] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-12-26T20:15:21.853048] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-12-26T20:15:21.853100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:21.853131] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:21.853157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:21.853215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:21.914543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:21.915340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:21.915424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:21.915457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:22.033161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:22.033322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:22.033367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:22.033396] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:22.037488] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=5.89%)
[2025-12-26T20:15:22.037798] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-12-26T20:15:22.037940] [INFO ] [sig       ] ADC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:22.189969] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ADC.txt
[2025-12-26T20:15:22.190115] [INFO ] [sig       ] [51/3548] Completed ADC in 0.4s | 2.84 sym/s | Total: 17.9s | ETA: 20.5m
[2025-12-26T20:15:22.190156] [INFO ] [sig       ] [52/3548] Forecasting ADEA...
[2025-12-26T20:15:22.190186] [INFO ] [sig       ] Generating forecast for: ADEA
[2025-12-26T20:15:22.190217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2025-12-26T20:15:22.208745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2025-12-26T20:15:22.209286] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2025-12-26T20:15:22.210368] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2025-12-26T20:15:22.210434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:22.210481] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:22.210521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:22.210629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:22.276329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:22.277263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:22.277350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:22.277383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:22.394309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:22.394473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:22.394515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:22.394543] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:22.398169] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-12-26T20:15:22.398515] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2025-12-26T20:15:22.398679] [INFO ] [sig       ] ADEA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:22.544842] [INFO ] [LOCAL     ] Saved forecast: ADEA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ADEA.txt
[2025-12-26T20:15:22.545001] [INFO ] [sig       ] [52/3548] Completed ADEA in 0.4s | 2.84 sym/s | Total: 18.3s | ETA: 20.5m
[2025-12-26T20:15:22.545041] [INFO ] [sig       ] [53/3548] Forecasting ADI...
[2025-12-26T20:15:22.545072] [INFO ] [sig       ] Generating forecast for: ADI
[2025-12-26T20:15:22.545103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2025-12-26T20:15:22.558655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2025-12-26T20:15:22.559095] [INFO ] [FORECASTER] Starting predict_future for ADI
[2025-12-26T20:15:22.559966] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2025-12-26T20:15:22.560020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:22.560064] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:22.560092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:22.560151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:22.622287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:22.623210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:22.623325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:22.623380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:22.756935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:22.757089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:22.757134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:22.757163] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:22.760945] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: DOWN (p=31.44%)
[2025-12-26T20:15:22.761268] [INFO ] [FORECASTER] Completed predict_future for ADI
[2025-12-26T20:15:22.761414] [INFO ] [sig       ] ADI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:22.914967] [INFO ] [LOCAL     ] Saved forecast: ADI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ADI.txt
[2025-12-26T20:15:22.915121] [INFO ] [sig       ] [53/3548] Completed ADI in 0.4s | 2.84 sym/s | Total: 18.7s | ETA: 20.5m
[2025-12-26T20:15:22.915160] [INFO ] [sig       ] [54/3548] Forecasting ADM...
[2025-12-26T20:15:22.915189] [INFO ] [sig       ] Generating forecast for: ADM
[2025-12-26T20:15:22.915220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-12-26T20:15:22.930122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2025-12-26T20:15:22.930551] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-12-26T20:15:22.931538] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-12-26T20:15:22.931617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:22.931652] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:22.931681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:22.931740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:22.995000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:22.995922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:22.996044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:22.996080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:23.122960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:23.123123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:23.123167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:23.123197] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:23.126661] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: DOWN (p=29.67%)
[2025-12-26T20:15:23.126936] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-12-26T20:15:23.127064] [INFO ] [sig       ] ADM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:23.279187] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ADM.txt
[2025-12-26T20:15:23.279347] [INFO ] [sig       ] [54/3548] Completed ADM in 0.4s | 2.84 sym/s | Total: 19.0s | ETA: 20.5m
[2025-12-26T20:15:23.279387] [INFO ] [sig       ] [55/3548] Forecasting ADMA...
[2025-12-26T20:15:23.279418] [INFO ] [sig       ] Generating forecast for: ADMA
[2025-12-26T20:15:23.279448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2025-12-26T20:15:23.297896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2025-12-26T20:15:23.298566] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2025-12-26T20:15:23.299626] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2025-12-26T20:15:23.299684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:23.299720] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:23.299749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:23.299812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:23.360680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:23.361925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:23.362036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:23.362087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:23.492303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:23.492548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:23.492620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:23.492651] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:23.498430] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: DOWN (p=11.77%)
[2025-12-26T20:15:23.499078] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2025-12-26T20:15:23.499290] [INFO ] [sig       ] ADMA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:23.646880] [INFO ] [LOCAL     ] Saved forecast: ADMA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ADMA.txt
[2025-12-26T20:15:23.647051] [INFO ] [sig       ] [55/3548] Completed ADMA in 0.4s | 2.84 sym/s | Total: 19.4s | ETA: 20.5m
[2025-12-26T20:15:23.647091] [INFO ] [sig       ] [56/3548] Forecasting ADP...
[2025-12-26T20:15:23.647122] [INFO ] [sig       ] Generating forecast for: ADP
[2025-12-26T20:15:23.647153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2025-12-26T20:15:23.659808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2025-12-26T20:15:23.660219] [INFO ] [FORECASTER] Starting predict_future for ADP
[2025-12-26T20:15:23.661061] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2025-12-26T20:15:23.661113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:23.661146] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:23.661173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:23.661232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:23.719902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:23.720860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:23.720949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:23.720981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:23.846711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:23.846865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:23.846908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:23.846938] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:23.850532] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: DOWN (p=44.08%)
[2025-12-26T20:15:23.850845] [INFO ] [FORECASTER] Completed predict_future for ADP
[2025-12-26T20:15:23.850987] [INFO ] [sig       ] ADP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:23.995856] [INFO ] [LOCAL     ] Saved forecast: ADP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ADP.txt
[2025-12-26T20:15:23.996018] [INFO ] [sig       ] [56/3548] Completed ADP in 0.3s | 2.84 sym/s | Total: 19.7s | ETA: 20.5m
[2025-12-26T20:15:23.996058] [INFO ] [sig       ] [57/3548] Forecasting ADSE...
[2025-12-26T20:15:23.996096] [INFO ] [sig       ] Generating forecast for: ADSE
[2025-12-26T20:15:23.996128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2025-12-26T20:15:24.009479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2025-12-26T20:15:24.009903] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2025-12-26T20:15:24.010726] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2025-12-26T20:15:24.010778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:24.010811] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:24.010838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:24.010895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:24.069360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:24.070273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:24.070361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:24.070394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:24.194981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:24.195142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:24.195184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:24.195213] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:24.199525] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: UP (p=54.05%)
[2025-12-26T20:15:24.199937] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2025-12-26T20:15:24.200095] [INFO ] [sig       ] ADSE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:24.352554] [INFO ] [LOCAL     ] Saved forecast: ADSE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ADSE.txt
[2025-12-26T20:15:24.352767] [INFO ] [sig       ] [57/3548] Completed ADSE in 0.4s | 2.84 sym/s | Total: 20.1s | ETA: 20.5m
[2025-12-26T20:15:24.352809] [INFO ] [sig       ] [58/3548] Forecasting ADSK...
[2025-12-26T20:15:24.352842] [INFO ] [sig       ] Generating forecast for: ADSK
[2025-12-26T20:15:24.352871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2025-12-26T20:15:24.367639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2025-12-26T20:15:24.368064] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2025-12-26T20:15:24.368963] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2025-12-26T20:15:24.369018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:24.369051] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:24.369077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:24.369137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:24.427938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:24.428861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:24.428971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:24.429003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:24.553228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:24.553380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:24.553422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:24.553450] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:24.557242] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: DOWN (p=40.82%)
[2025-12-26T20:15:24.557535] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2025-12-26T20:15:24.557883] [INFO ] [sig       ] ADSK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:24.699998] [INFO ] [LOCAL     ] Saved forecast: ADSK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ADSK.txt
[2025-12-26T20:15:24.700133] [INFO ] [sig       ] [58/3548] Completed ADSK in 0.3s | 2.84 sym/s | Total: 20.5s | ETA: 20.5m
[2025-12-26T20:15:24.700174] [INFO ] [sig       ] [59/3548] Forecasting ADTN...
[2025-12-26T20:15:24.700205] [INFO ] [sig       ] Generating forecast for: ADTN
[2025-12-26T20:15:24.700236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2025-12-26T20:15:24.726087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2025-12-26T20:15:24.726454] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2025-12-26T20:15:24.727250] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2025-12-26T20:15:24.727302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:24.727333] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:24.727360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:24.727418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:24.789239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:24.790189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:24.790270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:24.790301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:24.914783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:24.914940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:24.914981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:24.915010] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:24.918464] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: DOWN (p=5.10%)
[2025-12-26T20:15:24.918764] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2025-12-26T20:15:24.918917] [INFO ] [sig       ] ADTN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:25.069446] [INFO ] [LOCAL     ] Saved forecast: ADTN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ADTN.txt
[2025-12-26T20:15:25.069633] [INFO ] [sig       ] [59/3548] Completed ADTN in 0.4s | 2.83 sym/s | Total: 20.8s | ETA: 20.5m
[2025-12-26T20:15:25.069675] [INFO ] [sig       ] [60/3548] Forecasting ADTX...
[2025-12-26T20:15:25.069705] [INFO ] [sig       ] Generating forecast for: ADTX
[2025-12-26T20:15:25.069736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'.
[2025-12-26T20:15:25.081737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTX'.
[2025-12-26T20:15:25.082135] [INFO ] [FORECASTER] Starting predict_future for ADTX
[2025-12-26T20:15:25.082980] [DEBUG] [LOCAL     ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt
[2025-12-26T20:15:25.083033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:25.083065] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:25.083092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:25.083150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:25.142213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:25.143357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:25.143444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:25.143499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:25.258690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:25.258845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:25.258922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:25.258971] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:25.263110] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: DOWN (p=4.08%)
[2025-12-26T20:15:25.263396] [INFO ] [FORECASTER] Completed predict_future for ADTX
[2025-12-26T20:15:25.263536] [INFO ] [sig       ] ADTX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:25.413899] [INFO ] [LOCAL     ] Saved forecast: ADTX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ADTX.txt
[2025-12-26T20:15:25.414062] [INFO ] [sig       ] [60/3548] Completed ADTX in 0.3s | 2.83 sym/s | Total: 21.2s | ETA: 20.5m
[2025-12-26T20:15:25.414103] [INFO ] [sig       ] [61/3548] Forecasting ADUS...
[2025-12-26T20:15:25.414134] [INFO ] [sig       ] Generating forecast for: ADUS
[2025-12-26T20:15:25.414164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2025-12-26T20:15:25.434182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2025-12-26T20:15:25.434589] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2025-12-26T20:15:25.435387] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2025-12-26T20:15:25.435439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:25.435498] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:25.435526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:25.435601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:25.497456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:25.498338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:25.498422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:25.498456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:25.622045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:25.622201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:25.622245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:25.622275] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:25.625824] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: UP (p=64.95%)
[2025-12-26T20:15:25.626114] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2025-12-26T20:15:25.626252] [INFO ] [sig       ] ADUS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:25.773240] [INFO ] [LOCAL     ] Saved forecast: ADUS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ADUS.txt
[2025-12-26T20:15:25.773396] [INFO ] [sig       ] [61/3548] Completed ADUS in 0.4s | 2.83 sym/s | Total: 21.5s | ETA: 20.5m
[2025-12-26T20:15:25.773437] [INFO ] [sig       ] [62/3548] Forecasting ADX...
[2025-12-26T20:15:25.773468] [INFO ] [sig       ] Generating forecast for: ADX
[2025-12-26T20:15:25.773497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-12-26T20:15:25.786865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2025-12-26T20:15:25.787257] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-12-26T20:15:25.788078] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-12-26T20:15:25.788129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:25.788161] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:25.788188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:25.788246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:25.853528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:25.854552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:25.854656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:25.854892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:25.979427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:25.979600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:25.979647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:25.979677] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:25.983198] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: DOWN (p=15.99%)
[2025-12-26T20:15:25.983490] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-12-26T20:15:25.983642] [INFO ] [sig       ] ADX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:26.130538] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ADX.txt
[2025-12-26T20:15:26.130707] [INFO ] [sig       ] [62/3548] Completed ADX in 0.4s | 2.83 sym/s | Total: 21.9s | ETA: 20.5m
[2025-12-26T20:15:26.130747] [INFO ] [sig       ] [63/3548] Forecasting AEE...
[2025-12-26T20:15:26.130777] [INFO ] [sig       ] Generating forecast for: AEE
[2025-12-26T20:15:26.130807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-12-26T20:15:26.143015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2025-12-26T20:15:26.143437] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-12-26T20:15:26.144338] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-12-26T20:15:26.144393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:26.144428] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:26.144455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:26.144514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:26.202829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:26.203900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:26.203981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:26.204013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:26.329256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:26.329410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:26.329453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:26.329481] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:26.333143] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: DOWN (p=22.43%)
[2025-12-26T20:15:26.333423] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-12-26T20:15:26.333556] [INFO ] [sig       ] AEE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:26.476135] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AEE.txt
[2025-12-26T20:15:26.476290] [INFO ] [sig       ] [63/3548] Completed AEE in 0.3s | 2.83 sym/s | Total: 22.2s | ETA: 20.5m
[2025-12-26T20:15:26.476330] [INFO ] [sig       ] [64/3548] Forecasting AEFC...
[2025-12-26T20:15:26.476360] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-12-26T20:15:26.476393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-12-26T20:15:26.492067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2025-12-26T20:15:26.492492] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-12-26T20:15:26.493401] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-12-26T20:15:26.493456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:26.493489] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:26.493530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:26.493616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:26.552120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:26.553017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:26.553107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:26.553140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:26.674143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:26.674307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:26.674351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:26.674418] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:26.679052] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=13.20%)
[2025-12-26T20:15:26.679328] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-12-26T20:15:26.679458] [INFO ] [sig       ] AEFC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:26.820681] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AEFC.txt
[2025-12-26T20:15:26.820812] [INFO ] [sig       ] [64/3548] Completed AEFC in 0.3s | 2.84 sym/s | Total: 22.6s | ETA: 20.5m
[2025-12-26T20:15:26.820851] [INFO ] [sig       ] [65/3548] Forecasting AEG...
[2025-12-26T20:15:26.820880] [INFO ] [sig       ] Generating forecast for: AEG
[2025-12-26T20:15:26.820910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-12-26T20:15:26.833022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2025-12-26T20:15:26.833359] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-12-26T20:15:26.834158] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-12-26T20:15:26.834210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:26.834241] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:26.834267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:26.834325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:26.891609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:26.892255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:26.892335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:26.892367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:27.012146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:27.012317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:27.012359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:27.012388] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:27.015807] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: UP (p=95.19%)
[2025-12-26T20:15:27.016080] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-12-26T20:15:27.016209] [INFO ] [sig       ] AEG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:27.157035] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AEG.txt
[2025-12-26T20:15:27.157160] [INFO ] [sig       ] [65/3548] Completed AEG in 0.3s | 2.84 sym/s | Total: 22.9s | ETA: 20.5m
[2025-12-26T20:15:27.157198] [INFO ] [sig       ] [66/3548] Forecasting AEHL...
[2025-12-26T20:15:27.157227] [INFO ] [sig       ] Generating forecast for: AEHL
[2025-12-26T20:15:27.157256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'.
[2025-12-26T20:15:27.169286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEHL'.
[2025-12-26T20:15:27.169680] [INFO ] [FORECASTER] Starting predict_future for AEHL
[2025-12-26T20:15:27.170519] [DEBUG] [LOCAL     ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt
[2025-12-26T20:15:27.170601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:27.170640] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:27.170668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:27.170728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:27.229740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:27.230393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:27.230473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:27.230506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:27.350758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:27.350913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:27.350961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:27.350992] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:27.354463] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: UP (p=77.60%)
[2025-12-26T20:15:27.354767] [INFO ] [FORECASTER] Completed predict_future for AEHL
[2025-12-26T20:15:27.354895] [INFO ] [sig       ] AEHL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:27.496351] [INFO ] [LOCAL     ] Saved forecast: AEHL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AEHL.txt
[2025-12-26T20:15:27.496475] [INFO ] [sig       ] [66/3548] Completed AEHL in 0.3s | 2.84 sym/s | Total: 23.2s | ETA: 20.4m
[2025-12-26T20:15:27.496514] [INFO ] [sig       ] [67/3548] Forecasting AEI...
[2025-12-26T20:15:27.496542] [INFO ] [sig       ] Generating forecast for: AEI
[2025-12-26T20:15:27.496588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2025-12-26T20:15:27.508922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2025-12-26T20:15:27.509308] [INFO ] [FORECASTER] Starting predict_future for AEI
[2025-12-26T20:15:27.510124] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2025-12-26T20:15:27.510176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:27.510208] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:27.510235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:27.510292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:27.568013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:27.568671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:27.568752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:27.568785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:27.685029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:27.685186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:27.685229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:27.685257] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:27.688899] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: UP (p=81.45%)
[2025-12-26T20:15:27.689226] [INFO ] [FORECASTER] Completed predict_future for AEI
[2025-12-26T20:15:27.689371] [INFO ] [sig       ] AEI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:27.829982] [INFO ] [LOCAL     ] Saved forecast: AEI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AEI.txt
[2025-12-26T20:15:27.830120] [INFO ] [sig       ] [67/3548] Completed AEI in 0.3s | 2.84 sym/s | Total: 23.6s | ETA: 20.4m
[2025-12-26T20:15:27.830159] [INFO ] [sig       ] [68/3548] Forecasting AEIS...
[2025-12-26T20:15:27.830188] [INFO ] [sig       ] Generating forecast for: AEIS
[2025-12-26T20:15:27.830218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2025-12-26T20:15:27.850238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2025-12-26T20:15:27.850603] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2025-12-26T20:15:27.851384] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2025-12-26T20:15:27.851436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:27.851467] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:27.851493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:27.851551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:27.909555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:27.910260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:27.910342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:27.910374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:28.028990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:28.029138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:28.029180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:28.029209] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:28.032655] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: DOWN (p=3.33%)
[2025-12-26T20:15:28.032939] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2025-12-26T20:15:28.033070] [INFO ] [sig       ] AEIS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:28.173426] [INFO ] [LOCAL     ] Saved forecast: AEIS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AEIS.txt
[2025-12-26T20:15:28.173567] [INFO ] [sig       ] [68/3548] Completed AEIS in 0.3s | 2.84 sym/s | Total: 23.9s | ETA: 20.4m
[2025-12-26T20:15:28.173626] [INFO ] [sig       ] [69/3548] Forecasting AEM...
[2025-12-26T20:15:28.173655] [INFO ] [sig       ] Generating forecast for: AEM
[2025-12-26T20:15:28.173686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-12-26T20:15:28.185881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2025-12-26T20:15:28.186256] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-12-26T20:15:28.187070] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-12-26T20:15:28.187123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:28.187154] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:28.187181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:28.187239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:28.244507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:28.245532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:28.245634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:28.245668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:28.369028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:28.369190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:28.369233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:28.369261] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:28.372986] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: UP (p=61.28%)
[2025-12-26T20:15:28.373349] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-12-26T20:15:28.373496] [INFO ] [sig       ] AEM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:28.522326] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AEM.txt
[2025-12-26T20:15:28.522485] [INFO ] [sig       ] [69/3548] Completed AEM in 0.3s | 2.84 sym/s | Total: 24.3s | ETA: 20.4m
[2025-12-26T20:15:28.522524] [INFO ] [sig       ] [70/3548] Forecasting AEO...
[2025-12-26T20:15:28.522554] [INFO ] [sig       ] Generating forecast for: AEO
[2025-12-26T20:15:28.522608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-12-26T20:15:28.535131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2025-12-26T20:15:28.535529] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-12-26T20:15:28.536356] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-12-26T20:15:28.536409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:28.536439] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:28.536465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:28.536523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:28.595964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:28.597072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:28.597157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:28.597189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:28.721241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:28.721398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:28.721440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:28.721468] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:28.725037] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: DOWN (p=34.15%)
[2025-12-26T20:15:28.725361] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-12-26T20:15:28.725501] [INFO ] [sig       ] AEO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:28.870809] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AEO.txt
[2025-12-26T20:15:28.870990] [INFO ] [sig       ] [70/3548] Completed AEO in 0.3s | 2.84 sym/s | Total: 24.6s | ETA: 20.4m
[2025-12-26T20:15:28.871035] [INFO ] [sig       ] [71/3548] Forecasting AEP...
[2025-12-26T20:15:28.871066] [INFO ] [sig       ] Generating forecast for: AEP
[2025-12-26T20:15:28.871096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2025-12-26T20:15:28.883502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2025-12-26T20:15:28.883894] [INFO ] [FORECASTER] Starting predict_future for AEP
[2025-12-26T20:15:28.884718] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2025-12-26T20:15:28.884769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:28.884800] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:28.884827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:28.884885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:28.941627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:28.942493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:28.942638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:28.942674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:29.061874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:29.062028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:29.062070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:29.062099] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:29.065529] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: DOWN (p=30.17%)
[2025-12-26T20:15:29.065840] [INFO ] [FORECASTER] Completed predict_future for AEP
[2025-12-26T20:15:29.065970] [INFO ] [sig       ] AEP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:29.207661] [INFO ] [LOCAL     ] Saved forecast: AEP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AEP.txt
[2025-12-26T20:15:29.207787] [INFO ] [sig       ] [71/3548] Completed AEP in 0.3s | 2.84 sym/s | Total: 25.0s | ETA: 20.4m
[2025-12-26T20:15:29.207826] [INFO ] [sig       ] [72/3548] Forecasting AES...
[2025-12-26T20:15:29.207855] [INFO ] [sig       ] Generating forecast for: AES
[2025-12-26T20:15:29.207886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-12-26T20:15:29.220110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2025-12-26T20:15:29.220480] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-12-26T20:15:29.221322] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-12-26T20:15:29.221374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:29.221407] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:29.221433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:29.221491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:29.279304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:29.279989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:29.280068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:29.280100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:29.399011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:29.399164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:29.399207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:29.399236] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:29.402690] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: DOWN (p=40.67%)
[2025-12-26T20:15:29.402974] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-12-26T20:15:29.403104] [INFO ] [sig       ] AES: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:29.543788] [INFO ] [LOCAL     ] Saved forecast: AES	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AES.txt
[2025-12-26T20:15:29.543927] [INFO ] [sig       ] [72/3548] Completed AES in 0.3s | 2.85 sym/s | Total: 25.3s | ETA: 20.4m
[2025-12-26T20:15:29.543966] [INFO ] [sig       ] [73/3548] Forecasting AESI...
[2025-12-26T20:15:29.543994] [INFO ] [sig       ] Generating forecast for: AESI
[2025-12-26T20:15:29.544025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-12-26T20:15:29.557919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2025-12-26T20:15:29.558277] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-12-26T20:15:29.559119] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-12-26T20:15:29.559172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:29.559204] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:29.559232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:29.559291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:29.618718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:29.620140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:29.620229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:29.620262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:29.735025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:29.735195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:29.735239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:29.735270] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:29.738849] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: DOWN (p=44.88%)
[2025-12-26T20:15:29.739152] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-12-26T20:15:29.739290] [INFO ] [sig       ] AESI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:29.879589] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AESI.txt
[2025-12-26T20:15:29.879731] [INFO ] [sig       ] [73/3548] Completed AESI in 0.3s | 2.85 sym/s | Total: 25.6s | ETA: 20.3m
[2025-12-26T20:15:29.879770] [INFO ] [sig       ] [74/3548] Forecasting AEVA...
[2025-12-26T20:15:29.879798] [INFO ] [sig       ] Generating forecast for: AEVA
[2025-12-26T20:15:29.879829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2025-12-26T20:15:29.892362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2025-12-26T20:15:29.892758] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2025-12-26T20:15:29.893550] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2025-12-26T20:15:29.893621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:29.893653] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:29.893679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:29.893736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:29.951021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:29.951878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:29.951967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:29.952001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:30.074279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:30.074451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:30.074507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:30.074546] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:30.078037] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: DOWN (p=19.77%)
[2025-12-26T20:15:30.078340] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2025-12-26T20:15:30.078473] [INFO ] [sig       ] AEVA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:30.223809] [INFO ] [LOCAL     ] Saved forecast: AEVA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AEVA.txt
[2025-12-26T20:15:30.223974] [INFO ] [sig       ] [74/3548] Completed AEVA in 0.3s | 2.85 sym/s | Total: 26.0s | ETA: 20.3m
[2025-12-26T20:15:30.224016] [INFO ] [sig       ] [75/3548] Forecasting AEYE...
[2025-12-26T20:15:30.224045] [INFO ] [sig       ] Generating forecast for: AEYE
[2025-12-26T20:15:30.224077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2025-12-26T20:15:30.236447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2025-12-26T20:15:30.236841] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2025-12-26T20:15:30.237658] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2025-12-26T20:15:30.237711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:30.237743] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:30.237770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:30.237829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:30.294856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:30.295551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:30.295650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:30.295684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:30.415100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:30.415259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:30.415307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:30.415337] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:30.418966] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: DOWN (p=10.76%)
[2025-12-26T20:15:30.419250] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2025-12-26T20:15:30.419383] [INFO ] [sig       ] AEYE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:30.559929] [INFO ] [LOCAL     ] Saved forecast: AEYE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AEYE.txt
[2025-12-26T20:15:30.560065] [INFO ] [sig       ] [75/3548] Completed AEYE in 0.3s | 2.85 sym/s | Total: 26.3s | ETA: 20.3m
[2025-12-26T20:15:30.560105] [INFO ] [sig       ] [76/3548] Forecasting AFB...
[2025-12-26T20:15:30.560134] [INFO ] [sig       ] Generating forecast for: AFB
[2025-12-26T20:15:30.560182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-12-26T20:15:30.573032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2025-12-26T20:15:30.573386] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-12-26T20:15:30.574197] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-12-26T20:15:30.574249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:30.574280] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:30.574306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:30.574367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:30.631705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:30.632345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:30.632424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:30.632456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:30.754040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:30.754189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:30.754231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:30.754260] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:30.757711] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=92.01%)
[2025-12-26T20:15:30.757987] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-12-26T20:15:30.758116] [INFO ] [sig       ] AFB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:30.899514] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AFB.txt
[2025-12-26T20:15:30.899667] [INFO ] [sig       ] [76/3548] Completed AFB in 0.3s | 2.85 sym/s | Total: 26.6s | ETA: 20.3m
[2025-12-26T20:15:30.899708] [INFO ] [sig       ] [77/3548] Forecasting AFCG...
[2025-12-26T20:15:30.899737] [INFO ] [sig       ] Generating forecast for: AFCG
[2025-12-26T20:15:30.899767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2025-12-26T20:15:30.912218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2025-12-26T20:15:30.912616] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2025-12-26T20:15:30.913395] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2025-12-26T20:15:30.913447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:30.913491] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:30.913519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:30.913593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:30.971051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:30.971744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:30.971825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:30.971857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:31.090276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:31.090428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:31.090471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:31.090501] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:31.093970] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: DOWN (p=2.82%)
[2025-12-26T20:15:31.094242] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2025-12-26T20:15:31.094369] [INFO ] [sig       ] AFCG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:31.234790] [INFO ] [LOCAL     ] Saved forecast: AFCG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AFCG.txt
[2025-12-26T20:15:31.234920] [INFO ] [sig       ] [77/3548] Completed AFCG in 0.3s | 2.85 sym/s | Total: 27.0s | ETA: 20.3m
[2025-12-26T20:15:31.234959] [INFO ] [sig       ] [78/3548] Forecasting AFG...
[2025-12-26T20:15:31.234988] [INFO ] [sig       ] Generating forecast for: AFG
[2025-12-26T20:15:31.235019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-12-26T20:15:31.248247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2025-12-26T20:15:31.248606] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-12-26T20:15:31.249550] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-12-26T20:15:31.249636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:31.249724] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:31.249759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:31.249829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:31.306825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:31.307528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:31.307631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:31.307665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:31.427322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:31.427476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:31.427517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:31.427547] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:31.431056] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: DOWN (p=0.40%)
[2025-12-26T20:15:31.431331] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-12-26T20:15:31.431457] [INFO ] [sig       ] AFG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:31.582187] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AFG.txt
[2025-12-26T20:15:31.582392] [INFO ] [sig       ] [78/3548] Completed AFG in 0.3s | 2.85 sym/s | Total: 27.3s | ETA: 20.3m
[2025-12-26T20:15:31.582449] [INFO ] [sig       ] [79/3548] Forecasting AFGC...
[2025-12-26T20:15:31.582490] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-12-26T20:15:31.582535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-12-26T20:15:31.595763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFGC'.
[2025-12-26T20:15:31.596177] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-12-26T20:15:31.596997] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-12-26T20:15:31.597050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:31.597082] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:31.597108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:31.597166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:31.654045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:31.654962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:31.655049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:31.655083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:31.760550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:31.760731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:31.760776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:31.760804] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:31.764272] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: DOWN (p=39.59%)
[2025-12-26T20:15:31.764598] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-12-26T20:15:31.764737] [INFO ] [sig       ] AFGC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:31.911829] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AFGC.txt
[2025-12-26T20:15:31.911995] [INFO ] [sig       ] [79/3548] Completed AFGC in 0.3s | 2.86 sym/s | Total: 27.7s | ETA: 20.2m
[2025-12-26T20:15:31.912036] [INFO ] [sig       ] [80/3548] Forecasting AFL...
[2025-12-26T20:15:31.912066] [INFO ] [sig       ] Generating forecast for: AFL
[2025-12-26T20:15:31.912097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-12-26T20:15:31.925711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2025-12-26T20:15:31.926115] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-12-26T20:15:31.926952] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-12-26T20:15:31.927005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:31.927037] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:31.927064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:31.927121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:31.984567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:31.985567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:31.985690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:31.985721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:32.104799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:32.104956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:32.105023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:32.105053] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:32.108555] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: DOWN (p=11.03%)
[2025-12-26T20:15:32.108862] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-12-26T20:15:32.109014] [INFO ] [sig       ] AFL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:32.247904] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AFL.txt
[2025-12-26T20:15:32.248046] [INFO ] [sig       ] [80/3548] Completed AFL in 0.3s | 2.86 sym/s | Total: 28.0s | ETA: 20.2m
[2025-12-26T20:15:32.248091] [INFO ] [sig       ] [81/3548] Forecasting AFRI...
[2025-12-26T20:15:32.248120] [INFO ] [sig       ] Generating forecast for: AFRI
[2025-12-26T20:15:32.248152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2025-12-26T20:15:32.260126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRI'.
[2025-12-26T20:15:32.260423] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2025-12-26T20:15:32.261341] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2025-12-26T20:15:32.261393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:32.261424] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:32.261449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:32.261506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:32.317998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:32.318762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:32.318846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:32.318900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:32.415005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:32.415158] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-26T20:15:32.415202] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:32.415266] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:32.418717] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: UP (p=85.06%)
[2025-12-26T20:15:32.419013] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2025-12-26T20:15:32.419146] [INFO ] [sig       ] AFRI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:32.569674] [INFO ] [LOCAL     ] Saved forecast: AFRI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AFRI.txt
[2025-12-26T20:15:32.569838] [INFO ] [sig       ] [81/3548] Completed AFRI in 0.3s | 2.86 sym/s | Total: 28.3s | ETA: 20.2m
[2025-12-26T20:15:32.569879] [INFO ] [sig       ] [82/3548] Forecasting AFRM...
[2025-12-26T20:15:32.569908] [INFO ] [sig       ] Generating forecast for: AFRM
[2025-12-26T20:15:32.569941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2025-12-26T20:15:32.583288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2025-12-26T20:15:32.583726] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2025-12-26T20:15:32.584673] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2025-12-26T20:15:32.584726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:32.584759] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:32.584786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:32.584844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:32.647098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:32.647947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:32.648035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:32.648070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:32.771305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:32.771467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:32.771510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:32.771538] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:32.775031] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: UP (p=69.48%)
[2025-12-26T20:15:32.775310] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2025-12-26T20:15:32.775457] [INFO ] [sig       ] AFRM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:32.915134] [INFO ] [LOCAL     ] Saved forecast: AFRM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AFRM.txt
[2025-12-26T20:15:32.915263] [INFO ] [sig       ] [82/3548] Completed AFRM in 0.3s | 2.86 sym/s | Total: 28.7s | ETA: 20.2m
[2025-12-26T20:15:32.915302] [INFO ] [sig       ] [83/3548] Forecasting AFYA...
[2025-12-26T20:15:32.915330] [INFO ] [sig       ] Generating forecast for: AFYA
[2025-12-26T20:15:32.915361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2025-12-26T20:15:32.937942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2025-12-26T20:15:32.938369] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2025-12-26T20:15:32.939248] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2025-12-26T20:15:32.939302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:32.939336] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:32.939363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:32.939424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:33.001865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:33.002773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:33.002862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:33.002897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:33.139464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:33.139644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:33.139690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:33.139723] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:33.143279] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: UP (p=99.16%)
[2025-12-26T20:15:33.143620] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2025-12-26T20:15:33.143758] [INFO ] [sig       ] AFYA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:33.288559] [INFO ] [LOCAL     ] Saved forecast: AFYA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AFYA.txt
[2025-12-26T20:15:33.288711] [INFO ] [sig       ] [83/3548] Completed AFYA in 0.4s | 2.86 sym/s | Total: 29.0s | ETA: 20.2m
[2025-12-26T20:15:33.288750] [INFO ] [sig       ] [84/3548] Forecasting AG...
[2025-12-26T20:15:33.288780] [INFO ] [sig       ] Generating forecast for: AG
[2025-12-26T20:15:33.288813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-12-26T20:15:33.301121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2025-12-26T20:15:33.301484] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-12-26T20:15:33.302283] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-12-26T20:15:33.302335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:33.302365] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:33.302391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:33.302448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:33.359224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:33.359919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:33.359999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:33.360031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:33.478935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:33.479081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:33.479123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:33.479168] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:33.482546] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: DOWN (p=25.57%)
[2025-12-26T20:15:33.482840] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-12-26T20:15:33.482968] [INFO ] [sig       ] AG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:33.623887] [INFO ] [LOCAL     ] Saved forecast: AG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AG.txt
[2025-12-26T20:15:33.624008] [INFO ] [sig       ] [84/3548] Completed AG in 0.3s | 2.86 sym/s | Total: 29.4s | ETA: 20.2m
[2025-12-26T20:15:33.624049] [INFO ] [sig       ] [85/3548] Forecasting AGCO...
[2025-12-26T20:15:33.624079] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-12-26T20:15:33.624111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-12-26T20:15:33.636746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2025-12-26T20:15:33.637282] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-12-26T20:15:33.638102] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-12-26T20:15:33.638156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:33.638189] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:33.638216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:33.638275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:33.696563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:33.697201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:33.697282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:33.697315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:33.819791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:33.819968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:33.820016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:33.820240] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:33.824334] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: DOWN (p=4.28%)
[2025-12-26T20:15:33.824661] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-12-26T20:15:33.824810] [INFO ] [sig       ] AGCO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:33.983292] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AGCO.txt
[2025-12-26T20:15:33.983462] [INFO ] [sig       ] [85/3548] Completed AGCO in 0.4s | 2.86 sym/s | Total: 29.7s | ETA: 20.2m
[2025-12-26T20:15:33.983504] [INFO ] [sig       ] [86/3548] Forecasting AGD...
[2025-12-26T20:15:33.983534] [INFO ] [sig       ] Generating forecast for: AGD
[2025-12-26T20:15:33.983566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-12-26T20:15:34.234455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2025-12-26T20:15:34.234902] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-12-26T20:15:34.235771] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-12-26T20:15:34.235826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:34.235860] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:34.235890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:34.235950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:34.297708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:34.298611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:34.298698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:34.298751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:34.419056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:34.419209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:34.419255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:34.419283] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:34.422719] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: DOWN (p=39.13%)
[2025-12-26T20:15:34.422994] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-12-26T20:15:34.423125] [INFO ] [sig       ] AGD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:34.579245] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AGD.txt
[2025-12-26T20:15:34.579450] [INFO ] [sig       ] [86/3548] Completed AGD in 0.6s | 2.84 sym/s | Total: 30.3s | ETA: 20.3m
[2025-12-26T20:15:34.579495] [INFO ] [sig       ] [87/3548] Forecasting AGEN...
[2025-12-26T20:15:34.579525] [INFO ] [sig       ] Generating forecast for: AGEN
[2025-12-26T20:15:34.579555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2025-12-26T20:15:34.593266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2025-12-26T20:15:34.593654] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2025-12-26T20:15:34.594498] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2025-12-26T20:15:34.594551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:34.594601] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:34.594630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:34.594689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:34.653229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:34.654033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:34.654115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:34.654148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:34.778701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:34.778862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:34.778933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:34.778963] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:34.782632] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: UP (p=96.05%)
[2025-12-26T20:15:34.782926] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2025-12-26T20:15:34.783112] [INFO ] [sig       ] AGEN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:34.928320] [INFO ] [LOCAL     ] Saved forecast: AGEN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AGEN.txt
[2025-12-26T20:15:34.928450] [INFO ] [sig       ] [87/3548] Completed AGEN in 0.3s | 2.84 sym/s | Total: 30.7s | ETA: 20.3m
[2025-12-26T20:15:34.928487] [INFO ] [sig       ] [88/3548] Forecasting AGI...
[2025-12-26T20:15:34.928516] [INFO ] [sig       ] Generating forecast for: AGI
[2025-12-26T20:15:34.928546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-12-26T20:15:34.941317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2025-12-26T20:15:34.941709] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-12-26T20:15:34.942507] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-12-26T20:15:34.942560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:34.942615] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:34.942657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:34.942718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:35.003230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:35.004103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:35.004217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:35.004251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:35.122400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:35.122550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:35.122615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:35.122647] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:35.126082] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: DOWN (p=42.81%)
[2025-12-26T20:15:35.126356] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-12-26T20:15:35.126488] [INFO ] [sig       ] AGI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:35.271780] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AGI.txt
[2025-12-26T20:15:35.271922] [INFO ] [sig       ] [88/3548] Completed AGI in 0.3s | 2.84 sym/s | Total: 31.0s | ETA: 20.3m
[2025-12-26T20:15:35.271963] [INFO ] [sig       ] [89/3548] Forecasting AGIO...
[2025-12-26T20:15:35.272000] [INFO ] [sig       ] Generating forecast for: AGIO
[2025-12-26T20:15:35.272034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2025-12-26T20:15:35.285309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2025-12-26T20:15:35.285703] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2025-12-26T20:15:35.286531] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2025-12-26T20:15:35.286603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:35.286636] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:35.286663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:35.286725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:35.344359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:35.345112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:35.345205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:35.345239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:35.467543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:35.467704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:35.467747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:35.467776] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:35.471233] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: UP (p=80.22%)
[2025-12-26T20:15:35.471506] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2025-12-26T20:15:35.471657] [INFO ] [sig       ] AGIO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:35.612124] [INFO ] [LOCAL     ] Saved forecast: AGIO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AGIO.txt
[2025-12-26T20:15:35.612263] [INFO ] [sig       ] [89/3548] Completed AGIO in 0.3s | 2.84 sym/s | Total: 31.4s | ETA: 20.3m
[2025-12-26T20:15:35.612303] [INFO ] [sig       ] [90/3548] Forecasting AGM...
[2025-12-26T20:15:35.612332] [INFO ] [sig       ] Generating forecast for: AGM
[2025-12-26T20:15:35.612363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-12-26T20:15:35.624363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2025-12-26T20:15:35.624743] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-12-26T20:15:35.625540] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-12-26T20:15:35.625610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:35.625643] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:35.625670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:35.625728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:35.683156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:35.683966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:35.684048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:35.684081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:35.802663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:35.802818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:35.802864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:35.802905] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:35.806420] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: UP (p=70.43%)
[2025-12-26T20:15:35.806744] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-12-26T20:15:35.806886] [INFO ] [sig       ] AGM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:35.949169] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AGM.txt
[2025-12-26T20:15:35.949320] [INFO ] [sig       ] [90/3548] Completed AGM in 0.3s | 2.84 sym/s | Total: 31.7s | ETA: 20.3m
[2025-12-26T20:15:35.949360] [INFO ] [sig       ] [91/3548] Forecasting AGMH...
[2025-12-26T20:15:35.949388] [INFO ] [sig       ] Generating forecast for: AGMH
[2025-12-26T20:15:35.949418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2025-12-26T20:15:35.961516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2025-12-26T20:15:35.962120] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2025-12-26T20:15:35.963144] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2025-12-26T20:15:35.963197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:35.963229] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:35.963255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:35.963312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:36.021169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:36.022125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:36.022218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:36.022252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:36.142661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:36.142842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:36.142905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:36.142938] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:36.146814] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2025-12-26T20:15:36.147144] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2025-12-26T20:15:36.147290] [INFO ] [sig       ] AGMH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:36.300952] [INFO ] [LOCAL     ] Saved forecast: AGMH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AGMH.txt
[2025-12-26T20:15:36.301144] [INFO ] [sig       ] [91/3548] Completed AGMH in 0.4s | 2.84 sym/s | Total: 32.1s | ETA: 20.3m
[2025-12-26T20:15:36.301186] [INFO ] [sig       ] [92/3548] Forecasting AGNC...
[2025-12-26T20:15:36.301215] [INFO ] [sig       ] Generating forecast for: AGNC
[2025-12-26T20:15:36.301260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2025-12-26T20:15:36.314280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2025-12-26T20:15:36.314704] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2025-12-26T20:15:36.315507] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2025-12-26T20:15:36.315560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:36.315615] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:36.315644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:36.315702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:36.375538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:36.376425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:36.376510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:36.376543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:36.505714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:36.505873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:36.505919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:36.505947] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:36.509867] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: UP (p=50.00%)
[2025-12-26T20:15:36.510367] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2025-12-26T20:15:36.510516] [INFO ] [sig       ] AGNC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:36.659175] [INFO ] [LOCAL     ] Saved forecast: AGNC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AGNC.txt
[2025-12-26T20:15:36.659342] [INFO ] [sig       ] [92/3548] Completed AGNC in 0.4s | 2.84 sym/s | Total: 32.4s | ETA: 20.3m
[2025-12-26T20:15:36.659383] [INFO ] [sig       ] [93/3548] Forecasting AGNCL...
[2025-12-26T20:15:36.659414] [INFO ] [sig       ] Generating forecast for: AGNCL
[2025-12-26T20:15:36.659447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2025-12-26T20:15:36.671792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2025-12-26T20:15:36.672227] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2025-12-26T20:15:36.673105] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2025-12-26T20:15:36.673161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:36.673193] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:36.673220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:36.673278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:36.731765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:36.732637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:36.732723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:36.732758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:36.843893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:36.844058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:36.844109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:36.844141] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:36.847809] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: DOWN (p=31.45%)
[2025-12-26T20:15:36.848091] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2025-12-26T20:15:36.848228] [INFO ] [sig       ] AGNCL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:36.993046] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AGNCL.txt
[2025-12-26T20:15:36.993193] [INFO ] [sig       ] [93/3548] Completed AGNCL in 0.3s | 2.84 sym/s | Total: 32.7s | ETA: 20.3m
[2025-12-26T20:15:36.993232] [INFO ] [sig       ] [94/3548] Forecasting AGNCM...
[2025-12-26T20:15:36.993263] [INFO ] [sig       ] Generating forecast for: AGNCM
[2025-12-26T20:15:36.993300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2025-12-26T20:15:37.005543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2025-12-26T20:15:37.005971] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2025-12-26T20:15:37.006868] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2025-12-26T20:15:37.006924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:37.006958] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:37.006988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:37.007048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:37.068235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:37.069088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:37.069176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:37.069212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:37.177445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:37.177613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:37.177659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:37.177689] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:37.181121] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: UP (p=97.02%)
[2025-12-26T20:15:37.181397] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2025-12-26T20:15:37.181528] [INFO ] [sig       ] AGNCM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:37.328099] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AGNCM.txt
[2025-12-26T20:15:37.328247] [INFO ] [sig       ] [94/3548] Completed AGNCM in 0.3s | 2.84 sym/s | Total: 33.1s | ETA: 20.3m
[2025-12-26T20:15:37.328289] [INFO ] [sig       ] [95/3548] Forecasting AGNCN...
[2025-12-26T20:15:37.328321] [INFO ] [sig       ] Generating forecast for: AGNCN
[2025-12-26T20:15:37.328352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2025-12-26T20:15:37.340516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2025-12-26T20:15:37.340940] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2025-12-26T20:15:37.341820] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2025-12-26T20:15:37.341876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:37.341937] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:37.341980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:37.342051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:37.405706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:37.406480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:37.406569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:37.406634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:37.527246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:37.527397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:37.527438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:37.527468] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:37.531105] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: DOWN (p=16.84%)
[2025-12-26T20:15:37.531400] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2025-12-26T20:15:37.531538] [INFO ] [sig       ] AGNCN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:37.679208] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AGNCN.txt
[2025-12-26T20:15:37.679360] [INFO ] [sig       ] [95/3548] Completed AGNCN in 0.4s | 2.84 sym/s | Total: 33.4s | ETA: 20.3m
[2025-12-26T20:15:37.679403] [INFO ] [sig       ] [96/3548] Forecasting AGNCO...
[2025-12-26T20:15:37.679441] [INFO ] [sig       ] Generating forecast for: AGNCO
[2025-12-26T20:15:37.679483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2025-12-26T20:15:37.692155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2025-12-26T20:15:37.692519] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2025-12-26T20:15:37.693395] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2025-12-26T20:15:37.693453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:37.693487] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:37.693524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:37.693602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:37.755441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:37.756282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:37.756370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:37.756405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:37.872503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:37.872662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:37.872705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:37.872734] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:37.876171] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: DOWN (p=13.40%)
[2025-12-26T20:15:37.876446] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2025-12-26T20:15:37.876590] [INFO ] [sig       ] AGNCO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:38.026734] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AGNCO.txt
[2025-12-26T20:15:38.026903] [INFO ] [sig       ] [96/3548] Completed AGNCO in 0.3s | 2.84 sym/s | Total: 33.8s | ETA: 20.2m
[2025-12-26T20:15:38.026948] [INFO ] [sig       ] [97/3548] Forecasting AGNCP...
[2025-12-26T20:15:38.026978] [INFO ] [sig       ] Generating forecast for: AGNCP
[2025-12-26T20:15:38.027009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2025-12-26T20:15:38.039606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'.
[2025-12-26T20:15:38.040070] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2025-12-26T20:15:38.040990] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2025-12-26T20:15:38.041053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:38.041086] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:38.041113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:38.041171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:38.101290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:38.102256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:38.102371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:38.102423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:38.229695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:38.229847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:38.229889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:38.229918] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:38.233430] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: UP (p=64.46%)
[2025-12-26T20:15:38.233738] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2025-12-26T20:15:38.233876] [INFO ] [sig       ] AGNCP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:38.380856] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AGNCP.txt
[2025-12-26T20:15:38.381021] [INFO ] [sig       ] [97/3548] Completed AGNCP in 0.4s | 2.84 sym/s | Total: 34.1s | ETA: 20.2m
[2025-12-26T20:15:38.381063] [INFO ] [sig       ] [98/3548] Forecasting AGO...
[2025-12-26T20:15:38.381094] [INFO ] [sig       ] Generating forecast for: AGO
[2025-12-26T20:15:38.381127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-12-26T20:15:38.393917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2025-12-26T20:15:38.394319] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-12-26T20:15:38.395196] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-12-26T20:15:38.395251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:38.395285] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:38.395312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:38.395370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:38.454460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:38.455373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:38.455459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:38.455492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:38.572535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:38.572703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:38.572745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:38.572816] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:38.576507] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=21.26%)
[2025-12-26T20:15:38.576831] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-12-26T20:15:38.576971] [INFO ] [sig       ] AGO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:38.723751] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AGO.txt
[2025-12-26T20:15:38.723890] [INFO ] [sig       ] [98/3548] Completed AGO in 0.3s | 2.84 sym/s | Total: 34.5s | ETA: 20.2m
[2025-12-26T20:15:38.723930] [INFO ] [sig       ] [99/3548] Forecasting AGRO...
[2025-12-26T20:15:38.723960] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-12-26T20:15:38.723990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-12-26T20:15:38.736516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2025-12-26T20:15:38.736906] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-12-26T20:15:38.737761] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-12-26T20:15:38.737825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:38.737864] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:38.737896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:38.737973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:38.796714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:38.797606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:38.797688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:38.797721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:38.922423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:38.922600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:38.922645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:38.922674] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:38.926157] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: DOWN (p=45.26%)
[2025-12-26T20:15:38.926432] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-12-26T20:15:38.926564] [INFO ] [sig       ] AGRO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:39.072445] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AGRO.txt
[2025-12-26T20:15:39.072617] [INFO ] [sig       ] [99/3548] Completed AGRO in 0.3s | 2.84 sym/s | Total: 34.8s | ETA: 20.2m
[2025-12-26T20:15:39.072659] [INFO ] [sig       ] [100/3548] Forecasting AGX...
[2025-12-26T20:15:39.072690] [INFO ] [sig       ] Generating forecast for: AGX
[2025-12-26T20:15:39.072720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-12-26T20:15:39.085139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2025-12-26T20:15:39.085533] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-12-26T20:15:39.086503] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-12-26T20:15:39.086560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:39.086613] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:39.086641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:39.086700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:39.144312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:39.145165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:39.145251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:39.145283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:39.265102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:39.265260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:39.265304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:39.265334] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:39.269323] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=90.93%)
[2025-12-26T20:15:39.269647] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-12-26T20:15:39.269793] [INFO ] [sig       ] AGX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:39.423257] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AGX.txt
[2025-12-26T20:15:39.423423] [INFO ] [sig       ] [100/3548] Completed AGX in 0.4s | 2.84 sym/s | Total: 35.2s | ETA: 20.2m
[2025-12-26T20:15:39.423464] [INFO ] [sig       ] [101/3548] Forecasting AGYS...
[2025-12-26T20:15:39.423494] [INFO ] [sig       ] Generating forecast for: AGYS
[2025-12-26T20:15:39.423526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2025-12-26T20:15:39.436803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2025-12-26T20:15:39.437231] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2025-12-26T20:15:39.438140] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2025-12-26T20:15:39.438209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:39.438242] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:39.438269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:39.438328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:39.497724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:39.498646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:39.498732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:39.498765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:39.621143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:39.621299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:39.621340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:39.621369] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:39.625349] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: DOWN (p=8.89%)
[2025-12-26T20:15:39.625735] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2025-12-26T20:15:39.625885] [INFO ] [sig       ] AGYS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:39.774998] [INFO ] [LOCAL     ] Saved forecast: AGYS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AGYS.txt
[2025-12-26T20:15:39.775154] [INFO ] [sig       ] [101/3548] Completed AGYS in 0.4s | 2.84 sym/s | Total: 35.5s | ETA: 20.2m
[2025-12-26T20:15:39.775195] [INFO ] [sig       ] [102/3548] Forecasting AGZD...
[2025-12-26T20:15:39.775226] [INFO ] [sig       ] Generating forecast for: AGZD
[2025-12-26T20:15:39.775256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2025-12-26T20:15:39.788295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2025-12-26T20:15:39.788677] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2025-12-26T20:15:39.789718] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2025-12-26T20:15:39.789770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:39.789802] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:39.789828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:39.789885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:39.850616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:39.851390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:39.851474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:39.851508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:39.963263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:39.963417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:39.963462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:39.963492] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:39.967009] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: UP (p=55.44%)
[2025-12-26T20:15:39.967299] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2025-12-26T20:15:39.967435] [INFO ] [sig       ] AGZD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:40.109384] [INFO ] [LOCAL     ] Saved forecast: AGZD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AGZD.txt
[2025-12-26T20:15:40.109540] [INFO ] [sig       ] [102/3548] Completed AGZD in 0.3s | 2.84 sym/s | Total: 35.9s | ETA: 20.2m
[2025-12-26T20:15:40.109599] [INFO ] [sig       ] [103/3548] Forecasting AHCO...
[2025-12-26T20:15:40.109630] [INFO ] [sig       ] Generating forecast for: AHCO
[2025-12-26T20:15:40.109663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2025-12-26T20:15:40.122153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2025-12-26T20:15:40.122511] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2025-12-26T20:15:40.123325] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2025-12-26T20:15:40.123377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:40.123408] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:40.123436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:40.123493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:40.180650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:40.181308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:40.181389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:40.181421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:40.298837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:40.298993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:40.299037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:40.299066] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:40.302480] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: UP (p=89.61%)
[2025-12-26T20:15:40.302772] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2025-12-26T20:15:40.302901] [INFO ] [sig       ] AHCO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:40.444425] [INFO ] [LOCAL     ] Saved forecast: AHCO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AHCO.txt
[2025-12-26T20:15:40.444564] [INFO ] [sig       ] [103/3548] Completed AHCO in 0.3s | 2.85 sym/s | Total: 36.2s | ETA: 20.2m
[2025-12-26T20:15:40.444621] [INFO ] [sig       ] [104/3548] Forecasting AHH...
[2025-12-26T20:15:40.444651] [INFO ] [sig       ] Generating forecast for: AHH
[2025-12-26T20:15:40.444681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-12-26T20:15:40.456235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2025-12-26T20:15:40.456617] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-12-26T20:15:40.457390] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-12-26T20:15:40.457442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:40.457473] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:40.457500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:40.457558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:40.514528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:40.515289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:40.515370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:40.515402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:40.637622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:40.637775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:40.637818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:40.637845] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:40.644780] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-12-26T20:15:40.645091] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-12-26T20:15:40.645222] [INFO ] [sig       ] AHH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:40.787850] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AHH.txt
[2025-12-26T20:15:40.788010] [INFO ] [sig       ] [104/3548] Completed AHH in 0.3s | 2.85 sym/s | Total: 36.5s | ETA: 20.2m
[2025-12-26T20:15:40.788049] [INFO ] [sig       ] [105/3548] Forecasting AI...
[2025-12-26T20:15:40.788079] [INFO ] [sig       ] Generating forecast for: AI
[2025-12-26T20:15:40.788110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-12-26T20:15:40.801332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2025-12-26T20:15:40.801737] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-12-26T20:15:40.802515] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-12-26T20:15:40.802591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:40.802626] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:40.802667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:40.802727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:40.861840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:40.862824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:40.862935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:40.862968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:40.989545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:40.989719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:40.989765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:40.989795] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:40.993367] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: UP (p=79.53%)
[2025-12-26T20:15:40.993682] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-12-26T20:15:40.993821] [INFO ] [sig       ] AI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:41.140715] [INFO ] [LOCAL     ] Saved forecast: AI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AI.txt
[2025-12-26T20:15:41.140864] [INFO ] [sig       ] [105/3548] Completed AI in 0.4s | 2.85 sym/s | Total: 36.9s | ETA: 20.2m
[2025-12-26T20:15:41.140905] [INFO ] [sig       ] [106/3548] Forecasting AIA...
[2025-12-26T20:15:41.140934] [INFO ] [sig       ] Generating forecast for: AIA
[2025-12-26T20:15:41.140965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2025-12-26T20:15:41.153910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2025-12-26T20:15:41.154292] [INFO ] [FORECASTER] Starting predict_future for AIA
[2025-12-26T20:15:41.155099] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2025-12-26T20:15:41.155151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:41.155182] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:41.155208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:41.155267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:41.213753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:41.214621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:41.214705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:41.214736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:41.344789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:41.344942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:41.345008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:41.345041] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:41.348639] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: DOWN (p=35.09%)
[2025-12-26T20:15:41.348991] [INFO ] [FORECASTER] Completed predict_future for AIA
[2025-12-26T20:15:41.349132] [INFO ] [sig       ] AIA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:41.494736] [INFO ] [LOCAL     ] Saved forecast: AIA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AIA.txt
[2025-12-26T20:15:41.494888] [INFO ] [sig       ] [106/3548] Completed AIA in 0.4s | 2.85 sym/s | Total: 37.2s | ETA: 20.2m
[2025-12-26T20:15:41.494927] [INFO ] [sig       ] [107/3548] Forecasting AIFF...
[2025-12-26T20:15:41.494957] [INFO ] [sig       ] Generating forecast for: AIFF
[2025-12-26T20:15:41.494988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'.
[2025-12-26T20:15:41.506888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIFF'.
[2025-12-26T20:15:41.507270] [INFO ] [FORECASTER] Starting predict_future for AIFF
[2025-12-26T20:15:41.508235] [DEBUG] [LOCAL     ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt
[2025-12-26T20:15:41.508287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:41.508318] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:41.508345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:41.508404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:41.566592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:41.567405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:41.567490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:41.567523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:41.686510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:41.686690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:41.686733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:41.686762] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:41.690293] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: UP (p=90.93%)
[2025-12-26T20:15:41.690568] [INFO ] [FORECASTER] Completed predict_future for AIFF
[2025-12-26T20:15:41.690719] [INFO ] [sig       ] AIFF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:41.832352] [INFO ] [LOCAL     ] Saved forecast: AIFF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AIFF.txt
[2025-12-26T20:15:41.832495] [INFO ] [sig       ] [107/3548] Completed AIFF in 0.3s | 2.85 sym/s | Total: 37.6s | ETA: 20.1m
[2025-12-26T20:15:41.832535] [INFO ] [sig       ] [108/3548] Forecasting AIG...
[2025-12-26T20:15:41.832564] [INFO ] [sig       ] Generating forecast for: AIG
[2025-12-26T20:15:41.832615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-12-26T20:15:41.846055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIG'.
[2025-12-26T20:15:41.846447] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-12-26T20:15:41.847336] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-12-26T20:15:41.847390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:41.847422] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:41.847449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:41.847508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:41.907944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:41.908751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:41.908839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:41.908894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:42.033664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:42.033820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:42.033878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:42.033911] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:42.037997] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: DOWN (p=2.69%)
[2025-12-26T20:15:42.038285] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-12-26T20:15:42.038420] [INFO ] [sig       ] AIG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:42.182256] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AIG.txt
[2025-12-26T20:15:42.182451] [INFO ] [sig       ] [108/3548] Completed AIG in 0.3s | 2.85 sym/s | Total: 37.9s | ETA: 20.1m
[2025-12-26T20:15:42.182493] [INFO ] [sig       ] [109/3548] Forecasting AIMD...
[2025-12-26T20:15:42.182523] [INFO ] [sig       ] Generating forecast for: AIMD
[2025-12-26T20:15:42.182556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2025-12-26T20:15:42.195087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2025-12-26T20:15:42.195474] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2025-12-26T20:15:42.196353] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2025-12-26T20:15:42.196409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:42.196442] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:42.196469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:42.196527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:42.257804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:42.258654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:42.258737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:42.258770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:42.375063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:42.375216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:42.375262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:42.375291] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:42.378716] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: UP (p=56.03%)
[2025-12-26T20:15:42.379019] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2025-12-26T20:15:42.379152] [INFO ] [sig       ] AIMD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:42.518102] [INFO ] [LOCAL     ] Saved forecast: AIMD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AIMD.txt
[2025-12-26T20:15:42.518235] [INFO ] [sig       ] [109/3548] Completed AIMD in 0.3s | 2.85 sym/s | Total: 38.3s | ETA: 20.1m
[2025-12-26T20:15:42.518274] [INFO ] [sig       ] [110/3548] Forecasting AIO...
[2025-12-26T20:15:42.518303] [INFO ] [sig       ] Generating forecast for: AIO
[2025-12-26T20:15:42.518335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-12-26T20:15:42.530723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2025-12-26T20:15:42.531088] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-12-26T20:15:42.531883] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-12-26T20:15:42.531940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:42.531970] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:42.531997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:42.532057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:42.588941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:42.589651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:42.589730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:42.589762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:42.707954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:42.708110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:42.708154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:42.708183] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:42.711609] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: DOWN (p=48.95%)
[2025-12-26T20:15:42.711886] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-12-26T20:15:42.712014] [INFO ] [sig       ] AIO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:42.854010] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AIO.txt
[2025-12-26T20:15:42.854148] [INFO ] [sig       ] [110/3548] Completed AIO in 0.3s | 2.85 sym/s | Total: 38.6s | ETA: 20.1m
[2025-12-26T20:15:42.854186] [INFO ] [sig       ] [111/3548] Forecasting AIP...
[2025-12-26T20:15:42.854215] [INFO ] [sig       ] Generating forecast for: AIP
[2025-12-26T20:15:42.854246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2025-12-26T20:15:42.866638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2025-12-26T20:15:42.867006] [INFO ] [FORECASTER] Starting predict_future for AIP
[2025-12-26T20:15:42.867818] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2025-12-26T20:15:42.867871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:42.867909] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:42.867937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:42.867996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:42.924486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:42.925161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:42.925242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:42.925275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:43.062744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:43.062899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:43.062940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:43.062970] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:43.066408] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: DOWN (p=20.07%)
[2025-12-26T20:15:43.066712] [INFO ] [FORECASTER] Completed predict_future for AIP
[2025-12-26T20:15:43.066844] [INFO ] [sig       ] AIP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:43.212982] [INFO ] [LOCAL     ] Saved forecast: AIP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AIP.txt
[2025-12-26T20:15:43.213138] [INFO ] [sig       ] [111/3548] Completed AIP in 0.4s | 2.85 sym/s | Total: 39.0s | ETA: 20.1m
[2025-12-26T20:15:43.213178] [INFO ] [sig       ] [112/3548] Forecasting AIPI...
[2025-12-26T20:15:43.213207] [INFO ] [sig       ] Generating forecast for: AIPI
[2025-12-26T20:15:43.213238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2025-12-26T20:15:43.225262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2025-12-26T20:15:43.225637] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2025-12-26T20:15:43.226419] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2025-12-26T20:15:43.226472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:43.226554] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:43.226600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:43.226660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:43.283516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:43.284175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:43.284253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:43.284285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:43.404270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:43.404422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:43.404464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:43.404493] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:43.407909] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: UP (p=53.76%)
[2025-12-26T20:15:43.408181] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2025-12-26T20:15:43.408309] [INFO ] [sig       ] AIPI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:43.549247] [INFO ] [LOCAL     ] Saved forecast: AIPI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AIPI.txt
[2025-12-26T20:15:43.549394] [INFO ] [sig       ] [112/3548] Completed AIPI in 0.3s | 2.85 sym/s | Total: 39.3s | ETA: 20.1m
[2025-12-26T20:15:43.549434] [INFO ] [sig       ] [113/3548] Forecasting AIQ...
[2025-12-26T20:15:43.549462] [INFO ] [sig       ] Generating forecast for: AIQ
[2025-12-26T20:15:43.549493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2025-12-26T20:15:43.561628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2025-12-26T20:15:43.561999] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2025-12-26T20:15:43.562826] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2025-12-26T20:15:43.562879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:43.562910] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:43.562936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:43.562994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:43.625304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:43.626192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:43.626278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:43.626312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:43.745116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:43.745260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:43.745308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:43.745339] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:43.749209] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: DOWN (p=18.40%)
[2025-12-26T20:15:43.749522] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2025-12-26T20:15:43.749684] [INFO ] [sig       ] AIQ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:43.896783] [INFO ] [LOCAL     ] Saved forecast: AIQ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AIQ.txt
[2025-12-26T20:15:43.896927] [INFO ] [sig       ] [113/3548] Completed AIQ in 0.3s | 2.85 sym/s | Total: 39.6s | ETA: 20.1m
[2025-12-26T20:15:43.896967] [INFO ] [sig       ] [114/3548] Forecasting AIRG...
[2025-12-26T20:15:43.896997] [INFO ] [sig       ] Generating forecast for: AIRG
[2025-12-26T20:15:43.897028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2025-12-26T20:15:43.909862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2025-12-26T20:15:43.910312] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2025-12-26T20:15:43.911206] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2025-12-26T20:15:43.911262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:43.911297] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:43.911325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:43.911386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:43.970311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:43.971243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:43.971335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:43.971369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:44.081544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:44.081730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:44.081773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:44.081802] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:44.085395] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: UP (p=91.27%)
[2025-12-26T20:15:44.085741] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2025-12-26T20:15:44.085885] [INFO ] [sig       ] AIRG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:44.232941] [INFO ] [LOCAL     ] Saved forecast: AIRG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AIRG.txt
[2025-12-26T20:15:44.233113] [INFO ] [sig       ] [114/3548] Completed AIRG in 0.3s | 2.85 sym/s | Total: 40.0s | ETA: 20.1m
[2025-12-26T20:15:44.233155] [INFO ] [sig       ] [115/3548] Forecasting AIRJ...
[2025-12-26T20:15:44.233183] [INFO ] [sig       ] Generating forecast for: AIRJ
[2025-12-26T20:15:44.233216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2025-12-26T20:15:44.246618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2025-12-26T20:15:44.247044] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2025-12-26T20:15:44.248449] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2025-12-26T20:15:44.248506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:44.248539] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:44.248565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:44.248656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:44.308519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:44.309467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:44.309556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:44.309610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:44.438734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:44.438920] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-26T20:15:44.438981] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:44.439055] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:44.443654] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: DOWN (p=2.30%)
[2025-12-26T20:15:44.443929] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2025-12-26T20:15:44.444059] [INFO ] [sig       ] AIRJ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:44.586369] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AIRJ.txt
[2025-12-26T20:15:44.586493] [INFO ] [sig       ] [115/3548] Completed AIRJ in 0.4s | 2.85 sym/s | Total: 40.3s | ETA: 20.1m
[2025-12-26T20:15:44.586531] [INFO ] [sig       ] [116/3548] Forecasting AIRS...
[2025-12-26T20:15:44.586566] [INFO ] [sig       ] Generating forecast for: AIRS
[2025-12-26T20:15:44.586617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2025-12-26T20:15:44.599622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2025-12-26T20:15:44.599994] [INFO ] [FORECASTER] Starting predict_future for AIRS
[2025-12-26T20:15:44.600855] [DEBUG] [LOCAL     ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt
[2025-12-26T20:15:44.600910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:44.600942] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:44.600969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:44.601027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:44.660278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:44.660951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:44.661030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:44.661062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:44.784947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:44.785092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:44.785133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:44.785162] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:44.789020] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: DOWN (p=15.44%)
[2025-12-26T20:15:44.789295] [INFO ] [FORECASTER] Completed predict_future for AIRS
[2025-12-26T20:15:44.789424] [INFO ] [sig       ] AIRS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:44.931105] [INFO ] [LOCAL     ] Saved forecast: AIRS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AIRS.txt
[2025-12-26T20:15:44.931234] [INFO ] [sig       ] [116/3548] Completed AIRS in 0.3s | 2.85 sym/s | Total: 40.7s | ETA: 20.1m
[2025-12-26T20:15:44.931271] [INFO ] [sig       ] [117/3548] Forecasting AISP...
[2025-12-26T20:15:44.931300] [INFO ] [sig       ] Generating forecast for: AISP
[2025-12-26T20:15:44.931329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2025-12-26T20:15:44.943380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2025-12-26T20:15:44.943758] [INFO ] [FORECASTER] Starting predict_future for AISP
[2025-12-26T20:15:44.944563] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2025-12-26T20:15:44.944643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:44.944677] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:44.944705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:44.944765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:45.002115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:45.002804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:45.002885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:45.002918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:45.124587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:45.124731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:45.124771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:45.124801] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:45.128254] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: UP (p=78.06%)
[2025-12-26T20:15:45.128527] [INFO ] [FORECASTER] Completed predict_future for AISP
[2025-12-26T20:15:45.128674] [INFO ] [sig       ] AISP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:45.283663] [INFO ] [LOCAL     ] Saved forecast: AISP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AISP.txt
[2025-12-26T20:15:45.283820] [INFO ] [sig       ] [117/3548] Completed AISP in 0.4s | 2.85 sym/s | Total: 41.0s | ETA: 20.1m
[2025-12-26T20:15:45.283861] [INFO ] [sig       ] [118/3548] Forecasting AIZN...
[2025-12-26T20:15:45.283892] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-12-26T20:15:45.283923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-12-26T20:15:45.296394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2025-12-26T20:15:45.296837] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-12-26T20:15:45.297695] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-12-26T20:15:45.297749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:45.297782] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:45.297808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:45.297870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:45.355806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:45.356719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:45.356804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:45.356837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:45.464502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:45.464671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:45.464716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:45.464745] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:45.468206] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: DOWN (p=43.33%)
[2025-12-26T20:15:45.468483] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-12-26T20:15:45.468631] [INFO ] [sig       ] AIZN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:45.611425] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AIZN.txt
[2025-12-26T20:15:45.611594] [INFO ] [sig       ] [118/3548] Completed AIZN in 0.3s | 2.85 sym/s | Total: 41.4s | ETA: 20.0m
[2025-12-26T20:15:45.611636] [INFO ] [sig       ] [119/3548] Forecasting AJG...
[2025-12-26T20:15:45.611666] [INFO ] [sig       ] Generating forecast for: AJG
[2025-12-26T20:15:45.611697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-12-26T20:15:45.624142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2025-12-26T20:15:45.624547] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-12-26T20:15:45.625359] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-12-26T20:15:45.625411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:45.625442] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:45.625468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:45.625525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:45.684729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:45.685620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:45.685705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:45.685739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:45.814898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:45.815059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:45.815293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:45.815339] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:45.819477] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: DOWN (p=11.19%)
[2025-12-26T20:15:45.819797] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-12-26T20:15:45.819937] [INFO ] [sig       ] AJG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:45.965901] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AJG.txt
[2025-12-26T20:15:45.966081] [INFO ] [sig       ] [119/3548] Completed AJG in 0.4s | 2.85 sym/s | Total: 41.7s | ETA: 20.0m
[2025-12-26T20:15:45.966124] [INFO ] [sig       ] [120/3548] Forecasting AKAM...
[2025-12-26T20:15:45.966153] [INFO ] [sig       ] Generating forecast for: AKAM
[2025-12-26T20:15:45.966183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2025-12-26T20:15:45.979141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKAM'.
[2025-12-26T20:15:45.979534] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2025-12-26T20:15:45.980374] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2025-12-26T20:15:45.980425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:45.980457] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:45.980484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:45.980542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:46.036947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:46.037735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:46.037817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:46.037849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:46.155191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:46.155334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:46.155375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:46.155404] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:46.158818] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: DOWN (p=27.92%)
[2025-12-26T20:15:46.159189] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2025-12-26T20:15:46.159367] [INFO ] [sig       ] AKAM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:46.319454] [INFO ] [LOCAL     ] Saved forecast: AKAM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AKAM.txt
[2025-12-26T20:15:46.319630] [INFO ] [sig       ] [120/3548] Completed AKAM in 0.4s | 2.85 sym/s | Total: 42.1s | ETA: 20.0m
[2025-12-26T20:15:46.319672] [INFO ] [sig       ] [121/3548] Forecasting AKBA...
[2025-12-26T20:15:46.319702] [INFO ] [sig       ] Generating forecast for: AKBA
[2025-12-26T20:15:46.319734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2025-12-26T20:15:46.331946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2025-12-26T20:15:46.332329] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2025-12-26T20:15:46.333161] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2025-12-26T20:15:46.333214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:46.333246] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:46.333273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:46.333332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:46.390513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:46.391402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:46.391504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:46.391538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:46.519542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:46.519715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:46.519761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:46.519789] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:46.523714] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: DOWN (p=11.78%)
[2025-12-26T20:15:46.524008] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2025-12-26T20:15:46.524144] [INFO ] [sig       ] AKBA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:46.671055] [INFO ] [LOCAL     ] Saved forecast: AKBA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AKBA.txt
[2025-12-26T20:15:46.671215] [INFO ] [sig       ] [121/3548] Completed AKBA in 0.4s | 2.85 sym/s | Total: 42.4s | ETA: 20.0m
[2025-12-26T20:15:46.671256] [INFO ] [sig       ] [122/3548] Forecasting AL...
[2025-12-26T20:15:46.671287] [INFO ] [sig       ] Generating forecast for: AL
[2025-12-26T20:15:46.671318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-12-26T20:15:46.684152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2025-12-26T20:15:46.684532] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-12-26T20:15:46.685337] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-12-26T20:15:46.685390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:46.685422] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:46.685450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:46.685509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:46.743458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:46.744179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:46.744291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:46.744324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:46.866410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:46.866561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:46.866622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:46.866651] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:46.870144] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: DOWN (p=22.78%)
[2025-12-26T20:15:46.870426] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-12-26T20:15:46.870559] [INFO ] [sig       ] AL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:47.010935] [INFO ] [LOCAL     ] Saved forecast: AL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AL.txt
[2025-12-26T20:15:47.011093] [INFO ] [sig       ] [122/3548] Completed AL in 0.3s | 2.85 sym/s | Total: 42.8s | ETA: 20.0m
[2025-12-26T20:15:47.011139] [INFO ] [sig       ] [123/3548] Forecasting ALAB...
[2025-12-26T20:15:47.011174] [INFO ] [sig       ] Generating forecast for: ALAB
[2025-12-26T20:15:47.011207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2025-12-26T20:15:47.023648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2025-12-26T20:15:47.024026] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2025-12-26T20:15:47.024887] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2025-12-26T20:15:47.024941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:47.024975] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:47.025014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:47.025076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:47.083148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:47.084015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:47.084101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:47.084134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:47.207338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:47.207490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:47.207537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:47.207566] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:47.211151] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: DOWN (p=13.94%)
[2025-12-26T20:15:47.211430] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2025-12-26T20:15:47.211562] [INFO ] [sig       ] ALAB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:47.355163] [INFO ] [LOCAL     ] Saved forecast: ALAB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ALAB.txt
[2025-12-26T20:15:47.355351] [INFO ] [sig       ] [123/3548] Completed ALAB in 0.3s | 2.85 sym/s | Total: 43.1s | ETA: 20.0m
[2025-12-26T20:15:47.355393] [INFO ] [sig       ] [124/3548] Forecasting ALB...
[2025-12-26T20:15:47.355425] [INFO ] [sig       ] Generating forecast for: ALB
[2025-12-26T20:15:47.355456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-12-26T20:15:47.369065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2025-12-26T20:15:47.369459] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-12-26T20:15:47.370334] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-12-26T20:15:47.370387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:47.370418] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:47.370445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:47.370504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:47.439999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:47.441038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:47.441126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:47.441160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:47.574655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:47.574815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:47.574860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:47.574889] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:47.578641] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: UP (p=77.99%)
[2025-12-26T20:15:47.578998] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-12-26T20:15:47.579163] [INFO ] [sig       ] ALB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:47.724799] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ALB.txt
[2025-12-26T20:15:47.724935] [INFO ] [sig       ] [124/3548] Completed ALB in 0.4s | 2.85 sym/s | Total: 43.5s | ETA: 20.0m
[2025-12-26T20:15:47.724975] [INFO ] [sig       ] [125/3548] Forecasting ALC...
[2025-12-26T20:15:47.725005] [INFO ] [sig       ] Generating forecast for: ALC
[2025-12-26T20:15:47.725035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-12-26T20:15:47.736798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2025-12-26T20:15:47.737181] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-12-26T20:15:47.737999] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-12-26T20:15:47.738051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:47.738081] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:47.738108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:47.738165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:47.798415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:47.799353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:47.799437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:47.799469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:47.918348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:47.918501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:47.918542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:47.918588] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:47.922004] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: UP (p=52.36%)
[2025-12-26T20:15:47.922281] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-12-26T20:15:47.922408] [INFO ] [sig       ] ALC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:48.063738] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ALC.txt
[2025-12-26T20:15:48.063940] [INFO ] [sig       ] [125/3548] Completed ALC in 0.3s | 2.85 sym/s | Total: 43.8s | ETA: 20.0m
[2025-12-26T20:15:48.063986] [INFO ] [sig       ] [126/3548] Forecasting ALCO...
[2025-12-26T20:15:48.064027] [INFO ] [sig       ] Generating forecast for: ALCO
[2025-12-26T20:15:48.064061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2025-12-26T20:15:48.076878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2025-12-26T20:15:48.077301] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2025-12-26T20:15:48.078228] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2025-12-26T20:15:48.078290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:48.078335] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:48.078369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:48.078429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:48.135624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:48.136421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:48.136525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:48.136559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:48.269449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:48.269622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:48.269666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:48.269696] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:48.273391] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: UP (p=79.19%)
[2025-12-26T20:15:48.273719] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2025-12-26T20:15:48.273855] [INFO ] [sig       ] ALCO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:48.423831] [INFO ] [LOCAL     ] Saved forecast: ALCO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ALCO.txt
[2025-12-26T20:15:48.423984] [INFO ] [sig       ] [126/3548] Completed ALCO in 0.4s | 2.85 sym/s | Total: 44.2s | ETA: 20.0m
[2025-12-26T20:15:48.424050] [INFO ] [sig       ] [127/3548] Forecasting ALDX...
[2025-12-26T20:15:48.424092] [INFO ] [sig       ] Generating forecast for: ALDX
[2025-12-26T20:15:48.424138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2025-12-26T20:15:48.436310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2025-12-26T20:15:48.436703] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2025-12-26T20:15:48.437543] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2025-12-26T20:15:48.437617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:48.437651] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:48.437679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:48.437739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:48.503568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:48.504454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:48.504539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:48.504590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:48.635640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:48.635798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:48.635843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:48.635874] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:48.639697] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: DOWN (p=23.17%)
[2025-12-26T20:15:48.640132] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2025-12-26T20:15:48.640318] [INFO ] [sig       ] ALDX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:48.790143] [INFO ] [LOCAL     ] Saved forecast: ALDX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ALDX.txt
[2025-12-26T20:15:48.790291] [INFO ] [sig       ] [127/3548] Completed ALDX in 0.4s | 2.85 sym/s | Total: 44.5s | ETA: 20.0m
[2025-12-26T20:15:48.790331] [INFO ] [sig       ] [128/3548] Forecasting ALEX...
[2025-12-26T20:15:48.790361] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-12-26T20:15:48.790392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-12-26T20:15:48.802685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2025-12-26T20:15:48.803042] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-12-26T20:15:48.803836] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-12-26T20:15:48.803888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:48.803920] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:48.803947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:48.804005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:48.860116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:48.860788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:48.860868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:48.860900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:48.984771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:48.984923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:48.984965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:48.984995] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:48.988370] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: UP (p=67.62%)
[2025-12-26T20:15:48.988662] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-12-26T20:15:48.988792] [INFO ] [sig       ] ALEX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:49.137795] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ALEX.txt
[2025-12-26T20:15:49.137964] [INFO ] [sig       ] [128/3548] Completed ALEX in 0.3s | 2.85 sym/s | Total: 44.9s | ETA: 20.0m
[2025-12-26T20:15:49.138005] [INFO ] [sig       ] [129/3548] Forecasting ALG...
[2025-12-26T20:15:49.138034] [INFO ] [sig       ] Generating forecast for: ALG
[2025-12-26T20:15:49.138065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-12-26T20:15:49.150412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2025-12-26T20:15:49.150832] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-12-26T20:15:49.151629] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-12-26T20:15:49.151682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:49.151757] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:49.151786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:49.151845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:49.208821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:49.209718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:49.209804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:49.209837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:49.334768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:49.334945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:49.334994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:49.335025] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:49.338564] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: UP (p=96.55%)
[2025-12-26T20:15:49.338893] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-12-26T20:15:49.339036] [INFO ] [sig       ] ALG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:49.482980] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ALG.txt
[2025-12-26T20:15:49.483142] [INFO ] [sig       ] [129/3548] Completed ALG in 0.3s | 2.85 sym/s | Total: 45.2s | ETA: 20.0m
[2025-12-26T20:15:49.483181] [INFO ] [sig       ] [130/3548] Forecasting ALGM...
[2025-12-26T20:15:49.483211] [INFO ] [sig       ] Generating forecast for: ALGM
[2025-12-26T20:15:49.483242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2025-12-26T20:15:49.496043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2025-12-26T20:15:49.496440] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2025-12-26T20:15:49.497248] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2025-12-26T20:15:49.497301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:49.497332] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:49.497359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:49.497417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:49.554189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:49.555056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:49.555139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:49.555171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:49.677469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:49.677637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:49.677683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:49.677712] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:49.681140] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: DOWN (p=7.06%)
[2025-12-26T20:15:49.681407] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2025-12-26T20:15:49.681532] [INFO ] [sig       ] ALGM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:49.880275] [INFO ] [LOCAL     ] Saved forecast: ALGM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ALGM.txt
[2025-12-26T20:15:49.880420] [INFO ] [sig       ] [130/3548] Completed ALGM in 0.4s | 2.85 sym/s | Total: 45.6s | ETA: 20.0m
[2025-12-26T20:15:49.880459] [INFO ] [sig       ] [131/3548] Forecasting ALGN...
[2025-12-26T20:15:49.880488] [INFO ] [sig       ] Generating forecast for: ALGN
[2025-12-26T20:15:49.880519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2025-12-26T20:15:49.893347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2025-12-26T20:15:49.893738] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2025-12-26T20:15:49.894521] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2025-12-26T20:15:49.894590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:49.894624] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:49.894651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:49.894708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:49.951033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:49.951930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:49.952019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:49.952052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:50.070907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:50.071061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:50.071103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:50.071131] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:50.074525] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: UP (p=96.31%)
[2025-12-26T20:15:50.074817] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2025-12-26T20:15:50.074946] [INFO ] [sig       ] ALGN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:50.236130] [INFO ] [LOCAL     ] Saved forecast: ALGN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ALGN.txt
[2025-12-26T20:15:50.236283] [INFO ] [sig       ] [131/3548] Completed ALGN in 0.4s | 2.85 sym/s | Total: 46.0s | ETA: 20.0m
[2025-12-26T20:15:50.236322] [INFO ] [sig       ] [132/3548] Forecasting ALGS...
[2025-12-26T20:15:50.236351] [INFO ] [sig       ] Generating forecast for: ALGS
[2025-12-26T20:15:50.236383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2025-12-26T20:15:50.248814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2025-12-26T20:15:50.249203] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2025-12-26T20:15:50.249998] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2025-12-26T20:15:50.250050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:50.250082] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:50.250109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:50.250167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:50.307261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:50.307932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:50.308011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:50.308043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:50.429899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:50.430054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:50.430108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:50.430197] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:50.433642] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: DOWN (p=43.62%)
[2025-12-26T20:15:50.433918] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2025-12-26T20:15:50.434047] [INFO ] [sig       ] ALGS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:50.575661] [INFO ] [LOCAL     ] Saved forecast: ALGS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ALGS.txt
[2025-12-26T20:15:50.575799] [INFO ] [sig       ] [132/3548] Completed ALGS in 0.3s | 2.85 sym/s | Total: 46.3s | ETA: 20.0m
[2025-12-26T20:15:50.575839] [INFO ] [sig       ] [133/3548] Forecasting ALHC...
[2025-12-26T20:15:50.575868] [INFO ] [sig       ] Generating forecast for: ALHC
[2025-12-26T20:15:50.575899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2025-12-26T20:15:50.588901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2025-12-26T20:15:50.589304] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2025-12-26T20:15:50.590137] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2025-12-26T20:15:50.590203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:50.590241] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:50.590269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:50.590328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:50.648152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:50.648865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:50.648959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:50.648991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:50.773648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:50.773816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:50.773860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:50.773888] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:50.777419] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2025-12-26T20:15:50.777713] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2025-12-26T20:15:50.777843] [INFO ] [sig       ] ALHC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:50.919850] [INFO ] [LOCAL     ] Saved forecast: ALHC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ALHC.txt
[2025-12-26T20:15:50.919987] [INFO ] [sig       ] [133/3548] Completed ALHC in 0.3s | 2.85 sym/s | Total: 46.7s | ETA: 20.0m
[2025-12-26T20:15:50.920027] [INFO ] [sig       ] [134/3548] Forecasting ALK...
[2025-12-26T20:15:50.920056] [INFO ] [sig       ] Generating forecast for: ALK
[2025-12-26T20:15:50.920087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-12-26T20:15:50.932667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2025-12-26T20:15:50.933023] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-12-26T20:15:50.933827] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-12-26T20:15:50.933880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:50.933911] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:50.933938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:50.933996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:50.992826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:50.993708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:50.993792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:50.993827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:51.118670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:51.118826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:51.118896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:51.118929] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:51.122433] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: DOWN (p=21.40%)
[2025-12-26T20:15:51.122743] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-12-26T20:15:51.122877] [INFO ] [sig       ] ALK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:51.270246] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ALK.txt
[2025-12-26T20:15:51.270426] [INFO ] [sig       ] [134/3548] Completed ALK in 0.4s | 2.85 sym/s | Total: 47.0s | ETA: 20.0m
[2025-12-26T20:15:51.270485] [INFO ] [sig       ] [135/3548] Forecasting ALKS...
[2025-12-26T20:15:51.270520] [INFO ] [sig       ] Generating forecast for: ALKS
[2025-12-26T20:15:51.270553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2025-12-26T20:15:51.284194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2025-12-26T20:15:51.284595] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2025-12-26T20:15:51.285394] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2025-12-26T20:15:51.285448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:51.285480] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:51.285508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:51.285568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:51.347304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:51.347975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:51.348057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:51.348091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:51.474454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:51.474623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:51.474669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:51.474699] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:51.478481] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: UP (p=96.05%)
[2025-12-26T20:15:51.478812] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2025-12-26T20:15:51.478973] [INFO ] [sig       ] ALKS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:51.629595] [INFO ] [LOCAL     ] Saved forecast: ALKS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ALKS.txt
[2025-12-26T20:15:51.629759] [INFO ] [sig       ] [135/3548] Completed ALKS in 0.4s | 2.85 sym/s | Total: 47.4s | ETA: 20.0m
[2025-12-26T20:15:51.629801] [INFO ] [sig       ] [136/3548] Forecasting ALL...
[2025-12-26T20:15:51.629832] [INFO ] [sig       ] Generating forecast for: ALL
[2025-12-26T20:15:51.629864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-12-26T20:15:51.642282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2025-12-26T20:15:51.642677] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-12-26T20:15:51.643492] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-12-26T20:15:51.643558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:51.643613] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:51.643642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:51.643702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:51.705113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:51.705860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:51.705941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:51.705975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:51.833378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:51.833539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:51.833624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:51.833663] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:51.837189] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: DOWN (p=22.91%)
[2025-12-26T20:15:51.837498] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-12-26T20:15:51.837683] [INFO ] [sig       ] ALL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:51.987274] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ALL.txt
[2025-12-26T20:15:51.987433] [INFO ] [sig       ] [136/3548] Completed ALL in 0.4s | 2.85 sym/s | Total: 47.7s | ETA: 20.0m
[2025-12-26T20:15:51.987474] [INFO ] [sig       ] [137/3548] Forecasting ALLE...
[2025-12-26T20:15:51.987502] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-12-26T20:15:51.987533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-12-26T20:15:52.000499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLE'.
[2025-12-26T20:15:52.000926] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-12-26T20:15:52.001793] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-12-26T20:15:52.001847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:52.001880] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:52.001906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:52.001965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:52.063446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:52.064324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:52.064416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:52.064450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:52.191526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:52.191704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:52.191748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:52.191778] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:52.195423] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-12-26T20:15:52.195728] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-12-26T20:15:52.195865] [INFO ] [sig       ] ALLE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:52.344853] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ALLE.txt
[2025-12-26T20:15:52.345010] [INFO ] [sig       ] [137/3548] Completed ALLE in 0.4s | 2.85 sym/s | Total: 48.1s | ETA: 20.0m
[2025-12-26T20:15:52.345050] [INFO ] [sig       ] [138/3548] Forecasting ALLO...
[2025-12-26T20:15:52.345081] [INFO ] [sig       ] Generating forecast for: ALLO
[2025-12-26T20:15:52.345114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2025-12-26T20:15:52.360267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2025-12-26T20:15:52.360689] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2025-12-26T20:15:52.361482] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2025-12-26T20:15:52.361535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:52.361583] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:52.361614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:52.361672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:52.418824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:52.419702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:52.419789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:52.419821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:52.552244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:52.552609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:52.552656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:52.552699] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:52.557259] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=43.61%)
[2025-12-26T20:15:52.557552] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2025-12-26T20:15:52.557706] [INFO ] [sig       ] ALLO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:52.709899] [INFO ] [LOCAL     ] Saved forecast: ALLO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ALLO.txt
[2025-12-26T20:15:52.710044] [INFO ] [sig       ] [138/3548] Completed ALLO in 0.4s | 2.85 sym/s | Total: 48.5s | ETA: 20.0m
[2025-12-26T20:15:52.710085] [INFO ] [sig       ] [139/3548] Forecasting ALLY...
[2025-12-26T20:15:52.710123] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-12-26T20:15:52.710160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-12-26T20:15:52.724132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2025-12-26T20:15:52.724528] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-12-26T20:15:52.725342] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-12-26T20:15:52.725395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:52.725428] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:52.725456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:52.725516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:52.788309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:52.789074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:52.789191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:52.789226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:52.922962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:52.923130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:52.923184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:52.923228] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:52.926932] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: UP (p=74.68%)
[2025-12-26T20:15:52.927271] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-12-26T20:15:52.927411] [INFO ] [sig       ] ALLY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:53.081651] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ALLY.txt
[2025-12-26T20:15:53.081814] [INFO ] [sig       ] [139/3548] Completed ALLY in 0.4s | 2.85 sym/s | Total: 48.8s | ETA: 20.0m
[2025-12-26T20:15:53.081860] [INFO ] [sig       ] [140/3548] Forecasting ALMS...
[2025-12-26T20:15:53.081892] [INFO ] [sig       ] Generating forecast for: ALMS
[2025-12-26T20:15:53.081923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2025-12-26T20:15:53.096829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALMS'.
[2025-12-26T20:15:53.097239] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2025-12-26T20:15:53.098102] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2025-12-26T20:15:53.098168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:53.098204] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:53.098232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:53.098293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:53.162320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:53.163269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:53.163365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:53.163400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:53.307893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:53.308055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:53.308109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:53.308145] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:53.311984] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: UP (p=61.86%)
[2025-12-26T20:15:53.312471] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2025-12-26T20:15:53.312631] [INFO ] [sig       ] ALMS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:53.460973] [INFO ] [LOCAL     ] Saved forecast: ALMS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ALMS.txt
[2025-12-26T20:15:53.461133] [INFO ] [sig       ] [140/3548] Completed ALMS in 0.4s | 2.84 sym/s | Total: 49.2s | ETA: 20.0m
[2025-12-26T20:15:53.461174] [INFO ] [sig       ] [141/3548] Forecasting ALNY...
[2025-12-26T20:15:53.461205] [INFO ] [sig       ] Generating forecast for: ALNY
[2025-12-26T20:15:53.461235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2025-12-26T20:15:53.476280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2025-12-26T20:15:53.476730] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2025-12-26T20:15:53.477522] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2025-12-26T20:15:53.477597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:53.477630] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:53.477656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:53.477713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:53.538829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:53.539732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:53.539817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:53.539850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:53.661472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:53.661654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:53.661700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:53.661728] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:53.665617] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: UP (p=99.56%)
[2025-12-26T20:15:53.665959] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2025-12-26T20:15:53.666104] [INFO ] [sig       ] ALNY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:53.814478] [INFO ] [LOCAL     ] Saved forecast: ALNY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ALNY.txt
[2025-12-26T20:15:53.814678] [INFO ] [sig       ] [141/3548] Completed ALNY in 0.4s | 2.84 sym/s | Total: 49.6s | ETA: 20.0m
[2025-12-26T20:15:53.814729] [INFO ] [sig       ] [142/3548] Forecasting ALRM...
[2025-12-26T20:15:53.814761] [INFO ] [sig       ] Generating forecast for: ALRM
[2025-12-26T20:15:53.814791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2025-12-26T20:15:53.829056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2025-12-26T20:15:53.829720] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2025-12-26T20:15:53.830548] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2025-12-26T20:15:53.830635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:53.830670] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:53.830697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:53.830756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:53.889179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:53.890344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:53.890622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:53.890656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:54.024173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:54.024329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:54.024371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:54.024401] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:54.027961] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: UP (p=56.90%)
[2025-12-26T20:15:54.028254] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2025-12-26T20:15:54.028386] [INFO ] [sig       ] ALRM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:54.177902] [INFO ] [LOCAL     ] Saved forecast: ALRM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ALRM.txt
[2025-12-26T20:15:54.178092] [INFO ] [sig       ] [142/3548] Completed ALRM in 0.4s | 2.84 sym/s | Total: 49.9s | ETA: 20.0m
[2025-12-26T20:15:54.178135] [INFO ] [sig       ] [143/3548] Forecasting ALRS...
[2025-12-26T20:15:54.178165] [INFO ] [sig       ] Generating forecast for: ALRS
[2025-12-26T20:15:54.178201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2025-12-26T20:15:54.193161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2025-12-26T20:15:54.193600] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2025-12-26T20:15:54.194402] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2025-12-26T20:15:54.194674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:54.194729] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:54.194760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:54.194818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:54.253363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:54.254267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:54.254536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:54.254569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:54.376831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:54.376981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:54.377041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:54.377071] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:54.380481] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=7.57%)
[2025-12-26T20:15:54.380770] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2025-12-26T20:15:54.380901] [INFO ] [sig       ] ALRS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:54.524305] [INFO ] [LOCAL     ] Saved forecast: ALRS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ALRS.txt
[2025-12-26T20:15:54.524639] [INFO ] [sig       ] [143/3548] Completed ALRS in 0.3s | 2.84 sym/s | Total: 50.3s | ETA: 20.0m
[2025-12-26T20:15:54.524680] [INFO ] [sig       ] [144/3548] Forecasting ALSN...
[2025-12-26T20:15:54.524711] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-12-26T20:15:54.524740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-12-26T20:15:54.539365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2025-12-26T20:15:54.539765] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-12-26T20:15:54.540547] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-12-26T20:15:54.540617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:54.540650] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:54.540678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:54.540735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:54.600668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:54.601533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:54.601639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:54.601674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:54.719151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:54.719309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:54.719351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:54.719382] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:54.723366] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: UP (p=56.07%)
[2025-12-26T20:15:54.723841] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-12-26T20:15:54.723969] [INFO ] [sig       ] ALSN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:54.869264] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ALSN.txt
[2025-12-26T20:15:54.869401] [INFO ] [sig       ] [144/3548] Completed ALSN in 0.3s | 2.84 sym/s | Total: 50.6s | ETA: 19.9m
[2025-12-26T20:15:54.869441] [INFO ] [sig       ] [145/3548] Forecasting ALTG...
[2025-12-26T20:15:54.869470] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-12-26T20:15:54.869499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-12-26T20:15:54.883045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTG'.
[2025-12-26T20:15:54.883413] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-12-26T20:15:54.884201] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-12-26T20:15:54.884254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:54.884286] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:54.884312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:54.884371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:54.942123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:54.943085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:54.943189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:54.943227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:55.073414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:55.073565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:55.073625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:55.073655] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:55.077117] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: DOWN (p=44.62%)
[2025-12-26T20:15:55.077399] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-12-26T20:15:55.077533] [INFO ] [sig       ] ALTG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:55.220174] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ALTG.txt
[2025-12-26T20:15:55.220315] [INFO ] [sig       ] [145/3548] Completed ALTG in 0.4s | 2.84 sym/s | Total: 51.0s | ETA: 19.9m
[2025-12-26T20:15:55.220355] [INFO ] [sig       ] [146/3548] Forecasting ALTI...
[2025-12-26T20:15:55.220385] [INFO ] [sig       ] Generating forecast for: ALTI
[2025-12-26T20:15:55.220414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2025-12-26T20:15:55.232685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTI'.
[2025-12-26T20:15:55.233040] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2025-12-26T20:15:55.233837] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2025-12-26T20:15:55.233897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:55.233955] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:55.233983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:55.234042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:55.291318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:55.292237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:55.292346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:55.292382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:55.417076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:55.417274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:55.417319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:55.417347] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:55.421018] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: DOWN (p=35.98%)
[2025-12-26T20:15:55.421347] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2025-12-26T20:15:55.421503] [INFO ] [sig       ] ALTI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:55.568096] [INFO ] [LOCAL     ] Saved forecast: ALTI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ALTI.txt
[2025-12-26T20:15:55.568256] [INFO ] [sig       ] [146/3548] Completed ALTI in 0.3s | 2.84 sym/s | Total: 51.3s | ETA: 19.9m
[2025-12-26T20:15:55.568297] [INFO ] [sig       ] [147/3548] Forecasting ALTS...
[2025-12-26T20:15:55.568327] [INFO ] [sig       ] Generating forecast for: ALTS
[2025-12-26T20:15:55.568357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2025-12-26T20:15:55.580683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2025-12-26T20:15:55.581120] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2025-12-26T20:15:55.581935] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2025-12-26T20:15:55.581987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:55.582029] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:55.582058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:55.582115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:55.640176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:55.641070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:55.641157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:55.641190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:55.764941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:55.765094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:55.765136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:55.765165] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:55.768649] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-12-26T20:15:55.768941] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2025-12-26T20:15:55.769079] [INFO ] [sig       ] ALTS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:55.917528] [INFO ] [LOCAL     ] Saved forecast: ALTS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ALTS.txt
[2025-12-26T20:15:55.917704] [INFO ] [sig       ] [147/3548] Completed ALTS in 0.3s | 2.85 sym/s | Total: 51.7s | ETA: 19.9m
[2025-12-26T20:15:55.917744] [INFO ] [sig       ] [148/3548] Forecasting ALTY...
[2025-12-26T20:15:55.917774] [INFO ] [sig       ] Generating forecast for: ALTY
[2025-12-26T20:15:55.917804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2025-12-26T20:15:55.930905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2025-12-26T20:15:55.931268] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2025-12-26T20:15:55.932282] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2025-12-26T20:15:55.932334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:55.932528] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:55.932554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:55.932630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:55.992712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:55.993611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:55.993697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:55.993729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:56.100439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:56.100615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:56.100658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:56.100687] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:56.104121] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: DOWN (p=6.69%)
[2025-12-26T20:15:56.104654] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2025-12-26T20:15:56.104788] [INFO ] [sig       ] ALTY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:56.249632] [INFO ] [LOCAL     ] Saved forecast: ALTY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ALTY.txt
[2025-12-26T20:15:56.249768] [INFO ] [sig       ] [148/3548] Completed ALTY in 0.3s | 2.85 sym/s | Total: 52.0s | ETA: 19.9m
[2025-12-26T20:15:56.249807] [INFO ] [sig       ] [149/3548] Forecasting ALVO...
[2025-12-26T20:15:56.249837] [INFO ] [sig       ] Generating forecast for: ALVO
[2025-12-26T20:15:56.249869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2025-12-26T20:15:56.262836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2025-12-26T20:15:56.263217] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2025-12-26T20:15:56.264242] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2025-12-26T20:15:56.264295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:56.264326] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:56.264352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:56.264409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:56.321932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:56.322675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:56.322756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:56.322789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:56.448513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:56.448689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:56.448732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:56.448794] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:56.452644] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: UP (p=89.53%)
[2025-12-26T20:15:56.452923] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2025-12-26T20:15:56.453051] [INFO ] [sig       ] ALVO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:56.593347] [INFO ] [LOCAL     ] Saved forecast: ALVO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ALVO.txt
[2025-12-26T20:15:56.593485] [INFO ] [sig       ] [149/3548] Completed ALVO in 0.3s | 2.85 sym/s | Total: 52.3s | ETA: 19.9m
[2025-12-26T20:15:56.593525] [INFO ] [sig       ] [150/3548] Forecasting ALX...
[2025-12-26T20:15:56.593554] [INFO ] [sig       ] Generating forecast for: ALX
[2025-12-26T20:15:56.593603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-12-26T20:15:56.606172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2025-12-26T20:15:56.606602] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-12-26T20:15:56.607388] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-12-26T20:15:56.607441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:56.607473] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:56.607499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:56.607557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:56.667999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:56.668926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:56.669017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:56.669049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:56.787308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:56.787472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:56.787515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:56.787544] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:56.791442] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: UP (p=98.97%)
[2025-12-26T20:15:56.791932] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-12-26T20:15:56.792066] [INFO ] [sig       ] ALX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:56.942239] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ALX.txt
[2025-12-26T20:15:56.942387] [INFO ] [sig       ] [150/3548] Completed ALX in 0.3s | 2.85 sym/s | Total: 52.7s | ETA: 19.9m
[2025-12-26T20:15:56.942438] [INFO ] [sig       ] [151/3548] Forecasting ALXO...
[2025-12-26T20:15:56.942469] [INFO ] [sig       ] Generating forecast for: ALXO
[2025-12-26T20:15:56.942499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2025-12-26T20:15:56.956316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2025-12-26T20:15:56.956727] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2025-12-26T20:15:56.957516] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2025-12-26T20:15:56.957585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:56.957619] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:56.957646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:56.957705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:57.016207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:57.017124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:57.017213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:57.017248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:57.139094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:57.139242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:57.139289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:57.139318] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:57.142728] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=6.45%)
[2025-12-26T20:15:57.143004] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2025-12-26T20:15:57.143135] [INFO ] [sig       ] ALXO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:57.298841] [INFO ] [LOCAL     ] Saved forecast: ALXO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ALXO.txt
[2025-12-26T20:15:57.299029] [INFO ] [sig       ] [151/3548] Completed ALXO in 0.4s | 2.85 sym/s | Total: 53.0s | ETA: 19.9m
[2025-12-26T20:15:57.299070] [INFO ] [sig       ] [152/3548] Forecasting ALZN...
[2025-12-26T20:15:57.299100] [INFO ] [sig       ] Generating forecast for: ALZN
[2025-12-26T20:15:57.299131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2025-12-26T20:15:57.311485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2025-12-26T20:15:57.311895] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2025-12-26T20:15:57.312696] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2025-12-26T20:15:57.312747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:57.312778] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:57.312805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:57.312863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:57.374894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:57.375778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:57.375863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:57.375896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:57.504209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:57.504368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:57.504413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:57.504442] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:57.508273] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: UP (p=90.43%)
[2025-12-26T20:15:57.508799] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2025-12-26T20:15:57.508981] [INFO ] [sig       ] ALZN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:57.667725] [INFO ] [LOCAL     ] Saved forecast: ALZN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ALZN.txt
[2025-12-26T20:15:57.667888] [INFO ] [sig       ] [152/3548] Completed ALZN in 0.4s | 2.85 sym/s | Total: 53.4s | ETA: 19.9m
[2025-12-26T20:15:57.667930] [INFO ] [sig       ] [153/3548] Forecasting AM...
[2025-12-26T20:15:57.667960] [INFO ] [sig       ] Generating forecast for: AM
[2025-12-26T20:15:57.667989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-12-26T20:15:57.681663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2025-12-26T20:15:57.682121] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-12-26T20:15:57.682967] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-12-26T20:15:57.683021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:57.683056] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:57.683084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:57.683143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:57.746491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:57.747271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:57.747356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:57.747389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:57.882656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:57.882826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:57.882882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:57.882921] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:57.886619] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: DOWN (p=26.88%)
[2025-12-26T20:15:57.886911] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-12-26T20:15:57.887050] [INFO ] [sig       ] AM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:58.038907] [INFO ] [LOCAL     ] Saved forecast: AM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AM.txt
[2025-12-26T20:15:58.039079] [INFO ] [sig       ] [153/3548] Completed AM in 0.4s | 2.84 sym/s | Total: 53.8s | ETA: 19.9m
[2025-12-26T20:15:58.039125] [INFO ] [sig       ] [154/3548] Forecasting AMAL...
[2025-12-26T20:15:58.039155] [INFO ] [sig       ] Generating forecast for: AMAL
[2025-12-26T20:15:58.039186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2025-12-26T20:15:58.052067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2025-12-26T20:15:58.052498] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2025-12-26T20:15:58.053350] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2025-12-26T20:15:58.053409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:58.053443] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:58.053471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:58.053543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:58.113971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:58.115072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:58.115160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:58.115199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:58.246052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:58.246218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:58.246277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:58.246333] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:58.249896] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2025-12-26T20:15:58.250220] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2025-12-26T20:15:58.250360] [INFO ] [sig       ] AMAL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:58.406667] [INFO ] [LOCAL     ] Saved forecast: AMAL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AMAL.txt
[2025-12-26T20:15:58.406828] [INFO ] [sig       ] [154/3548] Completed AMAL in 0.4s | 2.84 sym/s | Total: 54.2s | ETA: 19.9m
[2025-12-26T20:15:58.406869] [INFO ] [sig       ] [155/3548] Forecasting AMBA...
[2025-12-26T20:15:58.406900] [INFO ] [sig       ] Generating forecast for: AMBA
[2025-12-26T20:15:58.406930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2025-12-26T20:15:58.419866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2025-12-26T20:15:58.420295] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2025-12-26T20:15:58.421264] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2025-12-26T20:15:58.421324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:58.421364] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:58.421398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:58.421471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:58.485914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:58.486846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:58.486930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:58.486961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:58.614168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:58.614323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:58.614366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:58.614393] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:58.618185] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: UP (p=57.35%)
[2025-12-26T20:15:58.618458] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2025-12-26T20:15:58.618601] [INFO ] [sig       ] AMBA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:58.760017] [INFO ] [LOCAL     ] Saved forecast: AMBA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AMBA.txt
[2025-12-26T20:15:58.760146] [INFO ] [sig       ] [155/3548] Completed AMBA in 0.4s | 2.84 sym/s | Total: 54.5s | ETA: 19.9m
[2025-12-26T20:15:58.760185] [INFO ] [sig       ] [156/3548] Forecasting AMBP...
[2025-12-26T20:15:58.760215] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-12-26T20:15:58.760246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-12-26T20:15:58.770886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2025-12-26T20:15:58.771236] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-12-26T20:15:58.772034] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-12-26T20:15:58.772086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:58.772117] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:58.772144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:58.772202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:58.829267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:58.829928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:58.830047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:58.830081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:58.949186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:58.949333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:58.949375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:58.949405] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:58.952927] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=68.05%)
[2025-12-26T20:15:58.953202] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-12-26T20:15:58.953337] [INFO ] [sig       ] AMBP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:15:59.099396] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AMBP.txt
[2025-12-26T20:15:59.099527] [INFO ] [sig       ] [156/3548] Completed AMBP in 0.3s | 2.84 sym/s | Total: 54.8s | ETA: 19.9m
[2025-12-26T20:15:59.099567] [INFO ] [sig       ] [157/3548] Forecasting AMC...
[2025-12-26T20:15:59.099617] [INFO ] [sig       ] Generating forecast for: AMC
[2025-12-26T20:15:59.099648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-12-26T20:15:59.110911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2025-12-26T20:15:59.111239] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-12-26T20:15:59.112197] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-12-26T20:15:59.112249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:59.112281] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:59.112308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:59.112366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:59.169980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:59.170598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:59.170674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:59.170706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:59.287947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:59.288096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:59.288139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:59.288167] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:59.291589] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=2.73%)
[2025-12-26T20:15:59.291858] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-12-26T20:15:59.291979] [INFO ] [sig       ] AMC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:59.431769] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AMC.txt
[2025-12-26T20:15:59.431892] [INFO ] [sig       ] [157/3548] Completed AMC in 0.3s | 2.85 sym/s | Total: 55.2s | ETA: 19.9m
[2025-12-26T20:15:59.431931] [INFO ] [sig       ] [158/3548] Forecasting AMCX...
[2025-12-26T20:15:59.431960] [INFO ] [sig       ] Generating forecast for: AMCX
[2025-12-26T20:15:59.431990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2025-12-26T20:15:59.445495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2025-12-26T20:15:59.445992] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2025-12-26T20:15:59.446914] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2025-12-26T20:15:59.446970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:59.447002] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:59.447047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:59.447126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:59.511410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:59.512423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:59.512537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:59.512779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:59.630340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:59.630511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:59.630556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:59.630604] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:59.634266] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: DOWN (p=0.61%)
[2025-12-26T20:15:59.634767] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2025-12-26T20:15:59.634936] [INFO ] [sig       ] AMCX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:15:59.782132] [INFO ] [LOCAL     ] Saved forecast: AMCX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AMCX.txt
[2025-12-26T20:15:59.782297] [INFO ] [sig       ] [158/3548] Completed AMCX in 0.4s | 2.85 sym/s | Total: 55.5s | ETA: 19.9m
[2025-12-26T20:15:59.782342] [INFO ] [sig       ] [159/3548] Forecasting AMD...
[2025-12-26T20:15:59.782374] [INFO ] [sig       ] Generating forecast for: AMD
[2025-12-26T20:15:59.782404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2025-12-26T20:15:59.795430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2025-12-26T20:15:59.795806] [INFO ] [FORECASTER] Starting predict_future for AMD
[2025-12-26T20:15:59.796622] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2025-12-26T20:15:59.796675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:15:59.796706] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:15:59.796733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:15:59.796791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:15:59.854217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:15:59.854848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:15:59.854926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:15:59.854958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:15:59.979813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:15:59.979960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:15:59.980003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:15:59.980032] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:15:59.983373] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: UP (p=88.26%)
[2025-12-26T20:15:59.983660] [INFO ] [FORECASTER] Completed predict_future for AMD
[2025-12-26T20:15:59.983787] [INFO ] [sig       ] AMD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:00.134179] [INFO ] [LOCAL     ] Saved forecast: AMD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AMD.txt
[2025-12-26T20:16:00.134375] [INFO ] [sig       ] [159/3548] Completed AMD in 0.4s | 2.85 sym/s | Total: 55.9s | ETA: 19.9m
[2025-12-26T20:16:00.134417] [INFO ] [sig       ] [160/3548] Forecasting AMDL...
[2025-12-26T20:16:00.134448] [INFO ] [sig       ] Generating forecast for: AMDL
[2025-12-26T20:16:00.134478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2025-12-26T20:16:00.149896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2025-12-26T20:16:00.150430] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2025-12-26T20:16:00.151644] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2025-12-26T20:16:00.151714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:00.151761] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:00.151802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:00.151888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:00.217721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:00.218842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:00.218964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:00.218998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:00.347451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:00.347654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:00.347709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:00.347739] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:00.351351] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: UP (p=75.53%)
[2025-12-26T20:16:00.351667] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2025-12-26T20:16:00.351807] [INFO ] [sig       ] AMDL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:00.502984] [INFO ] [LOCAL     ] Saved forecast: AMDL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AMDL.txt
[2025-12-26T20:16:00.503142] [INFO ] [sig       ] [160/3548] Completed AMDL in 0.4s | 2.84 sym/s | Total: 56.3s | ETA: 19.9m
[2025-12-26T20:16:00.503188] [INFO ] [sig       ] [161/3548] Forecasting AME...
[2025-12-26T20:16:00.503252] [INFO ] [sig       ] Generating forecast for: AME
[2025-12-26T20:16:00.503295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-12-26T20:16:00.515343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2025-12-26T20:16:00.515786] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-12-26T20:16:00.516684] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-12-26T20:16:00.516738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:00.516772] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:00.516801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:00.516860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:00.576954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:00.578016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:00.578123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:00.578162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:00.716116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:00.716291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:00.716359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:00.716405] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:00.720833] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: UP (p=69.81%)
[2025-12-26T20:16:00.721201] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-12-26T20:16:00.721388] [INFO ] [sig       ] AME: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:00.899304] [INFO ] [LOCAL     ] Saved forecast: AME	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AME.txt
[2025-12-26T20:16:00.899537] [INFO ] [sig       ] [161/3548] Completed AME in 0.4s | 2.84 sym/s | Total: 56.6s | ETA: 19.9m
[2025-12-26T20:16:00.899618] [INFO ] [sig       ] [162/3548] Forecasting AMG...
[2025-12-26T20:16:00.899668] [INFO ] [sig       ] Generating forecast for: AMG
[2025-12-26T20:16:00.899722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-12-26T20:16:00.915472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2025-12-26T20:16:00.915974] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-12-26T20:16:00.917148] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-12-26T20:16:00.917218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:00.917267] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:00.917311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:00.917405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:01.004078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:01.005088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:01.005193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:01.005227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:01.159242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:01.159428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:01.159491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:01.159534] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:01.165453] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: DOWN (p=8.63%)
[2025-12-26T20:16:01.165996] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-12-26T20:16:01.166208] [INFO ] [sig       ] AMG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:01.356146] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AMG.txt
[2025-12-26T20:16:01.356384] [INFO ] [sig       ] [162/3548] Completed AMG in 0.5s | 2.84 sym/s | Total: 57.1s | ETA: 19.9m
[2025-12-26T20:16:01.356449] [INFO ] [sig       ] [163/3548] Forecasting AMGN...
[2025-12-26T20:16:01.356501] [INFO ] [sig       ] Generating forecast for: AMGN
[2025-12-26T20:16:01.356552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2025-12-26T20:16:01.374350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2025-12-26T20:16:01.374916] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2025-12-26T20:16:01.376218] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2025-12-26T20:16:01.376300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:01.376406] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:01.376457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:01.376554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:01.468699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:01.470021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:01.470147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:01.470205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:01.629329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:01.629532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:01.629621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:01.629677] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:01.635245] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: DOWN (p=16.41%)
[2025-12-26T20:16:01.635806] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2025-12-26T20:16:01.636021] [INFO ] [sig       ] AMGN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:01.834332] [INFO ] [LOCAL     ] Saved forecast: AMGN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AMGN.txt
[2025-12-26T20:16:01.834529] [INFO ] [sig       ] [163/3548] Completed AMGN in 0.5s | 2.83 sym/s | Total: 57.6s | ETA: 19.9m
[2025-12-26T20:16:01.834591] [INFO ] [sig       ] [164/3548] Forecasting AMH...
[2025-12-26T20:16:01.834627] [INFO ] [sig       ] Generating forecast for: AMH
[2025-12-26T20:16:01.834658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-12-26T20:16:01.848274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2025-12-26T20:16:01.848793] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-12-26T20:16:01.849767] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-12-26T20:16:01.849827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:01.849865] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:01.849902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:01.849979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:01.923170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:01.924155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:01.924245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:01.924279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:02.044416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:02.044602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:02.044648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:02.044679] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:02.048224] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: DOWN (p=3.32%)
[2025-12-26T20:16:02.048505] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-12-26T20:16:02.048655] [INFO ] [sig       ] AMH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:02.190837] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AMH.txt
[2025-12-26T20:16:02.190987] [INFO ] [sig       ] [164/3548] Completed AMH in 0.4s | 2.83 sym/s | Total: 57.9s | ETA: 19.9m
[2025-12-26T20:16:02.191029] [INFO ] [sig       ] [165/3548] Forecasting AMLX...
[2025-12-26T20:16:02.191062] [INFO ] [sig       ] Generating forecast for: AMLX
[2025-12-26T20:16:02.191095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2025-12-26T20:16:02.202904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2025-12-26T20:16:02.203302] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2025-12-26T20:16:02.204199] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2025-12-26T20:16:02.204257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:02.204292] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:02.204321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:02.204381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:02.273634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:02.274761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:02.274849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:02.274882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:02.397004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:02.397165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:02.397208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:02.397236] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:02.400835] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2025-12-26T20:16:02.401126] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2025-12-26T20:16:02.401262] [INFO ] [sig       ] AMLX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:02.551976] [INFO ] [LOCAL     ] Saved forecast: AMLX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AMLX.txt
[2025-12-26T20:16:02.552117] [INFO ] [sig       ] [165/3548] Completed AMLX in 0.4s | 2.83 sym/s | Total: 58.3s | ETA: 19.9m
[2025-12-26T20:16:02.552159] [INFO ] [sig       ] [166/3548] Forecasting AMN...
[2025-12-26T20:16:02.552191] [INFO ] [sig       ] Generating forecast for: AMN
[2025-12-26T20:16:02.552224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-12-26T20:16:02.563898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2025-12-26T20:16:02.564293] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-12-26T20:16:02.565113] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-12-26T20:16:02.565165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:02.565196] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:02.565223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:02.565280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:02.622778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:02.623527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:02.623643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:02.623680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:02.747911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:02.748067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:02.748110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:02.748172] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:02.751683] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=94.35%)
[2025-12-26T20:16:02.751974] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-12-26T20:16:02.752107] [INFO ] [sig       ] AMN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:02.923520] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AMN.txt
[2025-12-26T20:16:02.923693] [INFO ] [sig       ] [166/3548] Completed AMN in 0.4s | 2.83 sym/s | Total: 58.7s | ETA: 19.9m
[2025-12-26T20:16:02.923734] [INFO ] [sig       ] [167/3548] Forecasting AMP...
[2025-12-26T20:16:02.923765] [INFO ] [sig       ] Generating forecast for: AMP
[2025-12-26T20:16:02.923796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-12-26T20:16:02.934966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMP'.
[2025-12-26T20:16:02.935340] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-12-26T20:16:02.936195] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-12-26T20:16:02.936250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:02.936281] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:02.936307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:02.936364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:02.992957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:02.993843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:02.993927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:02.993959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:03.115801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:03.115977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:03.116021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:03.116051] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:03.120281] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-12-26T20:16:03.120619] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-12-26T20:16:03.120761] [INFO ] [sig       ] AMP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:03.270387] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AMP.txt
[2025-12-26T20:16:03.270543] [INFO ] [sig       ] [167/3548] Completed AMP in 0.3s | 2.83 sym/s | Total: 59.0s | ETA: 19.9m
[2025-12-26T20:16:03.270603] [INFO ] [sig       ] [168/3548] Forecasting AMPG...
[2025-12-26T20:16:03.270635] [INFO ] [sig       ] Generating forecast for: AMPG
[2025-12-26T20:16:03.270667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2025-12-26T20:16:03.283384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2025-12-26T20:16:03.283749] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2025-12-26T20:16:03.284526] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2025-12-26T20:16:03.284608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:03.284644] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:03.284670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:03.284730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:03.343751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:03.344670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:03.344756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:03.344791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:03.482380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:03.482542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:03.482604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:03.482637] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:03.486930] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: DOWN (p=39.57%)
[2025-12-26T20:16:03.487295] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2025-12-26T20:16:03.487441] [INFO ] [sig       ] AMPG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:03.647893] [INFO ] [LOCAL     ] Saved forecast: AMPG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AMPG.txt
[2025-12-26T20:16:03.648024] [INFO ] [sig       ] [168/3548] Completed AMPG in 0.4s | 2.83 sym/s | Total: 59.4s | ETA: 19.9m
[2025-12-26T20:16:03.648065] [INFO ] [sig       ] [169/3548] Forecasting AMPH...
[2025-12-26T20:16:03.648094] [INFO ] [sig       ] Generating forecast for: AMPH
[2025-12-26T20:16:03.648125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2025-12-26T20:16:03.660881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2025-12-26T20:16:03.661189] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2025-12-26T20:16:03.662173] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2025-12-26T20:16:03.662226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:03.662257] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:03.662283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:03.662340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:03.720555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:03.721166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:03.721246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:03.721277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:03.845872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:03.846025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:03.846067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:03.846094] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:03.849538] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: DOWN (p=2.10%)
[2025-12-26T20:16:03.850027] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2025-12-26T20:16:03.850154] [INFO ] [sig       ] AMPH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:03.996687] [INFO ] [LOCAL     ] Saved forecast: AMPH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AMPH.txt
[2025-12-26T20:16:03.996843] [INFO ] [sig       ] [169/3548] Completed AMPH in 0.3s | 2.83 sym/s | Total: 59.7s | ETA: 19.9m
[2025-12-26T20:16:03.996883] [INFO ] [sig       ] [170/3548] Forecasting AMPL...
[2025-12-26T20:16:03.996913] [INFO ] [sig       ] Generating forecast for: AMPL
[2025-12-26T20:16:03.996943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2025-12-26T20:16:04.008606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2025-12-26T20:16:04.008987] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2025-12-26T20:16:04.009815] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2025-12-26T20:16:04.009867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:04.009899] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:04.009926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:04.009983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:04.067947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:04.068608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:04.068689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:04.068721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:04.182200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:04.182355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:04.182397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:04.182426] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:04.185850] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-12-26T20:16:04.186128] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2025-12-26T20:16:04.186259] [INFO ] [sig       ] AMPL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:04.330999] [INFO ] [LOCAL     ] Saved forecast: AMPL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AMPL.txt
[2025-12-26T20:16:04.331127] [INFO ] [sig       ] [170/3548] Completed AMPL in 0.3s | 2.83 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-26T20:16:04.331166] [INFO ] [sig       ] [171/3548] Forecasting AMPX...
[2025-12-26T20:16:04.331196] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-12-26T20:16:04.331226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-12-26T20:16:04.343213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2025-12-26T20:16:04.343596] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-12-26T20:16:04.344371] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-12-26T20:16:04.344438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:04.344470] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:04.344497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:04.344555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:04.401345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:04.402219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:04.402307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:04.402339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:04.525354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:04.525509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:04.525552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:04.525602] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:04.529876] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-12-26T20:16:04.530160] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-12-26T20:16:04.530291] [INFO ] [sig       ] AMPX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:04.679536] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AMPX.txt
[2025-12-26T20:16:04.679685] [INFO ] [sig       ] [171/3548] Completed AMPX in 0.3s | 2.83 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-26T20:16:04.679725] [INFO ] [sig       ] [172/3548] Forecasting AMRC...
[2025-12-26T20:16:04.679754] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-12-26T20:16:04.679785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-12-26T20:16:04.691848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2025-12-26T20:16:04.692211] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-12-26T20:16:04.693022] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-12-26T20:16:04.693074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:04.693106] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:04.693133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:04.693191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:04.754190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:04.754956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:04.755039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:04.755072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:04.879405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:04.879599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:04.879646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:04.879676] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:04.883107] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: DOWN (p=29.08%)
[2025-12-26T20:16:04.883388] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-12-26T20:16:04.883519] [INFO ] [sig       ] AMRC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:05.033772] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AMRC.txt
[2025-12-26T20:16:05.033914] [INFO ] [sig       ] [172/3548] Completed AMRC in 0.4s | 2.83 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-26T20:16:05.033955] [INFO ] [sig       ] [173/3548] Forecasting AMRN...
[2025-12-26T20:16:05.033986] [INFO ] [sig       ] Generating forecast for: AMRN
[2025-12-26T20:16:05.034016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2025-12-26T20:16:05.045313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2025-12-26T20:16:05.045692] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2025-12-26T20:16:05.046459] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2025-12-26T20:16:05.046511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:05.046542] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:05.046592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:05.046654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:05.103921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:05.105093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:05.105212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:05.105247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:05.231166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:05.231322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:05.231366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:05.231394] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:05.235241] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: UP (p=87.43%)
[2025-12-26T20:16:05.235538] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2025-12-26T20:16:05.235853] [INFO ] [sig       ] AMRN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:05.381549] [INFO ] [LOCAL     ] Saved forecast: AMRN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AMRN.txt
[2025-12-26T20:16:05.381732] [INFO ] [sig       ] [173/3548] Completed AMRN in 0.3s | 2.83 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-26T20:16:05.381772] [INFO ] [sig       ] [174/3548] Forecasting AMRX...
[2025-12-26T20:16:05.381802] [INFO ] [sig       ] Generating forecast for: AMRX
[2025-12-26T20:16:05.381833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2025-12-26T20:16:05.394379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2025-12-26T20:16:05.394795] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2025-12-26T20:16:05.395601] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2025-12-26T20:16:05.395653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:05.395684] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:05.395710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:05.395767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:05.458233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:05.459212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:05.459308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:05.459343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:05.587755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:05.587918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:05.587962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:05.587993] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:05.591720] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2025-12-26T20:16:05.592003] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2025-12-26T20:16:05.592136] [INFO ] [sig       ] AMRX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:05.740064] [INFO ] [LOCAL     ] Saved forecast: AMRX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AMRX.txt
[2025-12-26T20:16:05.740261] [INFO ] [sig       ] [174/3548] Completed AMRX in 0.4s | 2.83 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-26T20:16:05.740337] [INFO ] [sig       ] [175/3548] Forecasting AMSC...
[2025-12-26T20:16:05.740391] [INFO ] [sig       ] Generating forecast for: AMSC
[2025-12-26T20:16:05.740456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2025-12-26T20:16:05.755923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2025-12-26T20:16:05.756351] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2025-12-26T20:16:05.757561] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2025-12-26T20:16:05.757652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:05.757693] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:05.757729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:05.757811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:05.829712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:05.830532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:05.830637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:05.830677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:05.983343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:05.983499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:05.983542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:05.983587] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:05.987682] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: UP (p=65.32%)
[2025-12-26T20:16:05.988004] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2025-12-26T20:16:05.988144] [INFO ] [sig       ] AMSC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:06.137403] [INFO ] [LOCAL     ] Saved forecast: AMSC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AMSC.txt
[2025-12-26T20:16:06.137541] [INFO ] [sig       ] [175/3548] Completed AMSC in 0.4s | 2.83 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-26T20:16:06.137597] [INFO ] [sig       ] [176/3548] Forecasting AMSF...
[2025-12-26T20:16:06.137629] [INFO ] [sig       ] Generating forecast for: AMSF
[2025-12-26T20:16:06.137659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2025-12-26T20:16:06.149789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2025-12-26T20:16:06.150144] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2025-12-26T20:16:06.151026] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2025-12-26T20:16:06.151079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:06.151113] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:06.151141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:06.151200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:06.213152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:06.213994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:06.214076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:06.214107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:06.337166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:06.337317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:06.337358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:06.337388] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:06.340811] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: DOWN (p=10.16%)
[2025-12-26T20:16:06.341135] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2025-12-26T20:16:06.341268] [INFO ] [sig       ] AMSF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:06.500702] [INFO ] [LOCAL     ] Saved forecast: AMSF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AMSF.txt
[2025-12-26T20:16:06.500889] [INFO ] [sig       ] [176/3548] Completed AMSF in 0.4s | 2.83 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-26T20:16:06.500932] [INFO ] [sig       ] [177/3548] Forecasting AMTB...
[2025-12-26T20:16:06.500961] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-12-26T20:16:06.500994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-12-26T20:16:06.512784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2025-12-26T20:16:06.513178] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-12-26T20:16:06.514019] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-12-26T20:16:06.514073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:06.514105] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:06.514132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:06.514190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:06.572683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:06.573478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:06.573563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:06.573615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:06.708389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:06.708549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:06.708610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:06.708640] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:06.712195] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: DOWN (p=4.84%)
[2025-12-26T20:16:06.712494] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-12-26T20:16:06.712643] [INFO ] [sig       ] AMTB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:06.856426] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AMTB.txt
[2025-12-26T20:16:06.856606] [INFO ] [sig       ] [177/3548] Completed AMTB in 0.4s | 2.83 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-26T20:16:06.856648] [INFO ] [sig       ] [178/3548] Forecasting AMTX...
[2025-12-26T20:16:06.856679] [INFO ] [sig       ] Generating forecast for: AMTX
[2025-12-26T20:16:06.856710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2025-12-26T20:16:06.868159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2025-12-26T20:16:06.868563] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2025-12-26T20:16:06.869406] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2025-12-26T20:16:06.869458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:06.869490] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:06.869517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:06.869603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:06.929521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:06.930429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:06.930518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:06.930551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:07.051307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:07.051464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:07.051526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:07.051556] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:07.054948] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: DOWN (p=38.83%)
[2025-12-26T20:16:07.055233] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2025-12-26T20:16:07.055362] [INFO ] [sig       ] AMTX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:07.197212] [INFO ] [LOCAL     ] Saved forecast: AMTX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AMTX.txt
[2025-12-26T20:16:07.197352] [INFO ] [sig       ] [178/3548] Completed AMTX in 0.3s | 2.83 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-26T20:16:07.197390] [INFO ] [sig       ] [179/3548] Forecasting AMWD...
[2025-12-26T20:16:07.197420] [INFO ] [sig       ] Generating forecast for: AMWD
[2025-12-26T20:16:07.197450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2025-12-26T20:16:07.208457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2025-12-26T20:16:07.208863] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2025-12-26T20:16:07.209717] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2025-12-26T20:16:07.209768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:07.209800] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:07.209826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:07.209884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:07.267198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:07.267989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:07.268075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:07.268108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:07.387881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:07.388037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:07.388080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:07.388110] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:07.391625] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: DOWN (p=10.60%)
[2025-12-26T20:16:07.391902] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2025-12-26T20:16:07.392032] [INFO ] [sig       ] AMWD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:07.540842] [INFO ] [LOCAL     ] Saved forecast: AMWD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AMWD.txt
[2025-12-26T20:16:07.540981] [INFO ] [sig       ] [179/3548] Completed AMWD in 0.3s | 2.83 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-26T20:16:07.541020] [INFO ] [sig       ] [180/3548] Forecasting AMWL...
[2025-12-26T20:16:07.541050] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-12-26T20:16:07.541079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-12-26T20:16:07.553842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWL'.
[2025-12-26T20:16:07.554240] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-12-26T20:16:07.555321] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-12-26T20:16:07.555375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:07.555438] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:07.555469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:07.555531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:07.615988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:07.616852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:07.616940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:07.616973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:07.746160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:07.746321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:07.746365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:07.746393] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:07.750637] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=5.23%)
[2025-12-26T20:16:07.751050] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-12-26T20:16:07.751203] [INFO ] [sig       ] AMWL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:07.913528] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AMWL.txt
[2025-12-26T20:16:07.913911] [INFO ] [sig       ] [180/3548] Completed AMWL in 0.4s | 2.83 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-26T20:16:07.913955] [INFO ] [sig       ] [181/3548] Forecasting AMX...
[2025-12-26T20:16:07.913985] [INFO ] [sig       ] Generating forecast for: AMX
[2025-12-26T20:16:07.914014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-12-26T20:16:07.926513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2025-12-26T20:16:07.926965] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-12-26T20:16:07.927847] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-12-26T20:16:07.927902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:07.927934] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:07.927961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:07.928021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:07.996344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:07.997768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:07.998067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:07.998128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:08.132024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:08.132188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:08.132234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:08.132265] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:08.135794] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: DOWN (p=18.94%)
[2025-12-26T20:16:08.136077] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-12-26T20:16:08.136206] [INFO ] [sig       ] AMX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:08.291886] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AMX.txt
[2025-12-26T20:16:08.292034] [INFO ] [sig       ] [181/3548] Completed AMX in 0.4s | 2.83 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-26T20:16:08.292074] [INFO ] [sig       ] [182/3548] Forecasting AMZD...
[2025-12-26T20:16:08.292104] [INFO ] [sig       ] Generating forecast for: AMZD
[2025-12-26T20:16:08.292133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2025-12-26T20:16:08.303280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2025-12-26T20:16:08.303658] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2025-12-26T20:16:08.304462] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2025-12-26T20:16:08.304517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:08.304569] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:08.304829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:08.304893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:08.366095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:08.367208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:08.367297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:08.367330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:08.489250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:08.489409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:08.489451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:08.489479] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:08.492925] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-12-26T20:16:08.493211] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2025-12-26T20:16:08.493340] [INFO ] [sig       ] AMZD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:08.641100] [INFO ] [LOCAL     ] Saved forecast: AMZD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AMZD.txt
[2025-12-26T20:16:08.641255] [INFO ] [sig       ] [182/3548] Completed AMZD in 0.3s | 2.83 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-26T20:16:08.641294] [INFO ] [sig       ] [183/3548] Forecasting AMZN...
[2025-12-26T20:16:08.641325] [INFO ] [sig       ] Generating forecast for: AMZN
[2025-12-26T20:16:08.641356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2025-12-26T20:16:08.652512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2025-12-26T20:16:08.652914] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2025-12-26T20:16:08.653731] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2025-12-26T20:16:08.653784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:08.653815] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:08.653841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:08.653899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:08.713421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:08.714338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:08.714437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:08.714470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:08.842945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:08.843105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:08.843146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:08.843217] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:08.848020] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: DOWN (p=3.43%)
[2025-12-26T20:16:08.848348] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2025-12-26T20:16:08.848490] [INFO ] [sig       ] AMZN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:08.999852] [INFO ] [LOCAL     ] Saved forecast: AMZN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AMZN.txt
[2025-12-26T20:16:09.000020] [INFO ] [sig       ] [183/3548] Completed AMZN in 0.4s | 2.83 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-26T20:16:09.000061] [INFO ] [sig       ] [184/3548] Forecasting AMZZ...
[2025-12-26T20:16:09.000091] [INFO ] [sig       ] Generating forecast for: AMZZ
[2025-12-26T20:16:09.000121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2025-12-26T20:16:09.015395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2025-12-26T20:16:09.015939] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2025-12-26T20:16:09.017214] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2025-12-26T20:16:09.017288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:09.017340] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:09.017389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:09.017485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:09.104422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:09.105541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:09.105653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:09.105686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:09.250002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:09.250194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:09.250258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:09.250302] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:09.254357] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: UP (p=68.06%)
[2025-12-26T20:16:09.254740] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2025-12-26T20:16:09.254901] [INFO ] [sig       ] AMZZ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:09.452403] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AMZZ.txt
[2025-12-26T20:16:09.452564] [INFO ] [sig       ] [184/3548] Completed AMZZ in 0.5s | 2.82 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-26T20:16:09.452626] [INFO ] [sig       ] [185/3548] Forecasting AN...
[2025-12-26T20:16:09.452657] [INFO ] [sig       ] Generating forecast for: AN
[2025-12-26T20:16:09.452844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-12-26T20:16:09.465414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2025-12-26T20:16:09.465867] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-12-26T20:16:09.466754] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-12-26T20:16:09.466810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:09.466841] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:09.466867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:09.466927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:09.525379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:09.526315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:09.526409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:09.526444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:09.655314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:09.655473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:09.655516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:09.655547] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:09.659097] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: DOWN (p=9.08%)
[2025-12-26T20:16:09.659390] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-12-26T20:16:09.659524] [INFO ] [sig       ] AN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:09.805200] [INFO ] [LOCAL     ] Saved forecast: AN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AN.txt
[2025-12-26T20:16:09.805356] [INFO ] [sig       ] [185/3548] Completed AN in 0.4s | 2.82 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-26T20:16:09.805401] [INFO ] [sig       ] [186/3548] Forecasting ANAB...
[2025-12-26T20:16:09.805433] [INFO ] [sig       ] Generating forecast for: ANAB
[2025-12-26T20:16:09.805464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2025-12-26T20:16:09.822278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2025-12-26T20:16:09.822816] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2025-12-26T20:16:09.823944] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2025-12-26T20:16:09.824010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:09.824054] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:09.824091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:09.824175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:09.898284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:09.899818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:09.900027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:09.900078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:10.033406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:10.033585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:10.033630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:10.033658] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:10.037226] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: UP (p=90.71%)
[2025-12-26T20:16:10.037594] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2025-12-26T20:16:10.037745] [INFO ] [sig       ] ANAB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:10.183444] [INFO ] [LOCAL     ] Saved forecast: ANAB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ANAB.txt
[2025-12-26T20:16:10.183619] [INFO ] [sig       ] [186/3548] Completed ANAB in 0.4s | 2.82 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-26T20:16:10.183661] [INFO ] [sig       ] [187/3548] Forecasting ANDE...
[2025-12-26T20:16:10.183691] [INFO ] [sig       ] Generating forecast for: ANDE
[2025-12-26T20:16:10.183722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2025-12-26T20:16:10.195102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2025-12-26T20:16:10.195513] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2025-12-26T20:16:10.196382] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2025-12-26T20:16:10.196436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:10.196469] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:10.196495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:10.196553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:10.256494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:10.257669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:10.257755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:10.257788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:10.388182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:10.388340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:10.388384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:10.388414] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:10.392370] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: UP (p=63.92%)
[2025-12-26T20:16:10.392683] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2025-12-26T20:16:10.393029] [INFO ] [sig       ] ANDE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:10.550998] [INFO ] [LOCAL     ] Saved forecast: ANDE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ANDE.txt
[2025-12-26T20:16:10.551150] [INFO ] [sig       ] [187/3548] Completed ANDE in 0.4s | 2.82 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-26T20:16:10.551190] [INFO ] [sig       ] [188/3548] Forecasting ANF...
[2025-12-26T20:16:10.551220] [INFO ] [sig       ] Generating forecast for: ANF
[2025-12-26T20:16:10.551252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-12-26T20:16:10.564192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2025-12-26T20:16:10.564639] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-12-26T20:16:10.565960] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-12-26T20:16:10.566019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:10.566055] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:10.566087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:10.566160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:10.630888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:10.631849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:10.631940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:10.631974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:10.752481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:10.752651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:10.752700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:10.752730] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:10.756589] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=1.77%)
[2025-12-26T20:16:10.756886] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-12-26T20:16:10.757016] [INFO ] [sig       ] ANF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:10.898228] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ANF.txt
[2025-12-26T20:16:10.898386] [INFO ] [sig       ] [188/3548] Completed ANF in 0.3s | 2.82 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-26T20:16:10.898425] [INFO ] [sig       ] [189/3548] Forecasting ANGI...
[2025-12-26T20:16:10.898455] [INFO ] [sig       ] Generating forecast for: ANGI
[2025-12-26T20:16:10.898487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2025-12-26T20:16:10.910424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2025-12-26T20:16:10.910832] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2025-12-26T20:16:10.911704] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2025-12-26T20:16:10.911761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:10.911794] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:10.911823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:10.911883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:10.970153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:10.971075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:10.971156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:10.971189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:11.093049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:11.093200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:11.093242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:11.093286] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:11.097465] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: DOWN (p=10.40%)
[2025-12-26T20:16:11.097756] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2025-12-26T20:16:11.097881] [INFO ] [sig       ] ANGI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:11.239263] [INFO ] [LOCAL     ] Saved forecast: ANGI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ANGI.txt
[2025-12-26T20:16:11.239415] [INFO ] [sig       ] [189/3548] Completed ANGI in 0.3s | 2.82 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-26T20:16:11.239455] [INFO ] [sig       ] [190/3548] Forecasting ANGL...
[2025-12-26T20:16:11.239484] [INFO ] [sig       ] Generating forecast for: ANGL
[2025-12-26T20:16:11.239514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2025-12-26T20:16:11.250142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2025-12-26T20:16:11.250482] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2025-12-26T20:16:11.251283] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2025-12-26T20:16:11.251335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:11.251367] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:11.251394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:11.251453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:11.308537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:11.309401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:11.309513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:11.309547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:11.433537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:11.433702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:11.433745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:11.433774] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:11.437513] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: UP (p=51.72%)
[2025-12-26T20:16:11.437805] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2025-12-26T20:16:11.438126] [INFO ] [sig       ] ANGL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:11.583954] [INFO ] [LOCAL     ] Saved forecast: ANGL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ANGL.txt
[2025-12-26T20:16:11.584110] [INFO ] [sig       ] [190/3548] Completed ANGL in 0.3s | 2.82 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-26T20:16:11.584149] [INFO ] [sig       ] [191/3548] Forecasting ANGO...
[2025-12-26T20:16:11.584180] [INFO ] [sig       ] Generating forecast for: ANGO
[2025-12-26T20:16:11.584211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2025-12-26T20:16:11.596140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2025-12-26T20:16:11.596499] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2025-12-26T20:16:11.597297] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2025-12-26T20:16:11.597350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:11.597382] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:11.597409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:11.597467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:11.654809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:11.655621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:11.655713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:11.655745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:11.776642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:11.776797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:11.776838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:11.776867] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:11.780234] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: DOWN (p=42.38%)
[2025-12-26T20:16:11.780503] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2025-12-26T20:16:11.780646] [INFO ] [sig       ] ANGO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:11.922301] [INFO ] [LOCAL     ] Saved forecast: ANGO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ANGO.txt
[2025-12-26T20:16:11.922455] [INFO ] [sig       ] [191/3548] Completed ANGO in 0.3s | 2.82 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-26T20:16:11.922494] [INFO ] [sig       ] [192/3548] Forecasting ANIK...
[2025-12-26T20:16:11.922524] [INFO ] [sig       ] Generating forecast for: ANIK
[2025-12-26T20:16:11.922554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2025-12-26T20:16:11.933482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2025-12-26T20:16:11.933875] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2025-12-26T20:16:11.934682] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2025-12-26T20:16:11.934734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:11.934765] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:11.934790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:11.934847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:11.992938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:11.993804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:11.993886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:11.993919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:12.113964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:12.114112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:12.114153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:12.114181] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:12.117567] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: UP (p=52.94%)
[2025-12-26T20:16:12.117861] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2025-12-26T20:16:12.117989] [INFO ] [sig       ] ANIK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:12.257547] [INFO ] [LOCAL     ] Saved forecast: ANIK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ANIK.txt
[2025-12-26T20:16:12.257702] [INFO ] [sig       ] [192/3548] Completed ANIK in 0.3s | 2.82 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-26T20:16:12.257740] [INFO ] [sig       ] [193/3548] Forecasting ANIP...
[2025-12-26T20:16:12.257770] [INFO ] [sig       ] Generating forecast for: ANIP
[2025-12-26T20:16:12.257799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2025-12-26T20:16:12.269541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2025-12-26T20:16:12.269956] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2025-12-26T20:16:12.270815] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2025-12-26T20:16:12.270866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:12.270899] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:12.270941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:12.271005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:12.329457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:12.330339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:12.330424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:12.330456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:12.452479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:12.452647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:12.452691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:12.452721] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:12.456073] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: UP (p=77.90%)
[2025-12-26T20:16:12.456343] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2025-12-26T20:16:12.456465] [INFO ] [sig       ] ANIP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:12.599386] [INFO ] [LOCAL     ] Saved forecast: ANIP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ANIP.txt
[2025-12-26T20:16:12.599549] [INFO ] [sig       ] [193/3548] Completed ANIP in 0.3s | 2.82 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-26T20:16:12.599615] [INFO ] [sig       ] [194/3548] Forecasting ANIX...
[2025-12-26T20:16:12.599649] [INFO ] [sig       ] Generating forecast for: ANIX
[2025-12-26T20:16:12.599679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2025-12-26T20:16:12.610016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2025-12-26T20:16:12.610328] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2025-12-26T20:16:12.611121] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2025-12-26T20:16:12.611173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:12.611205] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:12.611232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:12.611290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:12.667495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:12.668242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:12.668320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:12.668352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:12.788658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:12.788785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:12.788828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:12.788856] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:12.792864] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: DOWN (p=20.43%)
[2025-12-26T20:16:12.793150] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2025-12-26T20:16:12.793278] [INFO ] [sig       ] ANIX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:12.938556] [INFO ] [LOCAL     ] Saved forecast: ANIX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ANIX.txt
[2025-12-26T20:16:12.938714] [INFO ] [sig       ] [194/3548] Completed ANIX in 0.3s | 2.82 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-26T20:16:12.938752] [INFO ] [sig       ] [195/3548] Forecasting ANNX...
[2025-12-26T20:16:12.938781] [INFO ] [sig       ] Generating forecast for: ANNX
[2025-12-26T20:16:12.938813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2025-12-26T20:16:12.949090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2025-12-26T20:16:12.949425] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2025-12-26T20:16:12.950280] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2025-12-26T20:16:12.950334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:12.950366] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:12.950393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:12.950451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:13.007441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:13.008072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:13.008163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:13.008203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:13.126533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:13.126700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:13.126743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:13.126774] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:13.130253] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: DOWN (p=49.26%)
[2025-12-26T20:16:13.130526] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2025-12-26T20:16:13.130678] [INFO ] [sig       ] ANNX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:13.277317] [INFO ] [LOCAL     ] Saved forecast: ANNX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ANNX.txt
[2025-12-26T20:16:13.277444] [INFO ] [sig       ] [195/3548] Completed ANNX in 0.3s | 2.82 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-26T20:16:13.277483] [INFO ] [sig       ] [196/3548] Forecasting ANTX...
[2025-12-26T20:16:13.277513] [INFO ] [sig       ] Generating forecast for: ANTX
[2025-12-26T20:16:13.277543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2025-12-26T20:16:13.288526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2025-12-26T20:16:13.288908] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2025-12-26T20:16:13.289763] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2025-12-26T20:16:13.289817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:13.289850] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:13.289878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:13.289937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:13.347144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:13.347851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:13.347938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:13.347970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:13.461151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:13.461296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:13.461337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:13.461366] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:13.464798] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: UP (p=94.17%)
[2025-12-26T20:16:13.465064] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2025-12-26T20:16:13.465185] [INFO ] [sig       ] ANTX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:13.607977] [INFO ] [LOCAL     ] Saved forecast: ANTX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ANTX.txt
[2025-12-26T20:16:13.608098] [INFO ] [sig       ] [196/3548] Completed ANTX in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-26T20:16:13.608136] [INFO ] [sig       ] [197/3548] Forecasting ANVS...
[2025-12-26T20:16:13.608166] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-12-26T20:16:13.608202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-12-26T20:16:13.619489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2025-12-26T20:16:13.619909] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-12-26T20:16:13.620775] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-12-26T20:16:13.620830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:13.620889] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:13.620918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:13.620978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:13.678441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:13.679092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:13.679168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:13.679200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:13.797149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:13.797274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:13.797313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:13.797342] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:13.800643] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: UP (p=82.13%)
[2025-12-26T20:16:13.800911] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-12-26T20:16:13.801034] [INFO ] [sig       ] ANVS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:13.940992] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ANVS.txt
[2025-12-26T20:16:13.941101] [INFO ] [sig       ] [197/3548] Completed ANVS in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-26T20:16:13.941140] [INFO ] [sig       ] [198/3548] Forecasting AOD...
[2025-12-26T20:16:13.941170] [INFO ] [sig       ] Generating forecast for: AOD
[2025-12-26T20:16:13.941199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-12-26T20:16:13.951877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2025-12-26T20:16:13.952184] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-12-26T20:16:13.953014] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-12-26T20:16:13.953067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:13.953101] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:13.953128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:13.953187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:14.011046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:14.011659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:14.011735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:14.011767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:14.132385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:14.132525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:14.132584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:14.132617] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:14.135972] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: UP (p=96.31%)
[2025-12-26T20:16:14.136240] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-12-26T20:16:14.136366] [INFO ] [sig       ] AOD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:14.276339] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AOD.txt
[2025-12-26T20:16:14.276460] [INFO ] [sig       ] [198/3548] Completed AOD in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-26T20:16:14.276499] [INFO ] [sig       ] [199/3548] Forecasting AOHY...
[2025-12-26T20:16:14.276528] [INFO ] [sig       ] Generating forecast for: AOHY
[2025-12-26T20:16:14.276557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2025-12-26T20:16:14.287280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2025-12-26T20:16:14.287628] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2025-12-26T20:16:14.288432] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2025-12-26T20:16:14.288485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:14.288517] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:14.288545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:14.288645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:14.346483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:14.347132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:14.347209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:14.347240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:14.460913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:14.461039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:14.461080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:14.461108] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:14.464416] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: UP (p=71.27%)
[2025-12-26T20:16:14.464703] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2025-12-26T20:16:14.464827] [INFO ] [sig       ] AOHY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:14.605831] [INFO ] [LOCAL     ] Saved forecast: AOHY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AOHY.txt
[2025-12-26T20:16:14.605982] [INFO ] [sig       ] [199/3548] Completed AOHY in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-26T20:16:14.606020] [INFO ] [sig       ] [200/3548] Forecasting AON...
[2025-12-26T20:16:14.606049] [INFO ] [sig       ] Generating forecast for: AON
[2025-12-26T20:16:14.606081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-12-26T20:16:14.617113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2025-12-26T20:16:14.617438] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-12-26T20:16:14.618250] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-12-26T20:16:14.618304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:14.618337] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:14.618364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:14.618424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:14.675716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:14.676406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:14.676485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:14.676518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:14.799026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:14.799174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:14.799214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:14.799272] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:14.802687] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-26T20:16:14.802959] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-12-26T20:16:14.803081] [INFO ] [sig       ] AON: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:14.943620] [INFO ] [LOCAL     ] Saved forecast: AON	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AON.txt
[2025-12-26T20:16:14.943750] [INFO ] [sig       ] [200/3548] Completed AON in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-26T20:16:14.943789] [INFO ] [sig       ] [201/3548] Forecasting AOS...
[2025-12-26T20:16:14.943818] [INFO ] [sig       ] Generating forecast for: AOS
[2025-12-26T20:16:14.943848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-12-26T20:16:14.954805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2025-12-26T20:16:14.955110] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-12-26T20:16:14.955932] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-12-26T20:16:14.955984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:14.956016] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:14.956044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:14.956104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:15.016868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:15.017507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:15.017600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:15.017635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:15.141372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:15.141532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:15.141604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:15.141643] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:15.145192] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=85.74%)
[2025-12-26T20:16:15.145518] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-12-26T20:16:15.145679] [INFO ] [sig       ] AOS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:15.289529] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AOS.txt
[2025-12-26T20:16:15.289683] [INFO ] [sig       ] [201/3548] Completed AOS in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-26T20:16:15.289729] [INFO ] [sig       ] [202/3548] Forecasting AOSL...
[2025-12-26T20:16:15.289759] [INFO ] [sig       ] Generating forecast for: AOSL
[2025-12-26T20:16:15.289788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2025-12-26T20:16:15.302378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2025-12-26T20:16:15.302780] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2025-12-26T20:16:15.303588] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2025-12-26T20:16:15.303649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:15.303686] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:15.303718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:15.303787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:15.361601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:15.362367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:15.362448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:15.362481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:15.486838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:15.486996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:15.487041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:15.487072] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:15.491754] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: UP (p=99.26%)
[2025-12-26T20:16:15.492098] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2025-12-26T20:16:15.492255] [INFO ] [sig       ] AOSL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:15.634221] [INFO ] [LOCAL     ] Saved forecast: AOSL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AOSL.txt
[2025-12-26T20:16:15.634373] [INFO ] [sig       ] [202/3548] Completed AOSL in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-26T20:16:15.634418] [INFO ] [sig       ] [203/3548] Forecasting AP...
[2025-12-26T20:16:15.634447] [INFO ] [sig       ] Generating forecast for: AP
[2025-12-26T20:16:15.634479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-12-26T20:16:15.645855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2025-12-26T20:16:15.646203] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-12-26T20:16:15.647029] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-12-26T20:16:15.647082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:15.647112] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:15.647138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:15.647195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:15.703635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:15.704333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:15.704415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:15.704446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:15.820072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:15.820218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:15.820261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:15.820289] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:15.823665] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: DOWN (p=0.58%)
[2025-12-26T20:16:15.823940] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-12-26T20:16:15.824063] [INFO ] [sig       ] AP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:15.962440] [INFO ] [LOCAL     ] Saved forecast: AP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AP.txt
[2025-12-26T20:16:15.962599] [INFO ] [sig       ] [203/3548] Completed AP in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-26T20:16:15.962640] [INFO ] [sig       ] [204/3548] Forecasting APA...
[2025-12-26T20:16:15.962670] [INFO ] [sig       ] Generating forecast for: APA
[2025-12-26T20:16:15.962699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2025-12-26T20:16:15.973928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2025-12-26T20:16:15.974280] [INFO ] [FORECASTER] Starting predict_future for APA
[2025-12-26T20:16:15.975083] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2025-12-26T20:16:15.975134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:15.975166] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:15.975192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:15.975250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:16.032555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:16.033382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:16.033464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:16.033495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:16.155283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:16.155435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:16.155476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:16.155504] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:16.158908] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: DOWN (p=2.41%)
[2025-12-26T20:16:16.159184] [INFO ] [FORECASTER] Completed predict_future for APA
[2025-12-26T20:16:16.159308] [INFO ] [sig       ] APA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:16.299727] [INFO ] [LOCAL     ] Saved forecast: APA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/APA.txt
[2025-12-26T20:16:16.299859] [INFO ] [sig       ] [204/3548] Completed APA in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-26T20:16:16.299898] [INFO ] [sig       ] [205/3548] Forecasting APAM...
[2025-12-26T20:16:16.299928] [INFO ] [sig       ] Generating forecast for: APAM
[2025-12-26T20:16:16.299958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-12-26T20:16:16.311490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APAM'.
[2025-12-26T20:16:16.311858] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-12-26T20:16:16.312658] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-12-26T20:16:16.312711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:16.312743] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:16.312770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:16.312829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:16.373478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:16.374354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:16.374440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:16.374472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:16.497235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:16.497385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:16.497428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:16.497457] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:16.501314] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: DOWN (p=8.10%)
[2025-12-26T20:16:16.501609] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-12-26T20:16:16.501739] [INFO ] [sig       ] APAM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:16.650454] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/APAM.txt
[2025-12-26T20:16:16.650609] [INFO ] [sig       ] [205/3548] Completed APAM in 0.4s | 2.83 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-26T20:16:16.650652] [INFO ] [sig       ] [206/3548] Forecasting APD...
[2025-12-26T20:16:16.650683] [INFO ] [sig       ] Generating forecast for: APD
[2025-12-26T20:16:16.650714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-12-26T20:16:16.661814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2025-12-26T20:16:16.662139] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-12-26T20:16:16.662994] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-12-26T20:16:16.663081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:16.663116] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:16.663145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:16.663205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:16.722949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:16.723619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:16.723699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:16.723737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:16.848376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:16.848538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:16.848599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:16.848632] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:16.852136] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: DOWN (p=3.53%)
[2025-12-26T20:16:16.852413] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-12-26T20:16:16.852541] [INFO ] [sig       ] APD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:16.996618] [INFO ] [LOCAL     ] Saved forecast: APD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/APD.txt
[2025-12-26T20:16:16.996761] [INFO ] [sig       ] [206/3548] Completed APD in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-26T20:16:16.996802] [INFO ] [sig       ] [207/3548] Forecasting APEI...
[2025-12-26T20:16:16.996832] [INFO ] [sig       ] Generating forecast for: APEI
[2025-12-26T20:16:16.996861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'.
[2025-12-26T20:16:17.008941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APEI'.
[2025-12-26T20:16:17.009331] [INFO ] [FORECASTER] Starting predict_future for APEI
[2025-12-26T20:16:17.010157] [DEBUG] [LOCAL     ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt
[2025-12-26T20:16:17.010209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:17.010241] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:17.010269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:17.010327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:17.068197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:17.069134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:17.069259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:17.069292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:17.186823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:17.186980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:17.187022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:17.187050] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:17.190512] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: UP (p=71.80%)
[2025-12-26T20:16:17.190824] [INFO ] [FORECASTER] Completed predict_future for APEI
[2025-12-26T20:16:17.190956] [INFO ] [sig       ] APEI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:17.336252] [INFO ] [LOCAL     ] Saved forecast: APEI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/APEI.txt
[2025-12-26T20:16:17.336419] [INFO ] [sig       ] [207/3548] Completed APEI in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-26T20:16:17.336458] [INFO ] [sig       ] [208/3548] Forecasting APG...
[2025-12-26T20:16:17.336489] [INFO ] [sig       ] Generating forecast for: APG
[2025-12-26T20:16:17.336518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-12-26T20:16:17.348776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2025-12-26T20:16:17.349201] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-12-26T20:16:17.350179] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-12-26T20:16:17.350237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:17.350269] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:17.350296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:17.350355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:17.408978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:17.409882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:17.409969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:17.410001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:17.533559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:17.533736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:17.533781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:17.533809] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:17.537619] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: DOWN (p=31.65%)
[2025-12-26T20:16:17.538155] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-12-26T20:16:17.538303] [INFO ] [sig       ] APG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:17.696671] [INFO ] [LOCAL     ] Saved forecast: APG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/APG.txt
[2025-12-26T20:16:17.696830] [INFO ] [sig       ] [208/3548] Completed APG in 0.4s | 2.83 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-26T20:16:17.696870] [INFO ] [sig       ] [209/3548] Forecasting APGE...
[2025-12-26T20:16:17.696899] [INFO ] [sig       ] Generating forecast for: APGE
[2025-12-26T20:16:17.696929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2025-12-26T20:16:17.708466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2025-12-26T20:16:17.708916] [INFO ] [FORECASTER] Starting predict_future for APGE
[2025-12-26T20:16:17.709768] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2025-12-26T20:16:17.709823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:17.709855] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:17.709882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:17.709941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:17.770177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:17.771132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:17.771224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:17.771257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:17.898752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:17.898927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:17.898972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:17.899001] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:17.902692] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: UP (p=62.18%)
[2025-12-26T20:16:17.902999] [INFO ] [FORECASTER] Completed predict_future for APGE
[2025-12-26T20:16:17.903139] [INFO ] [sig       ] APGE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:18.046664] [INFO ] [LOCAL     ] Saved forecast: APGE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/APGE.txt
[2025-12-26T20:16:18.046813] [INFO ] [sig       ] [209/3548] Completed APGE in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-26T20:16:18.046859] [INFO ] [sig       ] [210/3548] Forecasting APH...
[2025-12-26T20:16:18.046890] [INFO ] [sig       ] Generating forecast for: APH
[2025-12-26T20:16:18.046920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-12-26T20:16:18.057969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2025-12-26T20:16:18.058328] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-12-26T20:16:18.059144] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-12-26T20:16:18.059196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:18.059228] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:18.059254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:18.059312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:18.118685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:18.119521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:18.119625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:18.119659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:18.242521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:18.242687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:18.242729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:18.242759] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:18.246128] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: DOWN (p=34.05%)
[2025-12-26T20:16:18.246402] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-12-26T20:16:18.246525] [INFO ] [sig       ] APH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:18.385455] [INFO ] [LOCAL     ] Saved forecast: APH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/APH.txt
[2025-12-26T20:16:18.385631] [INFO ] [sig       ] [210/3548] Completed APH in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-26T20:16:18.385674] [INFO ] [sig       ] [211/3548] Forecasting API...
[2025-12-26T20:16:18.385702] [INFO ] [sig       ] Generating forecast for: API
[2025-12-26T20:16:18.385734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2025-12-26T20:16:18.396447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2025-12-26T20:16:18.396822] [INFO ] [FORECASTER] Starting predict_future for API
[2025-12-26T20:16:18.397623] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2025-12-26T20:16:18.397675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:18.397706] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:18.397733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:18.397795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:18.455018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:18.455730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:18.455811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:18.455845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:18.573851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:18.574003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:18.574044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:18.574075] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:18.577536] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: UP (p=55.43%)
[2025-12-26T20:16:18.577855] [INFO ] [FORECASTER] Completed predict_future for API
[2025-12-26T20:16:18.578006] [INFO ] [sig       ] API: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:18.718615] [INFO ] [LOCAL     ] Saved forecast: API	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/API.txt
[2025-12-26T20:16:18.718741] [INFO ] [sig       ] [211/3548] Completed API in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-26T20:16:18.718779] [INFO ] [sig       ] [212/3548] Forecasting APLD...
[2025-12-26T20:16:18.718808] [INFO ] [sig       ] Generating forecast for: APLD
[2025-12-26T20:16:18.718838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2025-12-26T20:16:18.730126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2025-12-26T20:16:18.730467] [INFO ] [FORECASTER] Starting predict_future for APLD
[2025-12-26T20:16:18.731249] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2025-12-26T20:16:18.731300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:18.731331] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:18.731358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:18.731419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:18.788646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:18.789373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:18.789455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:18.789488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:18.909192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:18.909338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:18.909380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:18.909408] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:18.912753] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: UP (p=74.78%)
[2025-12-26T20:16:18.913022] [INFO ] [FORECASTER] Completed predict_future for APLD
[2025-12-26T20:16:18.913142] [INFO ] [sig       ] APLD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:19.053217] [INFO ] [LOCAL     ] Saved forecast: APLD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/APLD.txt
[2025-12-26T20:16:19.053352] [INFO ] [sig       ] [212/3548] Completed APLD in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-26T20:16:19.053391] [INFO ] [sig       ] [213/3548] Forecasting APLE...
[2025-12-26T20:16:19.053421] [INFO ] [sig       ] Generating forecast for: APLE
[2025-12-26T20:16:19.053451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-12-26T20:16:19.064610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2025-12-26T20:16:19.064948] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-12-26T20:16:19.065744] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-12-26T20:16:19.065803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:19.065835] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:19.065862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:19.065919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:19.122199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:19.122818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:19.122893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:19.122926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:19.236896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:19.237043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:19.237102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:19.237133] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:19.240495] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: UP (p=62.96%)
[2025-12-26T20:16:19.240782] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-12-26T20:16:19.240907] [INFO ] [sig       ] APLE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:19.380307] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/APLE.txt
[2025-12-26T20:16:19.380426] [INFO ] [sig       ] [213/3548] Completed APLE in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-26T20:16:19.380463] [INFO ] [sig       ] [214/3548] Forecasting APLS...
[2025-12-26T20:16:19.380492] [INFO ] [sig       ] Generating forecast for: APLS
[2025-12-26T20:16:19.380521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2025-12-26T20:16:19.391335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2025-12-26T20:16:19.391680] [INFO ] [FORECASTER] Starting predict_future for APLS
[2025-12-26T20:16:19.392446] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2025-12-26T20:16:19.392497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:19.392554] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:19.392601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:19.392661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:19.449275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:19.449940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:19.450017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:19.450049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:19.572149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:19.572295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:19.572338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:19.572366] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:19.575746] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: DOWN (p=25.04%)
[2025-12-26T20:16:19.576013] [INFO ] [FORECASTER] Completed predict_future for APLS
[2025-12-26T20:16:19.576136] [INFO ] [sig       ] APLS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:19.721770] [INFO ] [LOCAL     ] Saved forecast: APLS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/APLS.txt
[2025-12-26T20:16:19.722120] [INFO ] [sig       ] [214/3548] Completed APLS in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-26T20:16:19.722160] [INFO ] [sig       ] [215/3548] Forecasting APM...
[2025-12-26T20:16:19.722190] [INFO ] [sig       ] Generating forecast for: APM
[2025-12-26T20:16:19.722219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'.
[2025-12-26T20:16:19.733253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APM'.
[2025-12-26T20:16:19.733603] [INFO ] [FORECASTER] Starting predict_future for APM
[2025-12-26T20:16:19.734420] [DEBUG] [LOCAL     ] No optimal features file found for APM: ./output/feature-sets/APM.txt
[2025-12-26T20:16:19.734472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:19.734504] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:19.734530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:19.734606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:19.791302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:19.792051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:19.792165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:19.792198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:19.907947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:19.908096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:19.908138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:19.908166] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:19.911532] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: UP (p=74.76%)
[2025-12-26T20:16:19.911826] [INFO ] [FORECASTER] Completed predict_future for APM
[2025-12-26T20:16:19.911951] [INFO ] [sig       ] APM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:20.059281] [INFO ] [LOCAL     ] Saved forecast: APM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/APM.txt
[2025-12-26T20:16:20.059445] [INFO ] [sig       ] [215/3548] Completed APM in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-26T20:16:20.059487] [INFO ] [sig       ] [216/3548] Forecasting APO...
[2025-12-26T20:16:20.059517] [INFO ] [sig       ] Generating forecast for: APO
[2025-12-26T20:16:20.059550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-12-26T20:16:20.073259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2025-12-26T20:16:20.073744] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-12-26T20:16:20.074642] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-12-26T20:16:20.074696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:20.074729] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:20.074757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:20.074816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:20.148973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:20.150067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:20.150170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:20.150220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:20.274242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:20.274379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:20.274420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:20.274447] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:20.277759] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=3.92%)
[2025-12-26T20:16:20.278025] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-12-26T20:16:20.278151] [INFO ] [sig       ] APO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:20.418717] [INFO ] [LOCAL     ] Saved forecast: APO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/APO.txt
[2025-12-26T20:16:20.418849] [INFO ] [sig       ] [216/3548] Completed APO in 0.4s | 2.84 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-26T20:16:20.418917] [INFO ] [sig       ] [217/3548] Forecasting APOG...
[2025-12-26T20:16:20.418950] [INFO ] [sig       ] Generating forecast for: APOG
[2025-12-26T20:16:20.418983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2025-12-26T20:16:20.429845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOG'.
[2025-12-26T20:16:20.430178] [INFO ] [FORECASTER] Starting predict_future for APOG
[2025-12-26T20:16:20.430980] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2025-12-26T20:16:20.431032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:20.431078] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:20.431107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:20.431166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:20.488660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:20.489350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:20.489429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:20.489462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:20.615988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:20.616144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:20.616186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:20.616256] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:20.619966] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: UP (p=78.83%)
[2025-12-26T20:16:20.620296] [INFO ] [FORECASTER] Completed predict_future for APOG
[2025-12-26T20:16:20.620441] [INFO ] [sig       ] APOG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:20.764541] [INFO ] [LOCAL     ] Saved forecast: APOG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/APOG.txt
[2025-12-26T20:16:20.764698] [INFO ] [sig       ] [217/3548] Completed APOG in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-26T20:16:20.764737] [INFO ] [sig       ] [218/3548] Forecasting APP...
[2025-12-26T20:16:20.764766] [INFO ] [sig       ] Generating forecast for: APP
[2025-12-26T20:16:20.764798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2025-12-26T20:16:20.775731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2025-12-26T20:16:20.776082] [INFO ] [FORECASTER] Starting predict_future for APP
[2025-12-26T20:16:20.776885] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2025-12-26T20:16:20.776937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:20.776968] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:20.776994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:20.777051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:20.833102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:20.833758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:20.833836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:20.833868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:20.948134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:20.948280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:20.948322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:20.948351] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:20.951774] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: UP (p=85.72%)
[2025-12-26T20:16:20.952047] [INFO ] [FORECASTER] Completed predict_future for APP
[2025-12-26T20:16:20.952173] [INFO ] [sig       ] APP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:21.090943] [INFO ] [LOCAL     ] Saved forecast: APP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/APP.txt
[2025-12-26T20:16:21.091074] [INFO ] [sig       ] [218/3548] Completed APP in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-26T20:16:21.091112] [INFO ] [sig       ] [219/3548] Forecasting APPF...
[2025-12-26T20:16:21.091141] [INFO ] [sig       ] Generating forecast for: APPF
[2025-12-26T20:16:21.091170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2025-12-26T20:16:21.102000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2025-12-26T20:16:21.102341] [INFO ] [FORECASTER] Starting predict_future for APPF
[2025-12-26T20:16:21.103148] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2025-12-26T20:16:21.103201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:21.103232] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:21.103258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:21.103315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:21.162411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:21.163285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:21.163368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:21.163399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:21.280749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:21.280906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:21.280947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:21.280977] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:21.284355] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: UP (p=77.23%)
[2025-12-26T20:16:21.284653] [INFO ] [FORECASTER] Completed predict_future for APPF
[2025-12-26T20:16:21.284783] [INFO ] [sig       ] APPF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:21.432377] [INFO ] [LOCAL     ] Saved forecast: APPF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/APPF.txt
[2025-12-26T20:16:21.432543] [INFO ] [sig       ] [219/3548] Completed APPF in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-26T20:16:21.432618] [INFO ] [sig       ] [220/3548] Forecasting APPN...
[2025-12-26T20:16:21.432652] [INFO ] [sig       ] Generating forecast for: APPN
[2025-12-26T20:16:21.432688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2025-12-26T20:16:21.443986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2025-12-26T20:16:21.444388] [INFO ] [FORECASTER] Starting predict_future for APPN
[2025-12-26T20:16:21.445251] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2025-12-26T20:16:21.445318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:21.445365] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:21.445402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:21.445469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:21.509820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:21.510901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:21.510986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:21.511204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:21.631494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:21.631665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:21.631709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:21.631736] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:21.635105] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: UP (p=88.46%)
[2025-12-26T20:16:21.635380] [INFO ] [FORECASTER] Completed predict_future for APPN
[2025-12-26T20:16:21.635506] [INFO ] [sig       ] APPN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:21.774146] [INFO ] [LOCAL     ] Saved forecast: APPN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/APPN.txt
[2025-12-26T20:16:21.774285] [INFO ] [sig       ] [220/3548] Completed APPN in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-26T20:16:21.774323] [INFO ] [sig       ] [221/3548] Forecasting APPS...
[2025-12-26T20:16:21.774352] [INFO ] [sig       ] Generating forecast for: APPS
[2025-12-26T20:16:21.774388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2025-12-26T20:16:21.785274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2025-12-26T20:16:21.785642] [INFO ] [FORECASTER] Starting predict_future for APPS
[2025-12-26T20:16:21.786419] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2025-12-26T20:16:21.786470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:21.786502] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:21.786527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:21.786608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:21.844044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:21.844736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:21.844817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:21.844849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:21.963527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:21.963699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:21.963742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:21.963771] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:21.967178] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: DOWN (p=11.89%)
[2025-12-26T20:16:21.967456] [INFO ] [FORECASTER] Completed predict_future for APPS
[2025-12-26T20:16:21.967601] [INFO ] [sig       ] APPS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:22.106286] [INFO ] [LOCAL     ] Saved forecast: APPS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/APPS.txt
[2025-12-26T20:16:22.106418] [INFO ] [sig       ] [221/3548] Completed APPS in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-26T20:16:22.106457] [INFO ] [sig       ] [222/3548] Forecasting APYX...
[2025-12-26T20:16:22.106486] [INFO ] [sig       ] Generating forecast for: APYX
[2025-12-26T20:16:22.106517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2025-12-26T20:16:22.117505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2025-12-26T20:16:22.117882] [INFO ] [FORECASTER] Starting predict_future for APYX
[2025-12-26T20:16:22.118678] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2025-12-26T20:16:22.118731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:22.118762] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:22.118789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:22.118847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:22.175150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:22.175792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:22.175869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:22.175902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:22.289050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:22.289201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:22.289243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:22.289272] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:22.292669] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: DOWN (p=42.84%)
[2025-12-26T20:16:22.292940] [INFO ] [FORECASTER] Completed predict_future for APYX
[2025-12-26T20:16:22.293063] [INFO ] [sig       ] APYX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:22.432219] [INFO ] [LOCAL     ] Saved forecast: APYX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/APYX.txt
[2025-12-26T20:16:22.432354] [INFO ] [sig       ] [222/3548] Completed APYX in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-26T20:16:22.432393] [INFO ] [sig       ] [223/3548] Forecasting AQMS...
[2025-12-26T20:16:22.432422] [INFO ] [sig       ] Generating forecast for: AQMS
[2025-12-26T20:16:22.432451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2025-12-26T20:16:22.443600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2025-12-26T20:16:22.443947] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2025-12-26T20:16:22.444751] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2025-12-26T20:16:22.444804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:22.444835] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:22.444862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:22.444919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:22.501472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:22.502314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:22.502395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:22.502428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:22.613317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:22.613447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:22.613487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:22.613515] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:22.616809] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: UP (p=88.20%)
[2025-12-26T20:16:22.617077] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2025-12-26T20:16:22.617201] [INFO ] [sig       ] AQMS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:22.759438] [INFO ] [LOCAL     ] Saved forecast: AQMS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AQMS.txt
[2025-12-26T20:16:22.759564] [INFO ] [sig       ] [223/3548] Completed AQMS in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-26T20:16:22.759619] [INFO ] [sig       ] [224/3548] Forecasting AQN...
[2025-12-26T20:16:22.759649] [INFO ] [sig       ] Generating forecast for: AQN
[2025-12-26T20:16:22.759679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-12-26T20:16:22.770478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2025-12-26T20:16:22.770819] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-12-26T20:16:22.771625] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-12-26T20:16:22.771676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:22.771707] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:22.771735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:22.771792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:22.827853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:22.828466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:22.828598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:22.828635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:22.948432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:22.948597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:22.948642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:22.948687] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:22.952081] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=3.53%)
[2025-12-26T20:16:22.952350] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-12-26T20:16:22.952474] [INFO ] [sig       ] AQN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:23.099974] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AQN.txt
[2025-12-26T20:16:23.100134] [INFO ] [sig       ] [224/3548] Completed AQN in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-26T20:16:23.100175] [INFO ] [sig       ] [225/3548] Forecasting AQNB...
[2025-12-26T20:16:23.100206] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-12-26T20:16:23.100239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-12-26T20:16:23.113411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2025-12-26T20:16:23.113774] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-12-26T20:16:23.114564] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-12-26T20:16:23.114636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:23.114670] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:23.114698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:23.114759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:23.176871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:23.177684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:23.177772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:23.177805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:23.295486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:23.295661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:23.295707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:23.295737] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:23.299433] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: DOWN (p=19.91%)
[2025-12-26T20:16:23.299734] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-12-26T20:16:23.299873] [INFO ] [sig       ] AQNB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:23.452525] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AQNB.txt
[2025-12-26T20:16:23.452665] [INFO ] [sig       ] [225/3548] Completed AQNB in 0.4s | 2.84 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-26T20:16:23.452706] [INFO ] [sig       ] [226/3548] Forecasting ARBB...
[2025-12-26T20:16:23.452738] [INFO ] [sig       ] Generating forecast for: ARBB
[2025-12-26T20:16:23.452771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2025-12-26T20:16:23.464858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2025-12-26T20:16:23.465212] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2025-12-26T20:16:23.466051] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2025-12-26T20:16:23.466106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:23.466138] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:23.466165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:23.466224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:23.530269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:23.531157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:23.531260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:23.531307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:23.653885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:23.654045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:23.654107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:23.654146] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:23.658303] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: DOWN (p=22.48%)
[2025-12-26T20:16:23.658627] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2025-12-26T20:16:23.658763] [INFO ] [sig       ] ARBB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:23.808206] [INFO ] [LOCAL     ] Saved forecast: ARBB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ARBB.txt
[2025-12-26T20:16:23.808345] [INFO ] [sig       ] [226/3548] Completed ARBB in 0.4s | 2.84 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-26T20:16:23.808387] [INFO ] [sig       ] [227/3548] Forecasting ARBE...
[2025-12-26T20:16:23.808418] [INFO ] [sig       ] Generating forecast for: ARBE
[2025-12-26T20:16:23.808449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2025-12-26T20:16:23.820870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2025-12-26T20:16:23.821235] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2025-12-26T20:16:23.822191] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2025-12-26T20:16:23.822245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:23.822279] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:23.822308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:23.822368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:23.885453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:23.886168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:23.886252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:23.886285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:24.017650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:24.017790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:24.017832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:24.017863] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:24.021633] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: DOWN (p=43.75%)
[2025-12-26T20:16:24.021925] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2025-12-26T20:16:24.022054] [INFO ] [sig       ] ARBE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:24.172276] [INFO ] [LOCAL     ] Saved forecast: ARBE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ARBE.txt
[2025-12-26T20:16:24.172443] [INFO ] [sig       ] [227/3548] Completed ARBE in 0.4s | 2.84 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-26T20:16:24.172490] [INFO ] [sig       ] [228/3548] Forecasting ARCB...
[2025-12-26T20:16:24.172522] [INFO ] [sig       ] Generating forecast for: ARCB
[2025-12-26T20:16:24.172561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2025-12-26T20:16:24.184804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2025-12-26T20:16:24.185162] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2025-12-26T20:16:24.186079] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2025-12-26T20:16:24.186145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:24.186185] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:24.186213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:24.186289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:24.253468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:24.254478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:24.254586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:24.254624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:24.388933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:24.389091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:24.389135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:24.389165] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:24.392751] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: DOWN (p=32.82%)
[2025-12-26T20:16:24.393038] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2025-12-26T20:16:24.393167] [INFO ] [sig       ] ARCB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:24.544124] [INFO ] [LOCAL     ] Saved forecast: ARCB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ARCB.txt
[2025-12-26T20:16:24.544284] [INFO ] [sig       ] [228/3548] Completed ARCB in 0.4s | 2.84 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-26T20:16:24.544326] [INFO ] [sig       ] [229/3548] Forecasting ARCC...
[2025-12-26T20:16:24.544359] [INFO ] [sig       ] Generating forecast for: ARCC
[2025-12-26T20:16:24.544391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2025-12-26T20:16:24.556354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2025-12-26T20:16:24.556769] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2025-12-26T20:16:24.557647] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2025-12-26T20:16:24.557700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:24.557733] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:24.557761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:24.557820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:24.622180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:24.623126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:24.623221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:24.623265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:24.755427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:24.755601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:24.755646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:24.755677] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:24.759541] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: DOWN (p=1.60%)
[2025-12-26T20:16:24.759867] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2025-12-26T20:16:24.760033] [INFO ] [sig       ] ARCC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:24.915304] [INFO ] [LOCAL     ] Saved forecast: ARCC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ARCC.txt
[2025-12-26T20:16:24.915477] [INFO ] [sig       ] [229/3548] Completed ARCC in 0.4s | 2.84 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-26T20:16:24.915519] [INFO ] [sig       ] [230/3548] Forecasting ARCO...
[2025-12-26T20:16:24.915551] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-12-26T20:16:24.915600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-12-26T20:16:24.930706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2025-12-26T20:16:24.931186] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-12-26T20:16:24.932189] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-12-26T20:16:24.932270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:24.932311] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:24.932345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:24.932423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:25.003643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:25.004634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:25.004743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:25.004788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:25.127833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:25.127987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:25.128031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:25.128061] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:25.131820] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: UP (p=60.54%)
[2025-12-26T20:16:25.132149] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-12-26T20:16:25.132283] [INFO ] [sig       ] ARCO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:25.291431] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ARCO.txt
[2025-12-26T20:16:25.291604] [INFO ] [sig       ] [230/3548] Completed ARCO in 0.4s | 2.84 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-26T20:16:25.291646] [INFO ] [sig       ] [231/3548] Forecasting ARDC...
[2025-12-26T20:16:25.291676] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-12-26T20:16:25.291708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-12-26T20:16:25.307972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2025-12-26T20:16:25.308502] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-12-26T20:16:25.309837] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-12-26T20:16:25.309925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:25.310050] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:25.310111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:25.310207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:25.383254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:25.384177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:25.384273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:25.384307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:25.504780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:25.504939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:25.504984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:25.505012] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:25.508613] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-12-26T20:16:25.508942] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-12-26T20:16:25.509102] [INFO ] [sig       ] ARDC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:25.649504] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ARDC.txt
[2025-12-26T20:16:25.649690] [INFO ] [sig       ] [231/3548] Completed ARDC in 0.4s | 2.84 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-26T20:16:25.649732] [INFO ] [sig       ] [232/3548] Forecasting ARDX...
[2025-12-26T20:16:25.649761] [INFO ] [sig       ] Generating forecast for: ARDX
[2025-12-26T20:16:25.649794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2025-12-26T20:16:25.661386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2025-12-26T20:16:25.661812] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2025-12-26T20:16:25.662735] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2025-12-26T20:16:25.662791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:25.662824] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:25.662852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:25.662914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:25.724231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:25.725196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:25.725283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:25.725316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:25.849649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:25.849808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:25.849851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:25.849880] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:25.853313] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: DOWN (p=12.39%)
[2025-12-26T20:16:25.853619] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2025-12-26T20:16:25.853748] [INFO ] [sig       ] ARDX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:25.995471] [INFO ] [LOCAL     ] Saved forecast: ARDX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ARDX.txt
[2025-12-26T20:16:25.995644] [INFO ] [sig       ] [232/3548] Completed ARDX in 0.3s | 2.84 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-26T20:16:25.995687] [INFO ] [sig       ] [233/3548] Forecasting ARE...
[2025-12-26T20:16:25.995718] [INFO ] [sig       ] Generating forecast for: ARE
[2025-12-26T20:16:25.995748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-12-26T20:16:26.006476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2025-12-26T20:16:26.006854] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-12-26T20:16:26.007648] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-12-26T20:16:26.007699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:26.007732] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:26.007758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:26.007816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:26.065774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:26.066666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:26.066749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:26.066782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:26.190656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:26.190827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:26.190875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:26.190906] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:26.194364] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: DOWN (p=4.67%)
[2025-12-26T20:16:26.194677] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-12-26T20:16:26.194808] [INFO ] [sig       ] ARE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:26.334527] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ARE.txt
[2025-12-26T20:16:26.334672] [INFO ] [sig       ] [233/3548] Completed ARE in 0.3s | 2.84 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-26T20:16:26.334712] [INFO ] [sig       ] [234/3548] Forecasting AREC...
[2025-12-26T20:16:26.334741] [INFO ] [sig       ] Generating forecast for: AREC
[2025-12-26T20:16:26.334771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2025-12-26T20:16:26.346367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2025-12-26T20:16:26.346751] [INFO ] [FORECASTER] Starting predict_future for AREC
[2025-12-26T20:16:26.347640] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2025-12-26T20:16:26.347697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:26.347731] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:26.347759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:26.347820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:26.407892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:26.408630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:26.408713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:26.408748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:26.530703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:26.530856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:26.530898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:26.530991] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:26.535534] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: UP (p=98.68%)
[2025-12-26T20:16:26.535922] [INFO ] [FORECASTER] Completed predict_future for AREC
[2025-12-26T20:16:26.536097] [INFO ] [sig       ] AREC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:26.688020] [INFO ] [LOCAL     ] Saved forecast: AREC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AREC.txt
[2025-12-26T20:16:26.688181] [INFO ] [sig       ] [234/3548] Completed AREC in 0.4s | 2.84 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-26T20:16:26.688221] [INFO ] [sig       ] [235/3548] Forecasting ARES...
[2025-12-26T20:16:26.688252] [INFO ] [sig       ] Generating forecast for: ARES
[2025-12-26T20:16:26.688283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-12-26T20:16:26.700006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2025-12-26T20:16:26.700433] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-12-26T20:16:26.701312] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-12-26T20:16:26.701367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:26.701401] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:26.701430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:26.701490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:26.762901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:26.763802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:26.763888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:26.763923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:26.886394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:26.886548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:26.886607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:26.886639] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:26.890031] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: UP (p=99.72%)
[2025-12-26T20:16:26.890328] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-12-26T20:16:26.890454] [INFO ] [sig       ] ARES: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:27.040237] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ARES.txt
[2025-12-26T20:16:27.040373] [INFO ] [sig       ] [235/3548] Completed ARES in 0.4s | 2.84 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-26T20:16:27.040413] [INFO ] [sig       ] [236/3548] Forecasting ARGX...
[2025-12-26T20:16:27.040445] [INFO ] [sig       ] Generating forecast for: ARGX
[2025-12-26T20:16:27.040478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2025-12-26T20:16:27.051663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2025-12-26T20:16:27.052003] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2025-12-26T20:16:27.052854] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2025-12-26T20:16:27.052909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:27.052946] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:27.052976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:27.053038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:27.113901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:27.114766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:27.114852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:27.114888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:27.239704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:27.239859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:27.239901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:27.239929] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:27.243675] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: DOWN (p=15.41%)
[2025-12-26T20:16:27.243942] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2025-12-26T20:16:27.244065] [INFO ] [sig       ] ARGX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:27.393943] [INFO ] [LOCAL     ] Saved forecast: ARGX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ARGX.txt
[2025-12-26T20:16:27.394069] [INFO ] [sig       ] [236/3548] Completed ARGX in 0.4s | 2.84 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-26T20:16:27.394107] [INFO ] [sig       ] [237/3548] Forecasting ARHS...
[2025-12-26T20:16:27.394137] [INFO ] [sig       ] Generating forecast for: ARHS
[2025-12-26T20:16:27.394168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2025-12-26T20:16:27.405663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2025-12-26T20:16:27.405974] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2025-12-26T20:16:27.407034] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2025-12-26T20:16:27.407090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:27.407123] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:27.407151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:27.407211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:27.468177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:27.468824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:27.468921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:27.468957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:27.589530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:27.589722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:27.589765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:27.589793] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:27.593193] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=22.73%)
[2025-12-26T20:16:27.593462] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2025-12-26T20:16:27.593603] [INFO ] [sig       ] ARHS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:27.739535] [INFO ] [LOCAL     ] Saved forecast: ARHS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ARHS.txt
[2025-12-26T20:16:27.739709] [INFO ] [sig       ] [237/3548] Completed ARHS in 0.3s | 2.84 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-26T20:16:27.739750] [INFO ] [sig       ] [238/3548] Forecasting ARI...
[2025-12-26T20:16:27.739779] [INFO ] [sig       ] Generating forecast for: ARI
[2025-12-26T20:16:27.739809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-12-26T20:16:27.751890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2025-12-26T20:16:27.752305] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-12-26T20:16:27.753144] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-12-26T20:16:27.753198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:27.753230] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:27.753257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:27.753315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:27.812835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:27.813719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:27.813809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:27.813843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:27.937710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:27.937855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:27.937910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:27.937950] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:27.941537] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: UP (p=87.20%)
[2025-12-26T20:16:27.941838] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-12-26T20:16:27.941973] [INFO ] [sig       ] ARI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:28.090468] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ARI.txt
[2025-12-26T20:16:28.090639] [INFO ] [sig       ] [238/3548] Completed ARI in 0.4s | 2.84 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-26T20:16:28.090683] [INFO ] [sig       ] [239/3548] Forecasting ARKO...
[2025-12-26T20:16:28.090712] [INFO ] [sig       ] Generating forecast for: ARKO
[2025-12-26T20:16:28.090744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2025-12-26T20:16:28.103945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2025-12-26T20:16:28.104564] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2025-12-26T20:16:28.105568] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2025-12-26T20:16:28.105646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:28.105678] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:28.105705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:28.105763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:28.166710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:28.167598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:28.167687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:28.167721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:28.291883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:28.292038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:28.292081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:28.292112] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:28.295955] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: DOWN (p=21.57%)
[2025-12-26T20:16:28.296236] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2025-12-26T20:16:28.296366] [INFO ] [sig       ] ARKO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:28.440134] [INFO ] [LOCAL     ] Saved forecast: ARKO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ARKO.txt
[2025-12-26T20:16:28.440304] [INFO ] [sig       ] [239/3548] Completed ARKO in 0.3s | 2.84 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-26T20:16:28.440369] [INFO ] [sig       ] [240/3548] Forecasting ARLO...
[2025-12-26T20:16:28.440412] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-12-26T20:16:28.440445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-12-26T20:16:28.452696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2025-12-26T20:16:28.453137] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-12-26T20:16:28.453982] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-12-26T20:16:28.454035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:28.454067] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:28.454095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:28.454153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:28.511673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:28.512427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:28.512506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:28.512538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:28.634728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:28.634883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:28.634927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:28.634956] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:28.638557] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=34.26%)
[2025-12-26T20:16:28.638863] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-12-26T20:16:28.639022] [INFO ] [sig       ] ARLO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:28.783197] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ARLO.txt
[2025-12-26T20:16:28.783343] [INFO ] [sig       ] [240/3548] Completed ARLO in 0.3s | 2.84 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-26T20:16:28.783381] [INFO ] [sig       ] [241/3548] Forecasting ARLP...
[2025-12-26T20:16:28.783409] [INFO ] [sig       ] Generating forecast for: ARLP
[2025-12-26T20:16:28.783438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2025-12-26T20:16:28.795360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2025-12-26T20:16:28.795759] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2025-12-26T20:16:28.796534] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2025-12-26T20:16:28.796627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:28.796662] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:28.796690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:28.796749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:28.856766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:28.857707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:28.857843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:28.857878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:28.977883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:28.978045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:28.978088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:28.978116] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:28.981664] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: UP (p=75.92%)
[2025-12-26T20:16:28.981967] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2025-12-26T20:16:28.982104] [INFO ] [sig       ] ARLP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:29.126514] [INFO ] [LOCAL     ] Saved forecast: ARLP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ARLP.txt
[2025-12-26T20:16:29.126692] [INFO ] [sig       ] [241/3548] Completed ARLP in 0.3s | 2.84 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-26T20:16:29.126733] [INFO ] [sig       ] [242/3548] Forecasting ARM...
[2025-12-26T20:16:29.126764] [INFO ] [sig       ] Generating forecast for: ARM
[2025-12-26T20:16:29.126793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2025-12-26T20:16:29.143706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2025-12-26T20:16:29.144122] [INFO ] [FORECASTER] Starting predict_future for ARM
[2025-12-26T20:16:29.144933] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2025-12-26T20:16:29.144985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:29.145019] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:29.145047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:29.145105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:29.204592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:29.205688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:29.205773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:29.205804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:29.333206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:29.333369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:29.333411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:29.333440] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:29.337479] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: DOWN (p=39.39%)
[2025-12-26T20:16:29.337801] [INFO ] [FORECASTER] Completed predict_future for ARM
[2025-12-26T20:16:29.337956] [INFO ] [sig       ] ARM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:29.489365] [INFO ] [LOCAL     ] Saved forecast: ARM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ARM.txt
[2025-12-26T20:16:29.489520] [INFO ] [sig       ] [242/3548] Completed ARM in 0.4s | 2.84 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-26T20:16:29.489560] [INFO ] [sig       ] [243/3548] Forecasting ARMK...
[2025-12-26T20:16:29.489613] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-12-26T20:16:29.489644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-12-26T20:16:29.502148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2025-12-26T20:16:29.502555] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-12-26T20:16:29.503427] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-12-26T20:16:29.503481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:29.503512] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:29.503538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:29.503622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:29.566501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:29.567393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:29.567481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:29.567513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:29.706689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:29.706890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:29.706945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:29.706981] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:29.712474] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: DOWN (p=21.31%)
[2025-12-26T20:16:29.713261] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-12-26T20:16:29.713489] [INFO ] [sig       ] ARMK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:29.859314] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ARMK.txt
[2025-12-26T20:16:29.859468] [INFO ] [sig       ] [243/3548] Completed ARMK in 0.4s | 2.84 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-26T20:16:29.859507] [INFO ] [sig       ] [244/3548] Forecasting AROC...
[2025-12-26T20:16:29.859536] [INFO ] [sig       ] Generating forecast for: AROC
[2025-12-26T20:16:29.859567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-12-26T20:16:29.873453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2025-12-26T20:16:29.873856] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-12-26T20:16:29.874932] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-12-26T20:16:29.874984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:29.875015] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:29.875041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:29.875097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:29.938286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:29.939223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:29.939304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:29.939336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:30.063795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:30.063955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:30.064002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:30.064038] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:30.067774] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: DOWN (p=12.30%)
[2025-12-26T20:16:30.068319] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-12-26T20:16:30.068461] [INFO ] [sig       ] AROC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:30.214824] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AROC.txt
[2025-12-26T20:16:30.215002] [INFO ] [sig       ] [244/3548] Completed AROC in 0.4s | 2.84 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-26T20:16:30.215049] [INFO ] [sig       ] [245/3548] Forecasting ARQ...
[2025-12-26T20:16:30.215079] [INFO ] [sig       ] Generating forecast for: ARQ
[2025-12-26T20:16:30.215303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2025-12-26T20:16:30.227124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2025-12-26T20:16:30.227500] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2025-12-26T20:16:30.228303] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2025-12-26T20:16:30.228355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:30.228386] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:30.228412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:30.228470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:30.288405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:30.289320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:30.289405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:30.289439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:30.408663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:30.408825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:30.408867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:30.408924] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:30.412469] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: DOWN (p=23.48%)
[2025-12-26T20:16:30.412788] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2025-12-26T20:16:30.412923] [INFO ] [sig       ] ARQ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:30.559645] [INFO ] [LOCAL     ] Saved forecast: ARQ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ARQ.txt
[2025-12-26T20:16:30.559799] [INFO ] [sig       ] [245/3548] Completed ARQ in 0.3s | 2.84 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-26T20:16:30.559838] [INFO ] [sig       ] [246/3548] Forecasting ARQQ...
[2025-12-26T20:16:30.559875] [INFO ] [sig       ] Generating forecast for: ARQQ
[2025-12-26T20:16:30.559908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'.
[2025-12-26T20:16:30.571758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'.
[2025-12-26T20:16:30.572112] [INFO ] [FORECASTER] Starting predict_future for ARQQ
[2025-12-26T20:16:30.573022] [DEBUG] [LOCAL     ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt
[2025-12-26T20:16:30.573074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:30.573105] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:30.573131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:30.573187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:30.630210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:30.631186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:30.631285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:30.631318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:30.760165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:30.760343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:30.760397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:30.760428] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:30.764791] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: DOWN (p=22.89%)
[2025-12-26T20:16:30.765149] [INFO ] [FORECASTER] Completed predict_future for ARQQ
[2025-12-26T20:16:30.765310] [INFO ] [sig       ] ARQQ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:30.912431] [INFO ] [LOCAL     ] Saved forecast: ARQQ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ARQQ.txt
[2025-12-26T20:16:30.912599] [INFO ] [sig       ] [246/3548] Completed ARQQ in 0.4s | 2.84 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-26T20:16:30.912644] [INFO ] [sig       ] [247/3548] Forecasting ARRY...
[2025-12-26T20:16:30.912675] [INFO ] [sig       ] Generating forecast for: ARRY
[2025-12-26T20:16:30.912705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2025-12-26T20:16:30.924405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2025-12-26T20:16:30.924854] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2025-12-26T20:16:30.925687] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2025-12-26T20:16:30.925740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:30.925773] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:30.925799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:30.925857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:30.984970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:30.986034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:30.986137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:30.986170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:31.116348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:31.116508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:31.116553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:31.116616] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:31.120212] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: DOWN (p=24.63%)
[2025-12-26T20:16:31.120539] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2025-12-26T20:16:31.120710] [INFO ] [sig       ] ARRY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:31.275158] [INFO ] [LOCAL     ] Saved forecast: ARRY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ARRY.txt
[2025-12-26T20:16:31.275350] [INFO ] [sig       ] [247/3548] Completed ARRY in 0.4s | 2.84 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-26T20:16:31.275390] [INFO ] [sig       ] [248/3548] Forecasting ARTL...
[2025-12-26T20:16:31.275421] [INFO ] [sig       ] Generating forecast for: ARTL
[2025-12-26T20:16:31.275462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2025-12-26T20:16:31.288226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2025-12-26T20:16:31.288657] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2025-12-26T20:16:31.289587] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2025-12-26T20:16:31.289643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:31.289709] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:31.289738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:31.289800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:31.352903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:31.353829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:31.353932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:31.353969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:31.475550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:31.475723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:31.475784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:31.475815] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:31.479230] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: UP (p=85.58%)
[2025-12-26T20:16:31.479507] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2025-12-26T20:16:31.479650] [INFO ] [sig       ] ARTL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:31.619778] [INFO ] [LOCAL     ] Saved forecast: ARTL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ARTL.txt
[2025-12-26T20:16:31.619929] [INFO ] [sig       ] [248/3548] Completed ARTL in 0.3s | 2.84 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-26T20:16:31.619970] [INFO ] [sig       ] [249/3548] Forecasting ARTNA...
[2025-12-26T20:16:31.620000] [INFO ] [sig       ] Generating forecast for: ARTNA
[2025-12-26T20:16:31.620030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2025-12-26T20:16:31.632242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2025-12-26T20:16:31.632639] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2025-12-26T20:16:31.633455] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2025-12-26T20:16:31.633507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:31.633538] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:31.633565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:31.633643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:31.690686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:31.691558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:31.691668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:31.691701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:31.822138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:31.822296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:31.822338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:31.822367] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:31.826186] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: UP (p=86.04%)
[2025-12-26T20:16:31.826457] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2025-12-26T20:16:31.826599] [INFO ] [sig       ] ARTNA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:31.968395] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ARTNA.txt
[2025-12-26T20:16:31.968552] [INFO ] [sig       ] [249/3548] Completed ARTNA in 0.3s | 2.84 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-26T20:16:31.968612] [INFO ] [sig       ] [250/3548] Forecasting ARVN...
[2025-12-26T20:16:31.968645] [INFO ] [sig       ] Generating forecast for: ARVN
[2025-12-26T20:16:31.968675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2025-12-26T20:16:31.983351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2025-12-26T20:16:31.983719] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2025-12-26T20:16:31.984485] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2025-12-26T20:16:31.984536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:31.984568] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:31.984622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:31.984681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:32.041187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:32.041842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:32.041919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:32.041952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:32.163217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:32.163367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:32.163410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:32.163438] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:32.166801] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: UP (p=55.78%)
[2025-12-26T20:16:32.167069] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2025-12-26T20:16:32.167195] [INFO ] [sig       ] ARVN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:32.307279] [INFO ] [LOCAL     ] Saved forecast: ARVN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ARVN.txt
[2025-12-26T20:16:32.307398] [INFO ] [sig       ] [250/3548] Completed ARVN in 0.3s | 2.84 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-26T20:16:32.307436] [INFO ] [sig       ] [251/3548] Forecasting ASA...
[2025-12-26T20:16:32.307466] [INFO ] [sig       ] Generating forecast for: ASA
[2025-12-26T20:16:32.307496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-12-26T20:16:32.318945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2025-12-26T20:16:32.319348] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-12-26T20:16:32.320147] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-12-26T20:16:32.320199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:32.320230] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:32.320257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:32.320317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:32.379026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:32.379963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:32.380053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:32.380085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:32.508013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:32.508183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:32.508233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:32.508296] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:32.512038] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: DOWN (p=16.16%)
[2025-12-26T20:16:32.512332] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-12-26T20:16:32.512464] [INFO ] [sig       ] ASA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:32.658100] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ASA.txt
[2025-12-26T20:16:32.658256] [INFO ] [sig       ] [251/3548] Completed ASA in 0.4s | 2.84 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-26T20:16:32.658295] [INFO ] [sig       ] [252/3548] Forecasting ASB...
[2025-12-26T20:16:32.658325] [INFO ] [sig       ] Generating forecast for: ASB
[2025-12-26T20:16:32.658364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-12-26T20:16:32.669493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2025-12-26T20:16:32.669910] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-12-26T20:16:32.670714] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-12-26T20:16:32.670766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:32.670813] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:32.670840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:32.670903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:32.727122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:32.728042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:32.728134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:32.728165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:32.845228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:32.845387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:32.845430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:32.845458] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:32.848931] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: UP (p=57.49%)
[2025-12-26T20:16:32.849251] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-12-26T20:16:32.849386] [INFO ] [sig       ] ASB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:32.989838] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ASB.txt
[2025-12-26T20:16:32.989954] [INFO ] [sig       ] [252/3548] Completed ASB in 0.3s | 2.84 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-26T20:16:32.989991] [INFO ] [sig       ] [253/3548] Forecasting ASBA...
[2025-12-26T20:16:32.990019] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-12-26T20:16:32.990048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-12-26T20:16:33.001242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2025-12-26T20:16:33.001746] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-12-26T20:16:33.002674] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-12-26T20:16:33.002730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:33.002765] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:33.002795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:33.002856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:33.065211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:33.066127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:33.066217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:33.066250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:33.177934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:33.178099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:33.178145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:33.178173] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:33.181613] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=89.98%)
[2025-12-26T20:16:33.181887] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-12-26T20:16:33.182010] [INFO ] [sig       ] ASBA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:33.323481] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ASBA.txt
[2025-12-26T20:16:33.323663] [INFO ] [sig       ] [253/3548] Completed ASBA in 0.3s | 2.84 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-26T20:16:33.323705] [INFO ] [sig       ] [254/3548] Forecasting ASC...
[2025-12-26T20:16:33.323735] [INFO ] [sig       ] Generating forecast for: ASC
[2025-12-26T20:16:33.323766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-12-26T20:16:33.335367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASC'.
[2025-12-26T20:16:33.335827] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-12-26T20:16:33.336673] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-12-26T20:16:33.336728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:33.336760] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:33.336786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:33.336844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:33.394188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:33.395091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:33.395178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:33.395210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:33.511178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:33.511335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:33.511379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:33.511408] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:33.514860] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=54.57%)
[2025-12-26T20:16:33.515155] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-12-26T20:16:33.515284] [INFO ] [sig       ] ASC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:33.659749] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ASC.txt
[2025-12-26T20:16:33.659910] [INFO ] [sig       ] [254/3548] Completed ASC in 0.3s | 2.84 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-26T20:16:33.659952] [INFO ] [sig       ] [255/3548] Forecasting ASG...
[2025-12-26T20:16:33.659984] [INFO ] [sig       ] Generating forecast for: ASG
[2025-12-26T20:16:33.660014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-12-26T20:16:33.671300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2025-12-26T20:16:33.671745] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-12-26T20:16:33.672564] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-12-26T20:16:33.672653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:33.672686] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:33.672714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:33.672774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:33.730078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:33.730941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:33.731022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:33.731053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:33.851633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:33.851785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:33.851827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:33.851856] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:33.855209] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=80.12%)
[2025-12-26T20:16:33.855488] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-12-26T20:16:33.855632] [INFO ] [sig       ] ASG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:33.997912] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ASG.txt
[2025-12-26T20:16:33.998045] [INFO ] [sig       ] [255/3548] Completed ASG in 0.3s | 2.84 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-26T20:16:33.998083] [INFO ] [sig       ] [256/3548] Forecasting ASGI...
[2025-12-26T20:16:33.998117] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-12-26T20:16:33.998149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-12-26T20:16:34.009556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2025-12-26T20:16:34.009962] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-12-26T20:16:34.010769] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-12-26T20:16:34.010823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:34.010855] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:34.010882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:34.010939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:34.069459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:34.070330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:34.070411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:34.070445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:34.192256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:34.192414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:34.192456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:34.192485] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:34.195886] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: UP (p=65.85%)
[2025-12-26T20:16:34.196177] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-12-26T20:16:34.196312] [INFO ] [sig       ] ASGI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:34.341283] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ASGI.txt
[2025-12-26T20:16:34.341437] [INFO ] [sig       ] [256/3548] Completed ASGI in 0.3s | 2.84 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-26T20:16:34.341477] [INFO ] [sig       ] [257/3548] Forecasting ASGN...
[2025-12-26T20:16:34.341507] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-12-26T20:16:34.341538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-12-26T20:16:34.353451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2025-12-26T20:16:34.353863] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-12-26T20:16:34.354687] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-12-26T20:16:34.354750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:34.354782] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:34.354810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:34.354869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:34.413690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:34.414594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:34.414681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:34.414713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:34.534324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:34.534453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:34.534496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:34.534527] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:34.537888] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=41.28%)
[2025-12-26T20:16:34.538156] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-12-26T20:16:34.538279] [INFO ] [sig       ] ASGN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:34.683661] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ASGN.txt
[2025-12-26T20:16:34.683829] [INFO ] [sig       ] [257/3548] Completed ASGN in 0.3s | 2.84 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-26T20:16:34.683870] [INFO ] [sig       ] [258/3548] Forecasting ASH...
[2025-12-26T20:16:34.683902] [INFO ] [sig       ] Generating forecast for: ASH
[2025-12-26T20:16:34.683932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-12-26T20:16:34.695715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2025-12-26T20:16:34.696141] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-12-26T20:16:34.696960] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-12-26T20:16:34.697012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:34.697043] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:34.697071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:34.697129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:34.753995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:34.754918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:34.755035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:34.755068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:34.876169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:34.876336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:34.876380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:34.876410] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:34.879939] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: DOWN (p=14.75%)
[2025-12-26T20:16:34.880226] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-12-26T20:16:34.880356] [INFO ] [sig       ] ASH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:35.024817] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ASH.txt
[2025-12-26T20:16:35.024991] [INFO ] [sig       ] [258/3548] Completed ASH in 0.3s | 2.84 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-26T20:16:35.025032] [INFO ] [sig       ] [259/3548] Forecasting ASIX...
[2025-12-26T20:16:35.025063] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-12-26T20:16:35.025093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-12-26T20:16:35.037287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2025-12-26T20:16:35.037706] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-12-26T20:16:35.038482] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-12-26T20:16:35.038535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:35.038566] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:35.038615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:35.038674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:35.096567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:35.097458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:35.097544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:35.097596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:35.211608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:35.211773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:35.211815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:35.211864] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:35.215215] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=75.79%)
[2025-12-26T20:16:35.215479] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-12-26T20:16:35.215620] [INFO ] [sig       ] ASIX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:35.356653] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ASIX.txt
[2025-12-26T20:16:35.356821] [INFO ] [sig       ] [259/3548] Completed ASIX in 0.3s | 2.84 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-26T20:16:35.356862] [INFO ] [sig       ] [260/3548] Forecasting ASLE...
[2025-12-26T20:16:35.356892] [INFO ] [sig       ] Generating forecast for: ASLE
[2025-12-26T20:16:35.356922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2025-12-26T20:16:35.368044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2025-12-26T20:16:35.368385] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2025-12-26T20:16:35.369194] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2025-12-26T20:16:35.369246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:35.369278] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:35.369305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:35.369362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:35.425690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:35.426551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:35.426657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:35.426690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:35.543832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:35.543974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:35.544018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:35.544049] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:35.547390] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: DOWN (p=42.59%)
[2025-12-26T20:16:35.547677] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2025-12-26T20:16:35.547798] [INFO ] [sig       ] ASLE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:35.687408] [INFO ] [LOCAL     ] Saved forecast: ASLE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ASLE.txt
[2025-12-26T20:16:35.687518] [INFO ] [sig       ] [260/3548] Completed ASLE in 0.3s | 2.84 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-26T20:16:35.687556] [INFO ] [sig       ] [261/3548] Forecasting ASMB...
[2025-12-26T20:16:35.687604] [INFO ] [sig       ] Generating forecast for: ASMB
[2025-12-26T20:16:35.687636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2025-12-26T20:16:36.020768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2025-12-26T20:16:36.021153] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2025-12-26T20:16:36.021942] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2025-12-26T20:16:36.021995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:36.022028] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:36.022056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:36.022114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:36.079272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:36.080161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:36.080260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:36.080316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:36.199626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:36.199782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:36.199824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:36.199853] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:36.203242] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: DOWN (p=23.81%)
[2025-12-26T20:16:36.203511] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2025-12-26T20:16:36.203655] [INFO ] [sig       ] ASMB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:36.394321] [INFO ] [LOCAL     ] Saved forecast: ASMB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ASMB.txt
[2025-12-26T20:16:36.394515] [INFO ] [sig       ] [261/3548] Completed ASMB in 0.7s | 2.83 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-26T20:16:36.394556] [INFO ] [sig       ] [262/3548] Forecasting ASML...
[2025-12-26T20:16:36.394605] [INFO ] [sig       ] Generating forecast for: ASML
[2025-12-26T20:16:36.394639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2025-12-26T20:16:36.405758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2025-12-26T20:16:36.406121] [INFO ] [FORECASTER] Starting predict_future for ASML
[2025-12-26T20:16:36.406912] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2025-12-26T20:16:36.406965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:36.406996] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:36.407023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:36.407081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:36.469108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:36.470083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:36.470167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:36.470201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:36.594437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:36.594603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:36.594648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:36.594677] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:36.598050] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: UP (p=83.65%)
[2025-12-26T20:16:36.598317] [INFO ] [FORECASTER] Completed predict_future for ASML
[2025-12-26T20:16:36.598437] [INFO ] [sig       ] ASML: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:36.737836] [INFO ] [LOCAL     ] Saved forecast: ASML	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ASML.txt
[2025-12-26T20:16:36.737986] [INFO ] [sig       ] [262/3548] Completed ASML in 0.3s | 2.83 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-26T20:16:36.738026] [INFO ] [sig       ] [263/3548] Forecasting ASND...
[2025-12-26T20:16:36.738056] [INFO ] [sig       ] Generating forecast for: ASND
[2025-12-26T20:16:36.738086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2025-12-26T20:16:36.750809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2025-12-26T20:16:36.751209] [INFO ] [FORECASTER] Starting predict_future for ASND
[2025-12-26T20:16:36.752048] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2025-12-26T20:16:36.752102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:36.752135] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:36.752164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:36.752237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:36.815129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:36.815980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:36.816063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:36.816097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:36.938134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:36.938287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:36.938332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:36.938363] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:36.941822] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: DOWN (p=14.21%)
[2025-12-26T20:16:36.942098] [INFO ] [FORECASTER] Completed predict_future for ASND
[2025-12-26T20:16:36.942225] [INFO ] [sig       ] ASND: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:37.084471] [INFO ] [LOCAL     ] Saved forecast: ASND	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ASND.txt
[2025-12-26T20:16:37.084645] [INFO ] [sig       ] [263/3548] Completed ASND in 0.3s | 2.83 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-26T20:16:37.084688] [INFO ] [sig       ] [264/3548] Forecasting ASO...
[2025-12-26T20:16:37.084720] [INFO ] [sig       ] Generating forecast for: ASO
[2025-12-26T20:16:37.084750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2025-12-26T20:16:37.096015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2025-12-26T20:16:37.096460] [INFO ] [FORECASTER] Starting predict_future for ASO
[2025-12-26T20:16:37.097374] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2025-12-26T20:16:37.097431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:37.097464] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:37.097492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:37.097554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:37.158270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:37.159160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:37.159246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:37.159279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:37.285763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:37.285933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:37.285986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:37.286018] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:37.289669] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: DOWN (p=16.00%)
[2025-12-26T20:16:37.289949] [INFO ] [FORECASTER] Completed predict_future for ASO
[2025-12-26T20:16:37.290075] [INFO ] [sig       ] ASO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:37.430080] [INFO ] [LOCAL     ] Saved forecast: ASO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ASO.txt
[2025-12-26T20:16:37.430238] [INFO ] [sig       ] [264/3548] Completed ASO in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-26T20:16:37.430278] [INFO ] [sig       ] [265/3548] Forecasting ASPI...
[2025-12-26T20:16:37.430308] [INFO ] [sig       ] Generating forecast for: ASPI
[2025-12-26T20:16:37.430338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2025-12-26T20:16:37.441190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2025-12-26T20:16:37.441611] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2025-12-26T20:16:37.442420] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2025-12-26T20:16:37.442484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:37.442544] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:37.442592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:37.442654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:37.500144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:37.501004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:37.501092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:37.501124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:37.620604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:37.620758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:37.620798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:37.620828] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:37.624206] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: DOWN (p=13.63%)
[2025-12-26T20:16:37.624493] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2025-12-26T20:16:37.624640] [INFO ] [sig       ] ASPI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:37.766168] [INFO ] [LOCAL     ] Saved forecast: ASPI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ASPI.txt
[2025-12-26T20:16:37.766317] [INFO ] [sig       ] [265/3548] Completed ASPI in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-26T20:16:37.766355] [INFO ] [sig       ] [266/3548] Forecasting ASPN...
[2025-12-26T20:16:37.766386] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-12-26T20:16:37.766415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-12-26T20:16:37.776891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2025-12-26T20:16:37.777216] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-12-26T20:16:37.778006] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-12-26T20:16:37.778058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:37.778089] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:37.778116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:37.778173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:37.836644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:37.837481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:37.837563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:37.837616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:37.961529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:37.961689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:37.961735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:37.961766] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:37.965337] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: DOWN (p=2.29%)
[2025-12-26T20:16:37.965726] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-12-26T20:16:37.965907] [INFO ] [sig       ] ASPN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:38.113175] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ASPN.txt
[2025-12-26T20:16:38.113360] [INFO ] [sig       ] [266/3548] Completed ASPN in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-26T20:16:38.113400] [INFO ] [sig       ] [267/3548] Forecasting ASPS...
[2025-12-26T20:16:38.113430] [INFO ] [sig       ] Generating forecast for: ASPS
[2025-12-26T20:16:38.113463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2025-12-26T20:16:38.124172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2025-12-26T20:16:38.124494] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2025-12-26T20:16:38.125279] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2025-12-26T20:16:38.125330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:38.125362] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:38.125388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:38.125446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:38.182440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:38.183311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:38.183398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:38.183430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:38.296289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:38.296438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:38.296480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:38.296508] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:38.299882] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: UP (p=98.78%)
[2025-12-26T20:16:38.300152] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2025-12-26T20:16:38.300277] [INFO ] [sig       ] ASPS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:38.441632] [INFO ] [LOCAL     ] Saved forecast: ASPS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ASPS.txt
[2025-12-26T20:16:38.441790] [INFO ] [sig       ] [267/3548] Completed ASPS in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-26T20:16:38.441829] [INFO ] [sig       ] [268/3548] Forecasting ASTE...
[2025-12-26T20:16:38.441859] [INFO ] [sig       ] Generating forecast for: ASTE
[2025-12-26T20:16:38.441891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2025-12-26T20:16:38.453983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2025-12-26T20:16:38.454390] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2025-12-26T20:16:38.455253] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2025-12-26T20:16:38.455309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:38.455341] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:38.455368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:38.455426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:38.514365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:38.515244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:38.515330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:38.515362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:38.652732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:38.652867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:38.652925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:38.652997] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:38.656397] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: DOWN (p=12.31%)
[2025-12-26T20:16:38.656690] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2025-12-26T20:16:38.656817] [INFO ] [sig       ] ASTE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:38.799698] [INFO ] [LOCAL     ] Saved forecast: ASTE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ASTE.txt
[2025-12-26T20:16:38.799859] [INFO ] [sig       ] [268/3548] Completed ASTE in 0.4s | 2.83 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-26T20:16:38.799900] [INFO ] [sig       ] [269/3548] Forecasting ASTH...
[2025-12-26T20:16:38.799931] [INFO ] [sig       ] Generating forecast for: ASTH
[2025-12-26T20:16:38.799961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2025-12-26T20:16:38.814304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2025-12-26T20:16:38.814952] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2025-12-26T20:16:38.816141] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2025-12-26T20:16:38.816214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:38.816267] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:38.816316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:38.816410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:38.882846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:38.883707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:38.883791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:38.883826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:39.017192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:39.017346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:39.017387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:39.017416] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:39.020839] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: DOWN (p=3.13%)
[2025-12-26T20:16:39.021112] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2025-12-26T20:16:39.021244] [INFO ] [sig       ] ASTH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:39.163317] [INFO ] [LOCAL     ] Saved forecast: ASTH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ASTH.txt
[2025-12-26T20:16:39.163479] [INFO ] [sig       ] [269/3548] Completed ASTH in 0.4s | 2.83 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-26T20:16:39.163525] [INFO ] [sig       ] [270/3548] Forecasting ASTI...
[2025-12-26T20:16:39.163557] [INFO ] [sig       ] Generating forecast for: ASTI
[2025-12-26T20:16:39.163607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2025-12-26T20:16:39.175109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2025-12-26T20:16:39.175524] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2025-12-26T20:16:39.176369] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2025-12-26T20:16:39.176424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:39.176456] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:39.176483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:39.176543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:39.236883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:39.237891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:39.237975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:39.238007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:39.359078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:39.359229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:39.359273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:39.359304] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:39.362758] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: UP (p=79.72%)
[2025-12-26T20:16:39.363050] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2025-12-26T20:16:39.363180] [INFO ] [sig       ] ASTI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:39.507625] [INFO ] [LOCAL     ] Saved forecast: ASTI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ASTI.txt
[2025-12-26T20:16:39.507781] [INFO ] [sig       ] [270/3548] Completed ASTI in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-26T20:16:39.507822] [INFO ] [sig       ] [271/3548] Forecasting ASTL...
[2025-12-26T20:16:39.507858] [INFO ] [sig       ] Generating forecast for: ASTL
[2025-12-26T20:16:39.507896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2025-12-26T20:16:39.520060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTL'.
[2025-12-26T20:16:39.520477] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2025-12-26T20:16:39.521309] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2025-12-26T20:16:39.521363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:39.521395] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:39.521430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:39.521489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:39.582299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:39.583144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:39.583228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:39.583261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:39.704353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:39.704503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:39.704546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:39.704592] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:39.707933] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: DOWN (p=34.35%)
[2025-12-26T20:16:39.708200] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2025-12-26T20:16:39.708321] [INFO ] [sig       ] ASTL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:39.850053] [INFO ] [LOCAL     ] Saved forecast: ASTL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ASTL.txt
[2025-12-26T20:16:39.850177] [INFO ] [sig       ] [271/3548] Completed ASTL in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-26T20:16:39.850217] [INFO ] [sig       ] [272/3548] Forecasting ASTS...
[2025-12-26T20:16:39.850246] [INFO ] [sig       ] Generating forecast for: ASTS
[2025-12-26T20:16:39.850276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2025-12-26T20:16:39.861804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2025-12-26T20:16:39.862151] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2025-12-26T20:16:39.862965] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2025-12-26T20:16:39.863018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:39.863051] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:39.863078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:39.863137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:39.921140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:39.921774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:39.921850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:39.921881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:40.048308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:40.048608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:40.048656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:40.048685] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:40.052112] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: UP (p=60.76%)
[2025-12-26T20:16:40.052386] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2025-12-26T20:16:40.052508] [INFO ] [sig       ] ASTS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:40.195665] [INFO ] [LOCAL     ] Saved forecast: ASTS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ASTS.txt
[2025-12-26T20:16:40.195786] [INFO ] [sig       ] [272/3548] Completed ASTS in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-26T20:16:40.195824] [INFO ] [sig       ] [273/3548] Forecasting ASX...
[2025-12-26T20:16:40.195853] [INFO ] [sig       ] Generating forecast for: ASX
[2025-12-26T20:16:40.195884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-12-26T20:16:40.207714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2025-12-26T20:16:40.208062] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-12-26T20:16:40.208925] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-12-26T20:16:40.208984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:40.209018] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:40.209047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:40.209106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:40.268488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:40.269204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:40.269319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:40.269362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:40.402441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:40.402613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:40.402672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:40.402704] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:40.406383] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: UP (p=96.31%)
[2025-12-26T20:16:40.406676] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-12-26T20:16:40.406801] [INFO ] [sig       ] ASX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:40.552260] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ASX.txt
[2025-12-26T20:16:40.552414] [INFO ] [sig       ] [273/3548] Completed ASX in 0.4s | 2.83 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-26T20:16:40.552453] [INFO ] [sig       ] [274/3548] Forecasting ASYS...
[2025-12-26T20:16:40.552483] [INFO ] [sig       ] Generating forecast for: ASYS
[2025-12-26T20:16:40.552512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2025-12-26T20:16:40.564269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2025-12-26T20:16:40.564648] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2025-12-26T20:16:40.565407] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2025-12-26T20:16:40.565458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:40.565489] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:40.565515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:40.565596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:40.624701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:40.625713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:40.625793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:40.625825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:40.747893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:40.748046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:40.748086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:40.748116] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:40.751489] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: DOWN (p=38.43%)
[2025-12-26T20:16:40.751779] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2025-12-26T20:16:40.751903] [INFO ] [sig       ] ASYS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:40.897616] [INFO ] [LOCAL     ] Saved forecast: ASYS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ASYS.txt
[2025-12-26T20:16:40.897771] [INFO ] [sig       ] [274/3548] Completed ASYS in 0.3s | 2.84 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-26T20:16:40.897811] [INFO ] [sig       ] [275/3548] Forecasting ATAI...
[2025-12-26T20:16:40.897841] [INFO ] [sig       ] Generating forecast for: ATAI
[2025-12-26T20:16:40.897872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2025-12-26T20:16:40.908963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2025-12-26T20:16:40.909361] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2025-12-26T20:16:40.910218] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2025-12-26T20:16:40.910283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:40.910336] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:40.910372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:40.910432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:40.968587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:40.969466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:40.969597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:40.969635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:41.091169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:41.091314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:41.091357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:41.091388] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:41.094844] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: DOWN (p=43.42%)
[2025-12-26T20:16:41.095123] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2025-12-26T20:16:41.095251] [INFO ] [sig       ] ATAI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:41.244476] [INFO ] [LOCAL     ] Saved forecast: ATAI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ATAI.txt
[2025-12-26T20:16:41.244646] [INFO ] [sig       ] [275/3548] Completed ATAI in 0.3s | 2.84 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-26T20:16:41.244688] [INFO ] [sig       ] [276/3548] Forecasting ATEC...
[2025-12-26T20:16:41.244719] [INFO ] [sig       ] Generating forecast for: ATEC
[2025-12-26T20:16:41.244750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2025-12-26T20:16:41.257703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2025-12-26T20:16:41.258106] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2025-12-26T20:16:41.259172] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2025-12-26T20:16:41.259239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:41.259272] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:41.259298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:41.259356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:41.319084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:41.320000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:41.320105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:41.320141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:41.439706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:41.439859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:41.439901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:41.439931] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:41.443271] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2025-12-26T20:16:41.443545] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2025-12-26T20:16:41.443687] [INFO ] [sig       ] ATEC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:41.592733] [INFO ] [LOCAL     ] Saved forecast: ATEC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ATEC.txt
[2025-12-26T20:16:41.592890] [INFO ] [sig       ] [276/3548] Completed ATEC in 0.3s | 2.84 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-26T20:16:41.592930] [INFO ] [sig       ] [277/3548] Forecasting ATEN...
[2025-12-26T20:16:41.592959] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-12-26T20:16:41.592990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-12-26T20:16:41.604311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEN'.
[2025-12-26T20:16:41.604716] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-12-26T20:16:41.605486] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-12-26T20:16:41.605537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:41.605568] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:41.605616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:41.605674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:41.661936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:41.662783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:41.662863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:41.662896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:41.786207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:41.786369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:41.786412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:41.786441] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:41.790100] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: UP (p=71.55%)
[2025-12-26T20:16:41.790455] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-12-26T20:16:41.790621] [INFO ] [sig       ] ATEN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:41.933887] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ATEN.txt
[2025-12-26T20:16:41.934046] [INFO ] [sig       ] [277/3548] Completed ATEN in 0.3s | 2.84 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-26T20:16:41.934088] [INFO ] [sig       ] [278/3548] Forecasting ATEX...
[2025-12-26T20:16:41.934119] [INFO ] [sig       ] Generating forecast for: ATEX
[2025-12-26T20:16:41.934150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2025-12-26T20:16:41.946153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2025-12-26T20:16:41.946756] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2025-12-26T20:16:41.947547] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2025-12-26T20:16:41.947618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:41.947651] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:41.947679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:41.947739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:42.006438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:42.007316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:42.007402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:42.007435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:42.124545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:42.124722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:42.124766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:42.124796] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:42.128196] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: DOWN (p=14.71%)
[2025-12-26T20:16:42.128474] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2025-12-26T20:16:42.128614] [INFO ] [sig       ] ATEX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:42.267475] [INFO ] [LOCAL     ] Saved forecast: ATEX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ATEX.txt
[2025-12-26T20:16:42.267639] [INFO ] [sig       ] [278/3548] Completed ATEX in 0.3s | 2.84 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-26T20:16:42.267681] [INFO ] [sig       ] [279/3548] Forecasting ATGE...
[2025-12-26T20:16:42.267710] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-12-26T20:16:42.267740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-12-26T20:16:42.282507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2025-12-26T20:16:42.282883] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-12-26T20:16:42.283706] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-12-26T20:16:42.283758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:42.283789] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:42.283815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:42.283872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:42.343438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:42.344405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:42.344699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:42.344733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:42.461359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:42.461512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:42.461554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:42.461616] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:42.465024] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: UP (p=87.53%)
[2025-12-26T20:16:42.465296] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-12-26T20:16:42.465422] [INFO ] [sig       ] ATGE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:42.608019] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ATGE.txt
[2025-12-26T20:16:42.608170] [INFO ] [sig       ] [279/3548] Completed ATGE in 0.3s | 2.84 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-26T20:16:42.608216] [INFO ] [sig       ] [280/3548] Forecasting ATHA...
[2025-12-26T20:16:42.608248] [INFO ] [sig       ] Generating forecast for: ATHA
[2025-12-26T20:16:42.608280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'.
[2025-12-26T20:16:42.620806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHA'.
[2025-12-26T20:16:42.621118] [INFO ] [FORECASTER] Starting predict_future for ATHA
[2025-12-26T20:16:42.621903] [DEBUG] [LOCAL     ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt
[2025-12-26T20:16:42.621955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:42.621987] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:42.622014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:42.622072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:42.681930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:42.682592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:42.682671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:42.682703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:42.823490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:42.823679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:42.823725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:42.823754] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:42.827600] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: DOWN (p=7.41%)
[2025-12-26T20:16:42.827881] [INFO ] [FORECASTER] Completed predict_future for ATHA
[2025-12-26T20:16:42.828007] [INFO ] [sig       ] ATHA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:42.971739] [INFO ] [LOCAL     ] Saved forecast: ATHA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ATHA.txt
[2025-12-26T20:16:42.971898] [INFO ] [sig       ] [280/3548] Completed ATHA in 0.4s | 2.84 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-26T20:16:42.971938] [INFO ] [sig       ] [281/3548] Forecasting ATHM...
[2025-12-26T20:16:42.971968] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-12-26T20:16:42.971997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-12-26T20:16:42.982753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2025-12-26T20:16:42.983111] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-12-26T20:16:42.984113] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-12-26T20:16:42.984165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:42.984197] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:42.984224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:42.984282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:43.041026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:43.041668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:43.041745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:43.041778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:43.162839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:43.162977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:43.163018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:43.163047] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:43.167238] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: DOWN (p=0.56%)
[2025-12-26T20:16:43.167756] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-12-26T20:16:43.167888] [INFO ] [sig       ] ATHM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:43.313294] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ATHM.txt
[2025-12-26T20:16:43.313421] [INFO ] [sig       ] [281/3548] Completed ATHM in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-26T20:16:43.313459] [INFO ] [sig       ] [282/3548] Forecasting ATI...
[2025-12-26T20:16:43.313488] [INFO ] [sig       ] Generating forecast for: ATI
[2025-12-26T20:16:43.313519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-12-26T20:16:43.324437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2025-12-26T20:16:43.324777] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-12-26T20:16:43.325541] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-12-26T20:16:43.325618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:43.325678] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:43.325710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:43.325769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:43.382467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:43.383176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:43.383255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:43.383287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:43.503552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:43.503743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:43.503785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:43.503813] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:43.507176] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: DOWN (p=33.96%)
[2025-12-26T20:16:43.507444] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-12-26T20:16:43.507565] [INFO ] [sig       ] ATI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:43.645728] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ATI.txt
[2025-12-26T20:16:43.645850] [INFO ] [sig       ] [282/3548] Completed ATI in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-26T20:16:43.645887] [INFO ] [sig       ] [283/3548] Forecasting ATLC...
[2025-12-26T20:16:43.645916] [INFO ] [sig       ] Generating forecast for: ATLC
[2025-12-26T20:16:43.645946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2025-12-26T20:16:43.656167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2025-12-26T20:16:43.656495] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2025-12-26T20:16:43.657274] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2025-12-26T20:16:43.657325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:43.657355] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:43.657381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:43.657439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:43.714631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:43.715256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:43.715332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:43.715365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:43.835162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:43.835303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:43.835360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:43.835389] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:43.838739] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: DOWN (p=9.06%)
[2025-12-26T20:16:43.839025] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2025-12-26T20:16:43.839148] [INFO ] [sig       ] ATLC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:43.978837] [INFO ] [LOCAL     ] Saved forecast: ATLC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ATLC.txt
[2025-12-26T20:16:43.979012] [INFO ] [sig       ] [283/3548] Completed ATLC in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-26T20:16:43.979053] [INFO ] [sig       ] [284/3548] Forecasting ATLCZ...
[2025-12-26T20:16:43.979082] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2025-12-26T20:16:43.979115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2025-12-26T20:16:43.992389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2025-12-26T20:16:43.992779] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2025-12-26T20:16:43.993625] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2025-12-26T20:16:43.993678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:43.993709] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:43.993736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:43.993794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:44.050427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:44.051091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:44.051170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:44.051201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:44.168435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:44.168598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:44.168642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:44.168671] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:44.172035] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: UP (p=73.96%)
[2025-12-26T20:16:44.172303] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2025-12-26T20:16:44.172425] [INFO ] [sig       ] ATLCZ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:44.314470] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ATLCZ.txt
[2025-12-26T20:16:44.314607] [INFO ] [sig       ] [284/3548] Completed ATLCZ in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-26T20:16:44.314646] [INFO ] [sig       ] [285/3548] Forecasting ATLO...
[2025-12-26T20:16:44.314675] [INFO ] [sig       ] Generating forecast for: ATLO
[2025-12-26T20:16:44.314707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2025-12-26T20:16:44.325873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2025-12-26T20:16:44.326248] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2025-12-26T20:16:44.327098] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2025-12-26T20:16:44.327150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:44.327181] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:44.327206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:44.327262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:44.384860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:44.385782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:44.385869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:44.385900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:44.497647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:44.497808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:44.497850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:44.497920] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:44.502475] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: DOWN (p=20.41%)
[2025-12-26T20:16:44.502794] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2025-12-26T20:16:44.502932] [INFO ] [sig       ] ATLO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:44.644867] [INFO ] [LOCAL     ] Saved forecast: ATLO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ATLO.txt
[2025-12-26T20:16:44.645036] [INFO ] [sig       ] [285/3548] Completed ATLO in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-26T20:16:44.645080] [INFO ] [sig       ] [286/3548] Forecasting ATNI...
[2025-12-26T20:16:44.645111] [INFO ] [sig       ] Generating forecast for: ATNI
[2025-12-26T20:16:44.645142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2025-12-26T20:16:44.656145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2025-12-26T20:16:44.656560] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2025-12-26T20:16:44.657417] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2025-12-26T20:16:44.657471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:44.657503] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:44.657530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:44.657606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:44.717112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:44.717986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:44.718077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:44.718110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:44.844674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:44.844857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:44.844901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:44.844930] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:44.848488] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: DOWN (p=14.75%)
[2025-12-26T20:16:44.848806] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2025-12-26T20:16:44.848968] [INFO ] [sig       ] ATNI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:44.992469] [INFO ] [LOCAL     ] Saved forecast: ATNI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ATNI.txt
[2025-12-26T20:16:44.992643] [INFO ] [sig       ] [286/3548] Completed ATNI in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-26T20:16:44.992701] [INFO ] [sig       ] [287/3548] Forecasting ATO...
[2025-12-26T20:16:44.992742] [INFO ] [sig       ] Generating forecast for: ATO
[2025-12-26T20:16:44.992775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-12-26T20:16:45.004681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2025-12-26T20:16:45.005061] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-12-26T20:16:45.005918] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-12-26T20:16:45.005971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:45.006021] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:45.006050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:45.006107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:45.065925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:45.066840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:45.066924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:45.066959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:45.194441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:45.194609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:45.194653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:45.194682] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:45.198118] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: UP (p=91.57%)
[2025-12-26T20:16:45.198411] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-12-26T20:16:45.198540] [INFO ] [sig       ] ATO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:45.344728] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ATO.txt
[2025-12-26T20:16:45.344882] [INFO ] [sig       ] [287/3548] Completed ATO in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-26T20:16:45.344922] [INFO ] [sig       ] [288/3548] Forecasting ATOM...
[2025-12-26T20:16:45.344952] [INFO ] [sig       ] Generating forecast for: ATOM
[2025-12-26T20:16:45.344983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2025-12-26T20:16:45.355910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2025-12-26T20:16:45.356262] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2025-12-26T20:16:45.357061] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2025-12-26T20:16:45.357113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:45.357143] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:45.357169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:45.357226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:45.413350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:45.414229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:45.414310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:45.414342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:45.536719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:45.536874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:45.536921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:45.536950] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:45.540603] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2025-12-26T20:16:45.540879] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2025-12-26T20:16:45.541007] [INFO ] [sig       ] ATOM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:45.686756] [INFO ] [LOCAL     ] Saved forecast: ATOM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ATOM.txt
[2025-12-26T20:16:45.686919] [INFO ] [sig       ] [288/3548] Completed ATOM in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-26T20:16:45.686958] [INFO ] [sig       ] [289/3548] Forecasting ATRA...
[2025-12-26T20:16:45.686986] [INFO ] [sig       ] Generating forecast for: ATRA
[2025-12-26T20:16:45.687016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'.
[2025-12-26T20:16:45.698747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRA'.
[2025-12-26T20:16:45.699193] [INFO ] [FORECASTER] Starting predict_future for ATRA
[2025-12-26T20:16:45.700008] [DEBUG] [LOCAL     ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt
[2025-12-26T20:16:45.700060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:45.700092] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:45.700119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:45.700176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:45.757056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:45.757949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:45.758033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:45.758066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:45.878524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:45.878696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:45.878739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:45.878768] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:45.882149] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: DOWN (p=21.99%)
[2025-12-26T20:16:45.882424] [INFO ] [FORECASTER] Completed predict_future for ATRA
[2025-12-26T20:16:45.882549] [INFO ] [sig       ] ATRA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:46.023339] [INFO ] [LOCAL     ] Saved forecast: ATRA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ATRA.txt
[2025-12-26T20:16:46.023497] [INFO ] [sig       ] [289/3548] Completed ATRA in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-26T20:16:46.023537] [INFO ] [sig       ] [290/3548] Forecasting ATRC...
[2025-12-26T20:16:46.023567] [INFO ] [sig       ] Generating forecast for: ATRC
[2025-12-26T20:16:46.023637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2025-12-26T20:16:46.034302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2025-12-26T20:16:46.034665] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2025-12-26T20:16:46.035426] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2025-12-26T20:16:46.035478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:46.035509] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:46.035535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:46.035608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:46.092316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:46.093174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:46.093254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:46.093287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:46.210262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:46.210417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:46.210460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:46.210488] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:46.213876] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: DOWN (p=28.00%)
[2025-12-26T20:16:46.214150] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2025-12-26T20:16:46.214276] [INFO ] [sig       ] ATRC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:46.354956] [INFO ] [LOCAL     ] Saved forecast: ATRC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ATRC.txt
[2025-12-26T20:16:46.355112] [INFO ] [sig       ] [290/3548] Completed ATRC in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-26T20:16:46.355157] [INFO ] [sig       ] [291/3548] Forecasting ATRO...
[2025-12-26T20:16:46.355190] [INFO ] [sig       ] Generating forecast for: ATRO
[2025-12-26T20:16:46.355219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2025-12-26T20:16:46.366262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2025-12-26T20:16:46.366634] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2025-12-26T20:16:46.367404] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2025-12-26T20:16:46.367456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:46.367487] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:46.367514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:46.367598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:46.428934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:46.429935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:46.430019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:46.430051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:46.554394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:46.554542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:46.554601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:46.554632] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:46.558042] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: UP (p=84.95%)
[2025-12-26T20:16:46.558314] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2025-12-26T20:16:46.558444] [INFO ] [sig       ] ATRO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:46.698473] [INFO ] [LOCAL     ] Saved forecast: ATRO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ATRO.txt
[2025-12-26T20:16:46.698633] [INFO ] [sig       ] [291/3548] Completed ATRO in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-26T20:16:46.698674] [INFO ] [sig       ] [292/3548] Forecasting ATXS...
[2025-12-26T20:16:46.698705] [INFO ] [sig       ] Generating forecast for: ATXS
[2025-12-26T20:16:46.698735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'.
[2025-12-26T20:16:46.709599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATXS'.
[2025-12-26T20:16:46.709928] [INFO ] [FORECASTER] Starting predict_future for ATXS
[2025-12-26T20:16:46.710720] [DEBUG] [LOCAL     ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt
[2025-12-26T20:16:46.710772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:46.710803] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:46.710829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:46.710886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:46.767186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:46.768036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:46.768148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:46.768182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:46.886312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:46.886466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:46.886508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:46.886536] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:46.889925] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: DOWN (p=8.64%)
[2025-12-26T20:16:46.890202] [INFO ] [FORECASTER] Completed predict_future for ATXS
[2025-12-26T20:16:46.890349] [INFO ] [sig       ] ATXS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:47.029651] [INFO ] [LOCAL     ] Saved forecast: ATXS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ATXS.txt
[2025-12-26T20:16:47.029793] [INFO ] [sig       ] [292/3548] Completed ATXS in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-26T20:16:47.029832] [INFO ] [sig       ] [293/3548] Forecasting AUB...
[2025-12-26T20:16:47.029861] [INFO ] [sig       ] Generating forecast for: AUB
[2025-12-26T20:16:47.029892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-12-26T20:16:47.040723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2025-12-26T20:16:47.041076] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-12-26T20:16:47.041871] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-12-26T20:16:47.041924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:47.041957] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:47.041984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:47.042042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:47.098184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:47.099055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:47.099135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:47.099168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:47.218336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:47.218510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:47.218565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:47.218612] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:47.222148] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: UP (p=54.19%)
[2025-12-26T20:16:47.222417] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-12-26T20:16:47.222537] [INFO ] [sig       ] AUB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:47.361772] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AUB.txt
[2025-12-26T20:16:47.361888] [INFO ] [sig       ] [293/3548] Completed AUB in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-26T20:16:47.361926] [INFO ] [sig       ] [294/3548] Forecasting AUDC...
[2025-12-26T20:16:47.361955] [INFO ] [sig       ] Generating forecast for: AUDC
[2025-12-26T20:16:47.361985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2025-12-26T20:16:47.372609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2025-12-26T20:16:47.372910] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2025-12-26T20:16:47.373689] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2025-12-26T20:16:47.373742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:47.373772] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:47.373798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:47.373856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:47.430720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:47.431310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:47.431386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:47.431418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:47.552104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:47.552237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:47.552278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:47.552321] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:47.555641] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: UP (p=64.27%)
[2025-12-26T20:16:47.555908] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2025-12-26T20:16:47.556029] [INFO ] [sig       ] AUDC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:47.696016] [INFO ] [LOCAL     ] Saved forecast: AUDC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AUDC.txt
[2025-12-26T20:16:47.696131] [INFO ] [sig       ] [294/3548] Completed AUDC in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-26T20:16:47.696168] [INFO ] [sig       ] [295/3548] Forecasting AUPH...
[2025-12-26T20:16:47.696197] [INFO ] [sig       ] Generating forecast for: AUPH
[2025-12-26T20:16:47.696227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2025-12-26T20:16:47.708159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2025-12-26T20:16:47.708463] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2025-12-26T20:16:47.709258] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2025-12-26T20:16:47.709309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:47.709340] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:47.709365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:47.709427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:47.765191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:47.765804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:47.765880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:47.765912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:47.881151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:47.881268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:47.881307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:47.881336] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:47.884592] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: DOWN (p=30.26%)
[2025-12-26T20:16:47.884859] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2025-12-26T20:16:47.884989] [INFO ] [sig       ] AUPH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:48.027997] [INFO ] [LOCAL     ] Saved forecast: AUPH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AUPH.txt
[2025-12-26T20:16:48.028153] [INFO ] [sig       ] [295/3548] Completed AUPH in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-26T20:16:48.028192] [INFO ] [sig       ] [296/3548] Forecasting AURA...
[2025-12-26T20:16:48.028222] [INFO ] [sig       ] Generating forecast for: AURA
[2025-12-26T20:16:48.028252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2025-12-26T20:16:48.039083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2025-12-26T20:16:48.039402] [INFO ] [FORECASTER] Starting predict_future for AURA
[2025-12-26T20:16:48.040203] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2025-12-26T20:16:48.040255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:48.040286] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:48.040312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:48.040370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:48.097926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:48.098555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:48.098664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:48.098697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:48.223175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:48.223316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:48.223359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:48.223387] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:48.227199] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: UP (p=78.11%)
[2025-12-26T20:16:48.227486] [INFO ] [FORECASTER] Completed predict_future for AURA
[2025-12-26T20:16:48.227649] [INFO ] [sig       ] AURA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:48.373200] [INFO ] [LOCAL     ] Saved forecast: AURA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AURA.txt
[2025-12-26T20:16:48.373352] [INFO ] [sig       ] [296/3548] Completed AURA in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-26T20:16:48.373391] [INFO ] [sig       ] [297/3548] Forecasting AUTL...
[2025-12-26T20:16:48.373420] [INFO ] [sig       ] Generating forecast for: AUTL
[2025-12-26T20:16:48.373451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2025-12-26T20:16:48.385385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2025-12-26T20:16:48.385833] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2025-12-26T20:16:48.386741] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2025-12-26T20:16:48.386794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:48.386826] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:48.386852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:48.386913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:48.444721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:48.445761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:48.445848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:48.445883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:48.576219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:48.576416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:48.576484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:48.576529] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:48.580633] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: DOWN (p=21.11%)
[2025-12-26T20:16:48.580991] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2025-12-26T20:16:48.581141] [INFO ] [sig       ] AUTL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:48.781860] [INFO ] [LOCAL     ] Saved forecast: AUTL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AUTL.txt
[2025-12-26T20:16:48.782076] [INFO ] [sig       ] [297/3548] Completed AUTL in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-26T20:16:48.782130] [INFO ] [sig       ] [298/3548] Forecasting AVA...
[2025-12-26T20:16:48.782170] [INFO ] [sig       ] Generating forecast for: AVA
[2025-12-26T20:16:48.782214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-12-26T20:16:48.798216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2025-12-26T20:16:48.800993] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-12-26T20:16:48.802611] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-12-26T20:16:48.802702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:48.802743] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:48.802795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:48.802871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:48.868713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:48.869879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:48.869996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:48.870033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:49.023749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:49.023956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:49.024030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:49.024084] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:49.030136] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: UP (p=99.36%)
[2025-12-26T20:16:49.030753] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-12-26T20:16:49.030978] [INFO ] [sig       ] AVA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:49.224996] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AVA.txt
[2025-12-26T20:16:49.225200] [INFO ] [sig       ] [298/3548] Completed AVA in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-26T20:16:49.225268] [INFO ] [sig       ] [299/3548] Forecasting AVAH...
[2025-12-26T20:16:49.225308] [INFO ] [sig       ] Generating forecast for: AVAH
[2025-12-26T20:16:49.225342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2025-12-26T20:16:49.238610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2025-12-26T20:16:49.239106] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2025-12-26T20:16:49.240009] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2025-12-26T20:16:49.240066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:49.240128] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:49.240157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:49.240216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:49.303966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:49.304906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:49.304996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:49.305029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:49.427052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:49.427214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:49.427261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:49.427290] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:49.430890] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: UP (p=90.20%)
[2025-12-26T20:16:49.431229] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2025-12-26T20:16:49.431394] [INFO ] [sig       ] AVAH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:49.580640] [INFO ] [LOCAL     ] Saved forecast: AVAH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AVAH.txt
[2025-12-26T20:16:49.580801] [INFO ] [sig       ] [299/3548] Completed AVAH in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 19.1m
[2025-12-26T20:16:49.580841] [INFO ] [sig       ] [300/3548] Forecasting AVAL...
[2025-12-26T20:16:49.580870] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-12-26T20:16:49.580899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-12-26T20:16:49.592849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2025-12-26T20:16:49.593293] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-12-26T20:16:49.594186] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-12-26T20:16:49.594242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:49.594275] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:49.594304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:49.594381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:49.653234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:49.654164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:49.654249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:49.654282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:49.775319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:49.775476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:49.775520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:49.775551] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:49.779440] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=54.54%)
[2025-12-26T20:16:49.779742] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-12-26T20:16:49.779871] [INFO ] [sig       ] AVAL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:49.926982] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AVAL.txt
[2025-12-26T20:16:49.927125] [INFO ] [sig       ] [300/3548] Completed AVAL in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 19.1m
[2025-12-26T20:16:49.927166] [INFO ] [sig       ] [301/3548] Forecasting AVB...
[2025-12-26T20:16:49.927197] [INFO ] [sig       ] Generating forecast for: AVB
[2025-12-26T20:16:49.927230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-12-26T20:16:49.938284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2025-12-26T20:16:49.938676] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-12-26T20:16:49.939504] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-12-26T20:16:49.939557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:49.939610] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:49.939638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:49.939707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:49.999006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:49.999800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:49.999895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:49.999939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:50.122134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:50.122291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:50.122337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:50.122366] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:50.125953] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: UP (p=68.34%)
[2025-12-26T20:16:50.126233] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-12-26T20:16:50.126363] [INFO ] [sig       ] AVB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:50.281605] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AVB.txt
[2025-12-26T20:16:50.281736] [INFO ] [sig       ] [301/3548] Completed AVB in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 19.1m
[2025-12-26T20:16:50.281775] [INFO ] [sig       ] [302/3548] Forecasting AVBP...
[2025-12-26T20:16:50.281805] [INFO ] [sig       ] Generating forecast for: AVBP
[2025-12-26T20:16:50.281848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2025-12-26T20:16:50.292493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2025-12-26T20:16:50.292845] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2025-12-26T20:16:50.293643] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2025-12-26T20:16:50.293695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:50.293727] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:50.293753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:50.293810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:50.351909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:50.352651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:50.352734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:50.352766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:50.471526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:50.471719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:50.471772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:50.471831] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:50.475233] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: DOWN (p=9.47%)
[2025-12-26T20:16:50.475508] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2025-12-26T20:16:50.475652] [INFO ] [sig       ] AVBP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:50.619632] [INFO ] [LOCAL     ] Saved forecast: AVBP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AVBP.txt
[2025-12-26T20:16:50.619792] [INFO ] [sig       ] [302/3548] Completed AVBP in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 19.1m
[2025-12-26T20:16:50.619833] [INFO ] [sig       ] [303/3548] Forecasting AVD...
[2025-12-26T20:16:50.619863] [INFO ] [sig       ] Generating forecast for: AVD
[2025-12-26T20:16:50.619895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-12-26T20:16:50.632967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2025-12-26T20:16:50.633354] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-12-26T20:16:50.634411] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-12-26T20:16:50.634465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:50.634498] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:50.634524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:50.634607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:50.698614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:50.699636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:50.699723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:50.699757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:50.837018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:50.837177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:50.837221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:50.837250] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:50.840896] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: UP (p=80.85%)
[2025-12-26T20:16:50.841182] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-12-26T20:16:50.841316] [INFO ] [sig       ] AVD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:51.001114] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AVD.txt
[2025-12-26T20:16:51.001281] [INFO ] [sig       ] [303/3548] Completed AVD in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 19.1m
[2025-12-26T20:16:51.001322] [INFO ] [sig       ] [304/3548] Forecasting AVDL...
[2025-12-26T20:16:51.001354] [INFO ] [sig       ] Generating forecast for: AVDL
[2025-12-26T20:16:51.001387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2025-12-26T20:16:51.012651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2025-12-26T20:16:51.012996] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2025-12-26T20:16:51.013809] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2025-12-26T20:16:51.013861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:51.013893] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:51.013921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:51.013980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:51.075600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:51.076442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:51.076526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:51.076560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:51.214830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:51.214987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:51.215031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:51.215061] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:51.218548] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: UP (p=56.97%)
[2025-12-26T20:16:51.218867] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2025-12-26T20:16:51.219031] [INFO ] [sig       ] AVDL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:51.360426] [INFO ] [LOCAL     ] Saved forecast: AVDL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AVDL.txt
[2025-12-26T20:16:51.360609] [INFO ] [sig       ] [304/3548] Completed AVDL in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-26T20:16:51.360653] [INFO ] [sig       ] [305/3548] Forecasting AVGO...
[2025-12-26T20:16:51.360686] [INFO ] [sig       ] Generating forecast for: AVGO
[2025-12-26T20:16:51.360718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2025-12-26T20:16:51.372099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2025-12-26T20:16:51.372490] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2025-12-26T20:16:51.373303] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2025-12-26T20:16:51.373357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:51.373391] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:51.373419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:51.373478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:51.430348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:51.431211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:51.431306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:51.431353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:51.552821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:51.552979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:51.553025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:51.553055] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:51.556519] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: DOWN (p=22.86%)
[2025-12-26T20:16:51.556842] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2025-12-26T20:16:51.556973] [INFO ] [sig       ] AVGO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:51.700108] [INFO ] [LOCAL     ] Saved forecast: AVGO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AVGO.txt
[2025-12-26T20:16:51.700259] [INFO ] [sig       ] [305/3548] Completed AVGO in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-26T20:16:51.700298] [INFO ] [sig       ] [306/3548] Forecasting AVGX...
[2025-12-26T20:16:51.700329] [INFO ] [sig       ] Generating forecast for: AVGX
[2025-12-26T20:16:51.700359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2025-12-26T20:16:51.712263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2025-12-26T20:16:51.712684] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2025-12-26T20:16:51.713459] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2025-12-26T20:16:51.713511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:51.713543] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:51.713592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:51.713654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:51.770476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:51.771347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:51.771429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:51.771461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:51.894626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:51.894778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:51.894820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:51.894849] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:51.898412] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: UP (p=61.38%)
[2025-12-26T20:16:51.898734] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2025-12-26T20:16:51.898864] [INFO ] [sig       ] AVGX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:52.051747] [INFO ] [LOCAL     ] Saved forecast: AVGX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AVGX.txt
[2025-12-26T20:16:52.051903] [INFO ] [sig       ] [306/3548] Completed AVGX in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-26T20:16:52.051943] [INFO ] [sig       ] [307/3548] Forecasting AVK...
[2025-12-26T20:16:52.051973] [INFO ] [sig       ] Generating forecast for: AVK
[2025-12-26T20:16:52.052003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-12-26T20:16:52.065412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2025-12-26T20:16:52.065821] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-12-26T20:16:52.066615] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-12-26T20:16:52.066667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:52.066698] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:52.066725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:52.066782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:52.123235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:52.124109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:52.124195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:52.124228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:52.238302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:52.238453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:52.238496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:52.238524] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:52.242006] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=50.74%)
[2025-12-26T20:16:52.242281] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-12-26T20:16:52.242404] [INFO ] [sig       ] AVK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:52.387413] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AVK.txt
[2025-12-26T20:16:52.387590] [INFO ] [sig       ] [307/3548] Completed AVK in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-26T20:16:52.387634] [INFO ] [sig       ] [308/3548] Forecasting AVNS...
[2025-12-26T20:16:52.387664] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-12-26T20:16:52.387695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-12-26T20:16:52.399634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVNS'.
[2025-12-26T20:16:52.400019] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-12-26T20:16:52.400857] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-12-26T20:16:52.400909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:52.400939] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:52.400966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:52.401027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:52.458262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:52.459093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:52.459180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:52.459212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:52.580272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:52.580427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:52.580470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:52.580498] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:52.583900] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-12-26T20:16:52.584178] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-12-26T20:16:52.584303] [INFO ] [sig       ] AVNS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:52.736521] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AVNS.txt
[2025-12-26T20:16:52.736674] [INFO ] [sig       ] [308/3548] Completed AVNS in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-26T20:16:52.736715] [INFO ] [sig       ] [309/3548] Forecasting AVO...
[2025-12-26T20:16:52.736744] [INFO ] [sig       ] Generating forecast for: AVO
[2025-12-26T20:16:52.736775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2025-12-26T20:16:52.748359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2025-12-26T20:16:52.748726] [INFO ] [FORECASTER] Starting predict_future for AVO
[2025-12-26T20:16:52.749519] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2025-12-26T20:16:52.749586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:52.749620] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:52.749646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:52.749704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:52.806403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:52.807172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:52.807293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:52.807326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:52.926267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:52.926417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:52.926460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:52.926488] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:52.929929] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: UP (p=86.29%)
[2025-12-26T20:16:52.930198] [INFO ] [FORECASTER] Completed predict_future for AVO
[2025-12-26T20:16:52.930319] [INFO ] [sig       ] AVO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:53.071434] [INFO ] [LOCAL     ] Saved forecast: AVO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AVO.txt
[2025-12-26T20:16:53.071595] [INFO ] [sig       ] [309/3548] Completed AVO in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-26T20:16:53.071637] [INFO ] [sig       ] [310/3548] Forecasting AVTX...
[2025-12-26T20:16:53.071687] [INFO ] [sig       ] Generating forecast for: AVTX
[2025-12-26T20:16:53.071717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2025-12-26T20:16:53.081987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2025-12-26T20:16:53.082333] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2025-12-26T20:16:53.083109] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2025-12-26T20:16:53.083160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:53.083191] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:53.083217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:53.083274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:53.140490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:53.141328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:53.141408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:53.141440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:53.269047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:53.269211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:53.269255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:53.269283] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:53.272799] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: UP (p=70.84%)
[2025-12-26T20:16:53.273068] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2025-12-26T20:16:53.273193] [INFO ] [sig       ] AVTX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:53.415199] [INFO ] [LOCAL     ] Saved forecast: AVTX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AVTX.txt
[2025-12-26T20:16:53.415353] [INFO ] [sig       ] [310/3548] Completed AVTX in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-26T20:16:53.415393] [INFO ] [sig       ] [311/3548] Forecasting AVXL...
[2025-12-26T20:16:53.415423] [INFO ] [sig       ] Generating forecast for: AVXL
[2025-12-26T20:16:53.415452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2025-12-26T20:16:53.427430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2025-12-26T20:16:53.427831] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2025-12-26T20:16:53.428670] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2025-12-26T20:16:53.428740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:53.428773] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:53.428801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:53.428860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:53.487641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:53.488472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:53.488557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:53.488609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:53.607069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:53.607220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:53.607261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:53.607289] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:53.610876] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: DOWN (p=32.92%)
[2025-12-26T20:16:53.611169] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2025-12-26T20:16:53.611318] [INFO ] [sig       ] AVXL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:53.752234] [INFO ] [LOCAL     ] Saved forecast: AVXL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AVXL.txt
[2025-12-26T20:16:53.752392] [INFO ] [sig       ] [311/3548] Completed AVXL in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-26T20:16:53.752432] [INFO ] [sig       ] [312/3548] Forecasting AVY...
[2025-12-26T20:16:53.752463] [INFO ] [sig       ] Generating forecast for: AVY
[2025-12-26T20:16:53.752493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-12-26T20:16:53.766706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2025-12-26T20:16:53.767385] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-12-26T20:16:53.768379] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-12-26T20:16:53.768442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:53.768476] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:53.768504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:53.768567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:53.829141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:53.831047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:53.831268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:53.831303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:53.949988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:53.950157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:53.950201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:53.950231] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:53.953784] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: UP (p=83.39%)
[2025-12-26T20:16:53.954096] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-12-26T20:16:53.954230] [INFO ] [sig       ] AVY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:54.095143] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AVY.txt
[2025-12-26T20:16:54.095330] [INFO ] [sig       ] [312/3548] Completed AVY in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-26T20:16:54.095373] [INFO ] [sig       ] [313/3548] Forecasting AWF...
[2025-12-26T20:16:54.095403] [INFO ] [sig       ] Generating forecast for: AWF
[2025-12-26T20:16:54.095433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-12-26T20:16:54.106506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2025-12-26T20:16:54.106848] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-12-26T20:16:54.107630] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-12-26T20:16:54.107682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:54.107713] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:54.107739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:54.107797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:54.165126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:54.166018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:54.166103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:54.166135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:54.285260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:54.285420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:54.285463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:54.285492] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:54.288956] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: UP (p=86.85%)
[2025-12-26T20:16:54.289234] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-12-26T20:16:54.289361] [INFO ] [sig       ] AWF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:54.428611] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AWF.txt
[2025-12-26T20:16:54.428747] [INFO ] [sig       ] [313/3548] Completed AWF in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-26T20:16:54.428787] [INFO ] [sig       ] [314/3548] Forecasting AWI...
[2025-12-26T20:16:54.428817] [INFO ] [sig       ] Generating forecast for: AWI
[2025-12-26T20:16:54.428847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-12-26T20:16:54.440674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2025-12-26T20:16:54.441009] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-12-26T20:16:54.441792] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-12-26T20:16:54.441844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:54.441875] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:54.441902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:54.441961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:54.498427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:54.499308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:54.499394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:54.499428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:54.619716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:54.619877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:54.619921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:54.619951] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:54.623716] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: DOWN (p=38.88%)
[2025-12-26T20:16:54.623985] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-12-26T20:16:54.624110] [INFO ] [sig       ] AWI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:54.764102] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AWI.txt
[2025-12-26T20:16:54.764252] [INFO ] [sig       ] [314/3548] Completed AWI in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-26T20:16:54.764298] [INFO ] [sig       ] [315/3548] Forecasting AWK...
[2025-12-26T20:16:54.764327] [INFO ] [sig       ] Generating forecast for: AWK
[2025-12-26T20:16:54.764357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-12-26T20:16:54.776916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2025-12-26T20:16:54.777268] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-12-26T20:16:54.778055] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-12-26T20:16:54.778107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:54.778139] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:54.778166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:54.778223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:54.835833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:54.836517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:54.836615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:54.836649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:54.953956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:54.954115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:54.954160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:54.954190] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:54.957601] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: UP (p=73.56%)
[2025-12-26T20:16:54.957896] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-12-26T20:16:54.958027] [INFO ] [sig       ] AWK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:55.097854] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AWK.txt
[2025-12-26T20:16:55.097997] [INFO ] [sig       ] [315/3548] Completed AWK in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-26T20:16:55.098036] [INFO ] [sig       ] [316/3548] Forecasting AWP...
[2025-12-26T20:16:55.098066] [INFO ] [sig       ] Generating forecast for: AWP
[2025-12-26T20:16:55.098097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-12-26T20:16:55.109822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWP'.
[2025-12-26T20:16:55.110186] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-12-26T20:16:55.110971] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-12-26T20:16:55.111023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:55.111082] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:55.111111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:55.111170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:55.167996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:55.168813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:55.168907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:55.168940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:55.288043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:55.288205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:55.288259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:55.288292] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:55.291839] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: DOWN (p=0.92%)
[2025-12-26T20:16:55.292114] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-12-26T20:16:55.292258] [INFO ] [sig       ] AWP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:55.438371] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AWP.txt
[2025-12-26T20:16:55.438512] [INFO ] [sig       ] [316/3548] Completed AWP in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 19.0m
[2025-12-26T20:16:55.438552] [INFO ] [sig       ] [317/3548] Forecasting AWRE...
[2025-12-26T20:16:55.438601] [INFO ] [sig       ] Generating forecast for: AWRE
[2025-12-26T20:16:55.438632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2025-12-26T20:16:55.449892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2025-12-26T20:16:55.450246] [INFO ] [FORECASTER] Starting predict_future for AWRE
[2025-12-26T20:16:55.451078] [DEBUG] [LOCAL     ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt
[2025-12-26T20:16:55.451130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:55.451160] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:55.451186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:55.451243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:55.512538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:55.513406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:55.513486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:55.513518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:55.629354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:55.629512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:55.629555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:55.629612] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:55.633060] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: UP (p=99.00%)
[2025-12-26T20:16:55.633336] [INFO ] [FORECASTER] Completed predict_future for AWRE
[2025-12-26T20:16:55.633461] [INFO ] [sig       ] AWRE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:55.776489] [INFO ] [LOCAL     ] Saved forecast: AWRE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AWRE.txt
[2025-12-26T20:16:55.776657] [INFO ] [sig       ] [317/3548] Completed AWRE in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-26T20:16:55.776700] [INFO ] [sig       ] [318/3548] Forecasting AXGN...
[2025-12-26T20:16:55.776730] [INFO ] [sig       ] Generating forecast for: AXGN
[2025-12-26T20:16:55.776761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2025-12-26T20:16:55.787859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2025-12-26T20:16:55.788212] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2025-12-26T20:16:55.789076] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2025-12-26T20:16:55.789130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:55.789163] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:55.789190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:55.789248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:55.847527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:55.848390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:55.848471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:55.848504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:55.972518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:55.972695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:55.972760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:55.972792] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:55.976190] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2025-12-26T20:16:55.976474] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2025-12-26T20:16:55.976619] [INFO ] [sig       ] AXGN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:56.118164] [INFO ] [LOCAL     ] Saved forecast: AXGN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AXGN.txt
[2025-12-26T20:16:56.118314] [INFO ] [sig       ] [318/3548] Completed AXGN in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-26T20:16:56.118353] [INFO ] [sig       ] [319/3548] Forecasting AXL...
[2025-12-26T20:16:56.118383] [INFO ] [sig       ] Generating forecast for: AXL
[2025-12-26T20:16:56.118414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-12-26T20:16:56.130115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXL'.
[2025-12-26T20:16:56.130428] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-12-26T20:16:56.131222] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-12-26T20:16:56.131274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:56.131305] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:56.131331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:56.131388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:56.190267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:56.191085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:56.191168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:56.191201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:56.321013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:56.321172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:56.321215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:56.321284] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:56.324908] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=10.58%)
[2025-12-26T20:16:56.325203] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-12-26T20:16:56.325331] [INFO ] [sig       ] AXL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:56.465739] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AXL.txt
[2025-12-26T20:16:56.465924] [INFO ] [sig       ] [319/3548] Completed AXL in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-26T20:16:56.465969] [INFO ] [sig       ] [320/3548] Forecasting AXON...
[2025-12-26T20:16:56.466000] [INFO ] [sig       ] Generating forecast for: AXON
[2025-12-26T20:16:56.466030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'.
[2025-12-26T20:16:56.477472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXON'.
[2025-12-26T20:16:56.477874] [INFO ] [FORECASTER] Starting predict_future for AXON
[2025-12-26T20:16:56.479033] [DEBUG] [LOCAL     ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt
[2025-12-26T20:16:56.479092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:56.479123] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:56.479149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:56.479207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:56.538032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:56.538976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:56.539084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:56.539118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:56.657961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:56.658118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:56.658159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:56.658188] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:56.661649] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: UP (p=95.02%)
[2025-12-26T20:16:56.661919] [INFO ] [FORECASTER] Completed predict_future for AXON
[2025-12-26T20:16:56.662046] [INFO ] [sig       ] AXON: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:56.806218] [INFO ] [LOCAL     ] Saved forecast: AXON	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AXON.txt
[2025-12-26T20:16:56.806369] [INFO ] [sig       ] [320/3548] Completed AXON in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-26T20:16:56.806408] [INFO ] [sig       ] [321/3548] Forecasting AXP...
[2025-12-26T20:16:56.806439] [INFO ] [sig       ] Generating forecast for: AXP
[2025-12-26T20:16:56.806469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-12-26T20:16:56.817646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2025-12-26T20:16:56.818007] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-12-26T20:16:56.818814] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-12-26T20:16:56.818867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:56.818922] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:56.818951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:56.819011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:56.875928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:56.876720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:56.876802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:56.876833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:56.999459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:56.999620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:56.999675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:56.999710] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:57.003076] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: DOWN (p=5.87%)
[2025-12-26T20:16:57.003343] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-12-26T20:16:57.003466] [INFO ] [sig       ] AXP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:57.148289] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AXP.txt
[2025-12-26T20:16:57.148412] [INFO ] [sig       ] [321/3548] Completed AXP in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-26T20:16:57.148449] [INFO ] [sig       ] [322/3548] Forecasting AXS...
[2025-12-26T20:16:57.148478] [INFO ] [sig       ] Generating forecast for: AXS
[2025-12-26T20:16:57.148509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-12-26T20:16:57.160234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2025-12-26T20:16:57.160551] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-12-26T20:16:57.161333] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-12-26T20:16:57.161384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:57.161415] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:57.161464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:57.161522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:57.220291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:57.221162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:57.221242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:57.221274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:57.342255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:57.342415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:57.342457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:57.342485] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:57.345887] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: UP (p=75.93%)
[2025-12-26T20:16:57.346164] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-12-26T20:16:57.346287] [INFO ] [sig       ] AXS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:57.487944] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AXS.txt
[2025-12-26T20:16:57.488107] [INFO ] [sig       ] [322/3548] Completed AXS in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-26T20:16:57.488149] [INFO ] [sig       ] [323/3548] Forecasting AXSM...
[2025-12-26T20:16:57.488179] [INFO ] [sig       ] Generating forecast for: AXSM
[2025-12-26T20:16:57.488214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2025-12-26T20:16:57.499516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2025-12-26T20:16:57.499936] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2025-12-26T20:16:57.500740] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2025-12-26T20:16:57.500793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:57.500824] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:57.500851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:57.500909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:57.557896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:57.558772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:57.558859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:57.558915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:57.679691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:57.679856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:57.679899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:57.679928] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:57.683353] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: UP (p=95.18%)
[2025-12-26T20:16:57.683654] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2025-12-26T20:16:57.683785] [INFO ] [sig       ] AXSM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:57.827846] [INFO ] [LOCAL     ] Saved forecast: AXSM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AXSM.txt
[2025-12-26T20:16:57.828004] [INFO ] [sig       ] [323/3548] Completed AXSM in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-26T20:16:57.828045] [INFO ] [sig       ] [324/3548] Forecasting AXTA...
[2025-12-26T20:16:57.828075] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-12-26T20:16:57.828105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-12-26T20:16:57.838907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2025-12-26T20:16:57.839307] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-12-26T20:16:57.840144] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-12-26T20:16:57.840196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:57.840228] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:57.840254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:57.840312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:57.897316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:57.898190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:57.898280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:57.898313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:58.020893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:58.021058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:58.021099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:58.021128] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:58.024593] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=4.17%)
[2025-12-26T20:16:58.024884] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-12-26T20:16:58.025013] [INFO ] [sig       ] AXTA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:58.167450] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AXTA.txt
[2025-12-26T20:16:58.167661] [INFO ] [sig       ] [324/3548] Completed AXTA in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-26T20:16:58.167723] [INFO ] [sig       ] [325/3548] Forecasting AXTI...
[2025-12-26T20:16:58.167755] [INFO ] [sig       ] Generating forecast for: AXTI
[2025-12-26T20:16:58.167785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2025-12-26T20:16:58.180529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2025-12-26T20:16:58.180979] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2025-12-26T20:16:58.181858] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2025-12-26T20:16:58.181914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:58.181948] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:58.181975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:58.182035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:58.247638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:58.248553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:58.248662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:58.248699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:58.380317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:58.380472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:58.380517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:58.380544] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:58.383929] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: DOWN (p=4.11%)
[2025-12-26T20:16:58.384201] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2025-12-26T20:16:58.384323] [INFO ] [sig       ] AXTI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:58.522189] [INFO ] [LOCAL     ] Saved forecast: AXTI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AXTI.txt
[2025-12-26T20:16:58.522308] [INFO ] [sig       ] [325/3548] Completed AXTI in 0.4s | 2.84 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-26T20:16:58.522347] [INFO ] [sig       ] [326/3548] Forecasting AYI...
[2025-12-26T20:16:58.522376] [INFO ] [sig       ] Generating forecast for: AYI
[2025-12-26T20:16:58.522411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-12-26T20:16:58.533330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2025-12-26T20:16:58.533658] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-12-26T20:16:58.534412] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-12-26T20:16:58.534464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:58.534494] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:58.534521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:58.534598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:58.591088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:58.592016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:58.592138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:58.592171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:58.718790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:58.718972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:58.719021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:58.719050] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:58.722442] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: UP (p=76.21%)
[2025-12-26T20:16:58.722740] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-12-26T20:16:58.722869] [INFO ] [sig       ] AYI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:58.863981] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AYI.txt
[2025-12-26T20:16:58.864137] [INFO ] [sig       ] [326/3548] Completed AYI in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-26T20:16:58.864178] [INFO ] [sig       ] [327/3548] Forecasting AZ...
[2025-12-26T20:16:58.864207] [INFO ] [sig       ] Generating forecast for: AZ
[2025-12-26T20:16:58.864239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2025-12-26T20:16:58.875388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2025-12-26T20:16:58.875808] [INFO ] [FORECASTER] Starting predict_future for AZ
[2025-12-26T20:16:58.876610] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2025-12-26T20:16:58.876663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:58.876694] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:58.876721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:58.876779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:58.934538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:58.935369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:58.935461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:58.935493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:59.055035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:59.055190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:59.055234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:59.055264] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:59.058895] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: UP (p=97.40%)
[2025-12-26T20:16:59.059209] [INFO ] [FORECASTER] Completed predict_future for AZ
[2025-12-26T20:16:59.059346] [INFO ] [sig       ] AZ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:59.202940] [INFO ] [LOCAL     ] Saved forecast: AZ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AZ.txt
[2025-12-26T20:16:59.203091] [INFO ] [sig       ] [327/3548] Completed AZ in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-26T20:16:59.203131] [INFO ] [sig       ] [328/3548] Forecasting AZN...
[2025-12-26T20:16:59.203161] [INFO ] [sig       ] Generating forecast for: AZN
[2025-12-26T20:16:59.203193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2025-12-26T20:16:59.214313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2025-12-26T20:16:59.214726] [INFO ] [FORECASTER] Starting predict_future for AZN
[2025-12-26T20:16:59.215505] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2025-12-26T20:16:59.215556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:59.215612] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:59.215639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:59.215696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:59.272718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:59.273552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:59.273652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:59.273684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:59.396181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:59.396336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:59.396378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:59.396407] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:59.399773] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: DOWN (p=18.88%)
[2025-12-26T20:16:59.400040] [INFO ] [FORECASTER] Completed predict_future for AZN
[2025-12-26T20:16:59.400163] [INFO ] [sig       ] AZN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:16:59.549623] [INFO ] [LOCAL     ] Saved forecast: AZN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AZN.txt
[2025-12-26T20:16:59.549784] [INFO ] [sig       ] [328/3548] Completed AZN in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-26T20:16:59.549825] [INFO ] [sig       ] [329/3548] Forecasting AZO...
[2025-12-26T20:16:59.549859] [INFO ] [sig       ] Generating forecast for: AZO
[2025-12-26T20:16:59.549888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-12-26T20:16:59.561039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2025-12-26T20:16:59.561364] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-12-26T20:16:59.562143] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-12-26T20:16:59.562195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:59.562226] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:59.562252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:59.562309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:59.620522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:59.621416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:59.621508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:59.621540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:16:59.739263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:16:59.739429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:16:59.739474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:16:59.739504] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:16:59.743538] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: UP (p=53.85%)
[2025-12-26T20:16:59.743825] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-12-26T20:16:59.743951] [INFO ] [sig       ] AZO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:16:59.889643] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AZO.txt
[2025-12-26T20:16:59.889827] [INFO ] [sig       ] [329/3548] Completed AZO in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-26T20:16:59.889869] [INFO ] [sig       ] [330/3548] Forecasting AZTA...
[2025-12-26T20:16:59.889899] [INFO ] [sig       ] Generating forecast for: AZTA
[2025-12-26T20:16:59.889930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'.
[2025-12-26T20:16:59.900670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZTA'.
[2025-12-26T20:16:59.901026] [INFO ] [FORECASTER] Starting predict_future for AZTA
[2025-12-26T20:16:59.901810] [DEBUG] [LOCAL     ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt
[2025-12-26T20:16:59.901862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:16:59.901893] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:16:59.901919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:16:59.901976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:16:59.958617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:16:59.959471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:16:59.959557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:16:59.959612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:00.084298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:00.084460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:00.084502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:00.084530] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:00.088250] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: DOWN (p=22.48%)
[2025-12-26T20:17:00.088517] [INFO ] [FORECASTER] Completed predict_future for AZTA
[2025-12-26T20:17:00.088658] [INFO ] [sig       ] AZTA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:00.230797] [INFO ] [LOCAL     ] Saved forecast: AZTA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/AZTA.txt
[2025-12-26T20:17:00.230964] [INFO ] [sig       ] [330/3548] Completed AZTA in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-26T20:17:00.231006] [INFO ] [sig       ] [331/3548] Forecasting AZZ...
[2025-12-26T20:17:00.231035] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-12-26T20:17:00.231066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-12-26T20:17:00.245126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2025-12-26T20:17:00.245852] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-12-26T20:17:00.246856] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-12-26T20:17:00.246913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:00.246948] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:00.246977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:00.247050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:00.307309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:00.308473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:00.308604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:00.308644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:00.437174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:00.437467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:00.437552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:00.437607] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:00.441980] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: UP (p=76.13%)
[2025-12-26T20:17:00.442342] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-12-26T20:17:00.442506] [INFO ] [sig       ] AZZ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:00.589899] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/AZZ.txt
[2025-12-26T20:17:00.590105] [INFO ] [sig       ] [331/3548] Completed AZZ in 0.4s | 2.85 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-26T20:17:00.590149] [INFO ] [sig       ] [332/3548] Forecasting BA...
[2025-12-26T20:17:00.590179] [INFO ] [sig       ] Generating forecast for: BA
[2025-12-26T20:17:00.590209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-12-26T20:17:00.607189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2025-12-26T20:17:00.607833] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-12-26T20:17:00.608812] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-12-26T20:17:00.608867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:00.608926] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:00.608953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:00.609012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:00.668261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:00.669464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:00.669591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:00.669642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:00.798458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:00.798608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:00.798668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:00.798709] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:00.802376] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: UP (p=53.59%)
[2025-12-26T20:17:00.802699] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-12-26T20:17:00.802862] [INFO ] [sig       ] BA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:00.954520] [INFO ] [LOCAL     ] Saved forecast: BA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BA.txt
[2025-12-26T20:17:00.954712] [INFO ] [sig       ] [332/3548] Completed BA in 0.4s | 2.84 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-26T20:17:00.954755] [INFO ] [sig       ] [333/3548] Forecasting BABA...
[2025-12-26T20:17:00.954787] [INFO ] [sig       ] Generating forecast for: BABA
[2025-12-26T20:17:00.954817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-12-26T20:17:00.967380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2025-12-26T20:17:00.967845] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-12-26T20:17:00.968791] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-12-26T20:17:00.968897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:00.969529] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:00.969597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:00.969680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:01.032215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:01.033050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:01.033135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:01.033168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:01.157139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:01.157264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:01.157305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:01.157335] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:01.160986] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: UP (p=81.09%)
[2025-12-26T20:17:01.161509] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-12-26T20:17:01.161684] [INFO ] [sig       ] BABA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:01.313338] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BABA.txt
[2025-12-26T20:17:01.313492] [INFO ] [sig       ] [333/3548] Completed BABA in 0.4s | 2.84 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-26T20:17:01.313533] [INFO ] [sig       ] [334/3548] Forecasting BABX...
[2025-12-26T20:17:01.313565] [INFO ] [sig       ] Generating forecast for: BABX
[2025-12-26T20:17:01.313621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2025-12-26T20:17:01.326338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2025-12-26T20:17:01.326715] [INFO ] [FORECASTER] Starting predict_future for BABX
[2025-12-26T20:17:01.327509] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2025-12-26T20:17:01.327562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:01.327615] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:01.327643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:01.327701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:01.399260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:01.400544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:01.400698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:01.400748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:01.540236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:01.540419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:01.540469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:01.540500] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:01.544285] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: DOWN (p=49.41%)
[2025-12-26T20:17:01.544597] [INFO ] [FORECASTER] Completed predict_future for BABX
[2025-12-26T20:17:01.544735] [INFO ] [sig       ] BABX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:01.692199] [INFO ] [LOCAL     ] Saved forecast: BABX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BABX.txt
[2025-12-26T20:17:01.692352] [INFO ] [sig       ] [334/3548] Completed BABX in 0.4s | 2.84 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-26T20:17:01.692394] [INFO ] [sig       ] [335/3548] Forecasting BAC...
[2025-12-26T20:17:01.692423] [INFO ] [sig       ] Generating forecast for: BAC
[2025-12-26T20:17:01.692455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-12-26T20:17:01.704831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2025-12-26T20:17:01.705214] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-12-26T20:17:01.706051] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-12-26T20:17:01.706103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:01.706149] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:01.706176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:01.706234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:01.777112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:01.778089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:01.778176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:01.778210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:01.902862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:01.903024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:01.903067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:01.903095] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:01.906510] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: DOWN (p=5.20%)
[2025-12-26T20:17:01.906844] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-12-26T20:17:01.906984] [INFO ] [sig       ] BAC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:02.051807] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BAC.txt
[2025-12-26T20:17:02.051966] [INFO ] [sig       ] [335/3548] Completed BAC in 0.4s | 2.84 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-26T20:17:02.052006] [INFO ] [sig       ] [336/3548] Forecasting BAH...
[2025-12-26T20:17:02.052037] [INFO ] [sig       ] Generating forecast for: BAH
[2025-12-26T20:17:02.052067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-12-26T20:17:02.063154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2025-12-26T20:17:02.063547] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-12-26T20:17:02.064355] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-12-26T20:17:02.064407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:02.064438] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:02.064465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:02.064522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:02.122282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:02.123186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:02.123271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:02.123303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:02.245602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:02.245758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:02.245799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:02.245864] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:02.249402] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-12-26T20:17:02.249705] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-12-26T20:17:02.249836] [INFO ] [sig       ] BAH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:02.389982] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BAH.txt
[2025-12-26T20:17:02.390164] [INFO ] [sig       ] [336/3548] Completed BAH in 0.3s | 2.84 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-26T20:17:02.390221] [INFO ] [sig       ] [337/3548] Forecasting BAK...
[2025-12-26T20:17:02.390255] [INFO ] [sig       ] Generating forecast for: BAK
[2025-12-26T20:17:02.390287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-12-26T20:17:02.401337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAK'.
[2025-12-26T20:17:02.401750] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-12-26T20:17:02.402557] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-12-26T20:17:02.402631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:02.402663] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:02.402691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:02.402749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:02.464298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:02.465285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:02.465373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:02.465407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:02.587996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:02.588172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:02.588237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:02.588277] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:02.591880] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: UP (p=74.82%)
[2025-12-26T20:17:02.592156] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-12-26T20:17:02.592279] [INFO ] [sig       ] BAK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:02.733175] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BAK.txt
[2025-12-26T20:17:02.733324] [INFO ] [sig       ] [337/3548] Completed BAK in 0.3s | 2.84 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-26T20:17:02.733366] [INFO ] [sig       ] [338/3548] Forecasting BALL...
[2025-12-26T20:17:02.733395] [INFO ] [sig       ] Generating forecast for: BALL
[2025-12-26T20:17:02.733425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-12-26T20:17:02.744740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2025-12-26T20:17:02.745140] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-12-26T20:17:02.745993] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-12-26T20:17:02.746047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:02.746078] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:02.746105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:02.746165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:02.805418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:02.806399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:02.806502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:02.806535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:02.929066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:02.929219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:02.929262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:02.929291] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:02.932910] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: DOWN (p=6.21%)
[2025-12-26T20:17:02.933193] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-12-26T20:17:02.933320] [INFO ] [sig       ] BALL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:03.080622] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BALL.txt
[2025-12-26T20:17:03.080783] [INFO ] [sig       ] [338/3548] Completed BALL in 0.3s | 2.84 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-26T20:17:03.080904] [INFO ] [sig       ] [339/3548] Forecasting BAM...
[2025-12-26T20:17:03.080938] [INFO ] [sig       ] Generating forecast for: BAM
[2025-12-26T20:17:03.080969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-12-26T20:17:03.092290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2025-12-26T20:17:03.092694] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-12-26T20:17:03.093486] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-12-26T20:17:03.093538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:03.093598] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:03.093635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:03.093695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:03.150989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:03.151935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:03.152037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:03.152077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:03.275991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:03.276144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:03.276201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:03.276231] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:03.279802] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=65.55%)
[2025-12-26T20:17:03.280101] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-12-26T20:17:03.280234] [INFO ] [sig       ] BAM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:03.422040] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BAM.txt
[2025-12-26T20:17:03.422178] [INFO ] [sig       ] [339/3548] Completed BAM in 0.3s | 2.84 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-26T20:17:03.422219] [INFO ] [sig       ] [340/3548] Forecasting BANC...
[2025-12-26T20:17:03.422247] [INFO ] [sig       ] Generating forecast for: BANC
[2025-12-26T20:17:03.422277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-12-26T20:17:03.434474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2025-12-26T20:17:03.434839] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-12-26T20:17:03.435638] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-12-26T20:17:03.435689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:03.435720] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:03.435745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:03.435801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:03.494787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:03.495714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:03.495794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:03.495827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:03.623326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:03.623476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:03.623517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:03.623546] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:03.627410] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=20.42%)
[2025-12-26T20:17:03.627698] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-12-26T20:17:03.627839] [INFO ] [sig       ] BANC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:03.768376] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BANC.txt
[2025-12-26T20:17:03.768513] [INFO ] [sig       ] [340/3548] Completed BANC in 0.3s | 2.84 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-26T20:17:03.768553] [INFO ] [sig       ] [341/3548] Forecasting BAND...
[2025-12-26T20:17:03.768601] [INFO ] [sig       ] Generating forecast for: BAND
[2025-12-26T20:17:03.768633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2025-12-26T20:17:03.780069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2025-12-26T20:17:03.780393] [INFO ] [FORECASTER] Starting predict_future for BAND
[2025-12-26T20:17:03.781198] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2025-12-26T20:17:03.781250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:03.781281] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:03.781308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:03.781365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:03.838985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:03.839888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:03.839988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:03.840022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:03.966244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:03.966401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:03.966441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:03.966470] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:03.969926] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: DOWN (p=17.04%)
[2025-12-26T20:17:03.970234] [INFO ] [FORECASTER] Completed predict_future for BAND
[2025-12-26T20:17:03.970368] [INFO ] [sig       ] BAND: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:04.118413] [INFO ] [LOCAL     ] Saved forecast: BAND	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BAND.txt
[2025-12-26T20:17:04.118558] [INFO ] [sig       ] [341/3548] Completed BAND in 0.3s | 2.84 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-26T20:17:04.118616] [INFO ] [sig       ] [342/3548] Forecasting BANF...
[2025-12-26T20:17:04.118647] [INFO ] [sig       ] Generating forecast for: BANF
[2025-12-26T20:17:04.118678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2025-12-26T20:17:04.130249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2025-12-26T20:17:04.130636] [INFO ] [FORECASTER] Starting predict_future for BANF
[2025-12-26T20:17:04.131426] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2025-12-26T20:17:04.131478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:04.131509] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:04.131536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:04.131617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:04.189182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:04.190043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:04.190123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:04.190155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:04.311606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:04.311746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:04.311788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:04.311834] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:04.315191] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: UP (p=83.02%)
[2025-12-26T20:17:04.315461] [INFO ] [FORECASTER] Completed predict_future for BANF
[2025-12-26T20:17:04.315605] [INFO ] [sig       ] BANF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:04.460738] [INFO ] [LOCAL     ] Saved forecast: BANF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BANF.txt
[2025-12-26T20:17:04.460893] [INFO ] [sig       ] [342/3548] Completed BANF in 0.3s | 2.84 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-26T20:17:04.460932] [INFO ] [sig       ] [343/3548] Forecasting BANX...
[2025-12-26T20:17:04.460963] [INFO ] [sig       ] Generating forecast for: BANX
[2025-12-26T20:17:04.460993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2025-12-26T20:17:04.471478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2025-12-26T20:17:04.471825] [INFO ] [FORECASTER] Starting predict_future for BANX
[2025-12-26T20:17:04.472614] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2025-12-26T20:17:04.472666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:04.472697] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:04.472724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:04.472782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:04.530140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:04.530977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:04.531092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:04.531140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:04.653198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:04.653353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:04.653396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:04.653425] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:04.656909] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: UP (p=91.22%)
[2025-12-26T20:17:04.657181] [INFO ] [FORECASTER] Completed predict_future for BANX
[2025-12-26T20:17:04.657305] [INFO ] [sig       ] BANX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:04.805358] [INFO ] [LOCAL     ] Saved forecast: BANX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BANX.txt
[2025-12-26T20:17:04.805489] [INFO ] [sig       ] [343/3548] Completed BANX in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-26T20:17:04.805528] [INFO ] [sig       ] [344/3548] Forecasting BAP...
[2025-12-26T20:17:04.805558] [INFO ] [sig       ] Generating forecast for: BAP
[2025-12-26T20:17:04.805607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-12-26T20:17:04.816387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2025-12-26T20:17:04.816736] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-12-26T20:17:04.817542] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-12-26T20:17:04.817614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:04.817646] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:04.817674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:04.817737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:04.874715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:04.875473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:04.875595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:04.875631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:04.993647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:04.993802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:04.993844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:04.993874] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:04.997309] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: DOWN (p=7.72%)
[2025-12-26T20:17:04.997619] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-12-26T20:17:04.997755] [INFO ] [sig       ] BAP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:05.149782] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BAP.txt
[2025-12-26T20:17:05.149935] [INFO ] [sig       ] [344/3548] Completed BAP in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-26T20:17:05.149981] [INFO ] [sig       ] [345/3548] Forecasting BATRA...
[2025-12-26T20:17:05.150012] [INFO ] [sig       ] Generating forecast for: BATRA
[2025-12-26T20:17:05.150042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2025-12-26T20:17:05.161403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2025-12-26T20:17:05.161820] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2025-12-26T20:17:05.162883] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2025-12-26T20:17:05.163132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:05.163179] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:05.163218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:05.163280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:05.225195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:05.226010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:05.226094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:05.226128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:05.343898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:05.344067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:05.344111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:05.344139] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:05.347481] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: UP (p=60.52%)
[2025-12-26T20:17:05.347778] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2025-12-26T20:17:05.347909] [INFO ] [sig       ] BATRA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:05.497502] [INFO ] [LOCAL     ] Saved forecast: BATRA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BATRA.txt
[2025-12-26T20:17:05.497670] [INFO ] [sig       ] [345/3548] Completed BATRA in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-26T20:17:05.497712] [INFO ] [sig       ] [346/3548] Forecasting BATRK...
[2025-12-26T20:17:05.497742] [INFO ] [sig       ] Generating forecast for: BATRK
[2025-12-26T20:17:05.497771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2025-12-26T20:17:05.509858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2025-12-26T20:17:05.510390] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2025-12-26T20:17:05.511366] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2025-12-26T20:17:05.511418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:05.511462] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:05.511490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:05.511547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:05.571922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:05.572751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:05.572837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:05.572869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:05.697864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:05.698016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:05.698058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:05.698088] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:05.701502] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: UP (p=85.58%)
[2025-12-26T20:17:05.701807] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2025-12-26T20:17:05.701944] [INFO ] [sig       ] BATRK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:05.847866] [INFO ] [LOCAL     ] Saved forecast: BATRK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BATRK.txt
[2025-12-26T20:17:05.848053] [INFO ] [sig       ] [346/3548] Completed BATRK in 0.4s | 2.85 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-26T20:17:05.848095] [INFO ] [sig       ] [347/3548] Forecasting BAX...
[2025-12-26T20:17:05.848126] [INFO ] [sig       ] Generating forecast for: BAX
[2025-12-26T20:17:05.848156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-12-26T20:17:05.860861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2025-12-26T20:17:05.861458] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-12-26T20:17:05.862291] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-12-26T20:17:05.862346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:05.862379] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:05.862407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:05.862467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:05.922239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:05.923033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:05.923117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:05.923151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:06.047023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:06.047188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:06.047238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:06.047267] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:06.051034] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: UP (p=57.72%)
[2025-12-26T20:17:06.051334] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-12-26T20:17:06.051489] [INFO ] [sig       ] BAX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:06.207905] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BAX.txt
[2025-12-26T20:17:06.208055] [INFO ] [sig       ] [347/3548] Completed BAX in 0.4s | 2.85 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-26T20:17:06.208098] [INFO ] [sig       ] [348/3548] Forecasting BB...
[2025-12-26T20:17:06.208129] [INFO ] [sig       ] Generating forecast for: BB
[2025-12-26T20:17:06.208176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-12-26T20:17:06.220356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2025-12-26T20:17:06.220766] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-12-26T20:17:06.221619] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-12-26T20:17:06.221675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:06.221709] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:06.221736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:06.221796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:06.280123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:06.280919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:06.281002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:06.281035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:06.405163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:06.405333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:06.405383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:06.405413] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:06.408796] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=89.46%)
[2025-12-26T20:17:06.409107] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-12-26T20:17:06.409236] [INFO ] [sig       ] BB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:06.559976] [INFO ] [LOCAL     ] Saved forecast: BB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BB.txt
[2025-12-26T20:17:06.560122] [INFO ] [sig       ] [348/3548] Completed BB in 0.4s | 2.85 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-26T20:17:06.560164] [INFO ] [sig       ] [349/3548] Forecasting BBAI...
[2025-12-26T20:17:06.560196] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-12-26T20:17:06.560226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-12-26T20:17:06.571146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBAI'.
[2025-12-26T20:17:06.571517] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-12-26T20:17:06.572319] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-12-26T20:17:06.572373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:06.572406] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:06.572433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:06.572503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:06.629396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:06.630253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:06.630336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:06.630369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:06.752688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:06.752843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:06.752887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:06.752920] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:06.756419] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=11.78%)
[2025-12-26T20:17:06.756744] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-12-26T20:17:06.756896] [INFO ] [sig       ] BBAI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:06.902401] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BBAI.txt
[2025-12-26T20:17:06.902553] [INFO ] [sig       ] [349/3548] Completed BBAI in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-26T20:17:06.902613] [INFO ] [sig       ] [350/3548] Forecasting BBCP...
[2025-12-26T20:17:06.902646] [INFO ] [sig       ] Generating forecast for: BBCP
[2025-12-26T20:17:06.902687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2025-12-26T20:17:06.913415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2025-12-26T20:17:06.913824] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2025-12-26T20:17:06.914703] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2025-12-26T20:17:06.914756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:06.914815] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:06.914845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:06.914928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:06.973272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:06.974061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:06.974146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:06.974179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:07.099261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:07.099413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:07.099455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:07.099483] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:07.102857] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: UP (p=80.39%)
[2025-12-26T20:17:07.103135] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2025-12-26T20:17:07.103261] [INFO ] [sig       ] BBCP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:07.245128] [INFO ] [LOCAL     ] Saved forecast: BBCP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BBCP.txt
[2025-12-26T20:17:07.245290] [INFO ] [sig       ] [350/3548] Completed BBCP in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-26T20:17:07.245337] [INFO ] [sig       ] [351/3548] Forecasting BBD...
[2025-12-26T20:17:07.245367] [INFO ] [sig       ] Generating forecast for: BBD
[2025-12-26T20:17:07.245397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-12-26T20:17:07.256209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2025-12-26T20:17:07.256583] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-12-26T20:17:07.257361] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-12-26T20:17:07.257414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:07.257446] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:07.257472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:07.257529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:07.314334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:07.315148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:07.315230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:07.315263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:07.436691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:07.436842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:07.436884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:07.436913] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:07.440365] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: DOWN (p=5.08%)
[2025-12-26T20:17:07.440664] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-12-26T20:17:07.440792] [INFO ] [sig       ] BBD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:07.582654] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BBD.txt
[2025-12-26T20:17:07.582819] [INFO ] [sig       ] [351/3548] Completed BBD in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-26T20:17:07.582877] [INFO ] [sig       ] [352/3548] Forecasting BBDO...
[2025-12-26T20:17:07.582914] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-12-26T20:17:07.582947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-12-26T20:17:07.594114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2025-12-26T20:17:07.594499] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-12-26T20:17:07.595326] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-12-26T20:17:07.595379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:07.595412] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:07.595439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:07.595498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:07.669470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:07.670853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:07.670965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:07.671000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:07.804216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:07.804374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:07.804416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:07.804445] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:07.807988] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: UP (p=55.21%)
[2025-12-26T20:17:07.808277] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-12-26T20:17:07.808414] [INFO ] [sig       ] BBDO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:07.951216] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BBDO.txt
[2025-12-26T20:17:07.951359] [INFO ] [sig       ] [352/3548] Completed BBDO in 0.4s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-26T20:17:07.951399] [INFO ] [sig       ] [353/3548] Forecasting BBH...
[2025-12-26T20:17:07.951429] [INFO ] [sig       ] Generating forecast for: BBH
[2025-12-26T20:17:07.951460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2025-12-26T20:17:07.964627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2025-12-26T20:17:07.964999] [INFO ] [FORECASTER] Starting predict_future for BBH
[2025-12-26T20:17:07.966251] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2025-12-26T20:17:07.966304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:07.966336] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:07.966363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:07.966420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:08.025969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:08.026807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:08.026895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:08.026929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:08.136481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:08.136637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:08.136684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:08.136745] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:08.140660] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: UP (p=86.45%)
[2025-12-26T20:17:08.140953] [INFO ] [FORECASTER] Completed predict_future for BBH
[2025-12-26T20:17:08.141085] [INFO ] [sig       ] BBH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:08.289461] [INFO ] [LOCAL     ] Saved forecast: BBH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BBH.txt
[2025-12-26T20:17:08.289634] [INFO ] [sig       ] [353/3548] Completed BBH in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-26T20:17:08.289678] [INFO ] [sig       ] [354/3548] Forecasting BBIO...
[2025-12-26T20:17:08.289709] [INFO ] [sig       ] Generating forecast for: BBIO
[2025-12-26T20:17:08.289741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2025-12-26T20:17:08.300684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2025-12-26T20:17:08.301079] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2025-12-26T20:17:08.301899] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2025-12-26T20:17:08.301955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:08.301986] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:08.302012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:08.302069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:08.358610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:08.359453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:08.359534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:08.359567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:08.482783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:08.482939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:08.482980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:08.483008] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:08.486500] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: UP (p=72.63%)
[2025-12-26T20:17:08.486805] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2025-12-26T20:17:08.486937] [INFO ] [sig       ] BBIO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:08.633790] [INFO ] [LOCAL     ] Saved forecast: BBIO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BBIO.txt
[2025-12-26T20:17:08.633944] [INFO ] [sig       ] [354/3548] Completed BBIO in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-26T20:17:08.633984] [INFO ] [sig       ] [355/3548] Forecasting BBLG...
[2025-12-26T20:17:08.634015] [INFO ] [sig       ] Generating forecast for: BBLG
[2025-12-26T20:17:08.634044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2025-12-26T20:17:08.644442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2025-12-26T20:17:08.644867] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2025-12-26T20:17:08.645759] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2025-12-26T20:17:08.645827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:08.645866] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:08.645893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:08.645955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:08.712499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:08.713488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:08.713598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:08.713635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:08.844535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:08.844711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:08.844753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:08.844782] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:08.848195] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: DOWN (p=19.86%)
[2025-12-26T20:17:08.848481] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2025-12-26T20:17:08.848627] [INFO ] [sig       ] BBLG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:09.000754] [INFO ] [LOCAL     ] Saved forecast: BBLG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BBLG.txt
[2025-12-26T20:17:09.000961] [INFO ] [sig       ] [355/3548] Completed BBLG in 0.4s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-26T20:17:09.001033] [INFO ] [sig       ] [356/3548] Forecasting BBN...
[2025-12-26T20:17:09.001076] [INFO ] [sig       ] Generating forecast for: BBN
[2025-12-26T20:17:09.001107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-12-26T20:17:09.014685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBN'.
[2025-12-26T20:17:09.015122] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-12-26T20:17:09.016010] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-12-26T20:17:09.016067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:09.016100] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:09.016127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:09.016187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:09.074643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:09.075514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:09.075614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:09.075649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:09.194626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:09.194778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:09.194821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:09.194850] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:09.198182] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: UP (p=85.10%)
[2025-12-26T20:17:09.198449] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-12-26T20:17:09.198569] [INFO ] [sig       ] BBN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:09.338795] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BBN.txt
[2025-12-26T20:17:09.338926] [INFO ] [sig       ] [356/3548] Completed BBN in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-26T20:17:09.338973] [INFO ] [sig       ] [357/3548] Forecasting BBSI...
[2025-12-26T20:17:09.339003] [INFO ] [sig       ] Generating forecast for: BBSI
[2025-12-26T20:17:09.339032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2025-12-26T20:17:09.377937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2025-12-26T20:17:09.378239] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2025-12-26T20:17:09.379053] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2025-12-26T20:17:09.379105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:09.379136] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:09.379163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:09.379221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:09.435758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:09.436368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:09.436445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:09.436476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:09.558463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:09.558623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:09.558668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:09.558698] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:09.562095] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: UP (p=82.93%)
[2025-12-26T20:17:09.562368] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2025-12-26T20:17:09.562493] [INFO ] [sig       ] BBSI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:09.708511] [INFO ] [LOCAL     ] Saved forecast: BBSI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BBSI.txt
[2025-12-26T20:17:09.708683] [INFO ] [sig       ] [357/3548] Completed BBSI in 0.4s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-26T20:17:09.708725] [INFO ] [sig       ] [358/3548] Forecasting BBUC...
[2025-12-26T20:17:09.708757] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-12-26T20:17:09.708787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-12-26T20:17:09.721135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBUC'.
[2025-12-26T20:17:09.721477] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-12-26T20:17:09.722265] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-12-26T20:17:09.722317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:09.722348] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:09.722375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:09.722432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:09.780201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:09.781083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:09.781355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:09.781389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:09.906733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:09.906895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:09.906965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:09.906997] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:09.910742] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: DOWN (p=8.28%)
[2025-12-26T20:17:09.911065] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-12-26T20:17:09.911201] [INFO ] [sig       ] BBUC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:10.058065] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BBUC.txt
[2025-12-26T20:17:10.058217] [INFO ] [sig       ] [358/3548] Completed BBUC in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-26T20:17:10.058256] [INFO ] [sig       ] [359/3548] Forecasting BBVA...
[2025-12-26T20:17:10.058293] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-12-26T20:17:10.058326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-12-26T20:17:10.071157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBVA'.
[2025-12-26T20:17:10.071501] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-12-26T20:17:10.072535] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-12-26T20:17:10.072626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:10.072661] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:10.072687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:10.072751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:10.133383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:10.134744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:10.134826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:10.134857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:10.262316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:10.262468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:10.262510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:10.262539] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:10.266064] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: UP (p=61.95%)
[2025-12-26T20:17:10.266334] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-12-26T20:17:10.266460] [INFO ] [sig       ] BBVA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:10.418905] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BBVA.txt
[2025-12-26T20:17:10.419078] [INFO ] [sig       ] [359/3548] Completed BBVA in 0.4s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-26T20:17:10.419127] [INFO ] [sig       ] [360/3548] Forecasting BBWI...
[2025-12-26T20:17:10.419159] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-12-26T20:17:10.419189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-12-26T20:17:10.430205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBWI'.
[2025-12-26T20:17:10.430529] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-12-26T20:17:10.431368] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-12-26T20:17:10.431420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:10.431451] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:10.431479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:10.431537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:10.492916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:10.493743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:10.493853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:10.493887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:10.615457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:10.615631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:10.615678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:10.615710] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:10.619189] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: UP (p=91.86%)
[2025-12-26T20:17:10.619469] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-12-26T20:17:10.619614] [INFO ] [sig       ] BBWI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:10.763859] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BBWI.txt
[2025-12-26T20:17:10.764020] [INFO ] [sig       ] [360/3548] Completed BBWI in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-26T20:17:10.764070] [INFO ] [sig       ] [361/3548] Forecasting BBY...
[2025-12-26T20:17:10.764106] [INFO ] [sig       ] Generating forecast for: BBY
[2025-12-26T20:17:10.764150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-12-26T20:17:10.775984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2025-12-26T20:17:10.776365] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-12-26T20:17:10.777217] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-12-26T20:17:10.777274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:10.777307] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:10.777335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:10.777395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:10.835567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:10.836290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:10.836389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:10.836425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:10.961445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:10.961614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:10.961661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:10.961691] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:10.965162] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-12-26T20:17:10.965434] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-12-26T20:17:10.965562] [INFO ] [sig       ] BBY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:11.109930] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BBY.txt
[2025-12-26T20:17:11.110084] [INFO ] [sig       ] [361/3548] Completed BBY in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-26T20:17:11.110131] [INFO ] [sig       ] [362/3548] Forecasting BC...
[2025-12-26T20:17:11.110162] [INFO ] [sig       ] Generating forecast for: BC
[2025-12-26T20:17:11.110191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-12-26T20:17:11.121794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2025-12-26T20:17:11.122173] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-12-26T20:17:11.122985] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-12-26T20:17:11.123037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:11.123069] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:11.123094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:11.123152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:11.181486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:11.182374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:11.182458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:11.182490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:11.305518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:11.305691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:11.305735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:11.305764] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:11.309597] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=31.60%)
[2025-12-26T20:17:11.309874] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-12-26T20:17:11.310000] [INFO ] [sig       ] BC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:11.455310] [INFO ] [LOCAL     ] Saved forecast: BC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BC.txt
[2025-12-26T20:17:11.455466] [INFO ] [sig       ] [362/3548] Completed BC in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-26T20:17:11.455512] [INFO ] [sig       ] [363/3548] Forecasting BCAL...
[2025-12-26T20:17:11.455543] [INFO ] [sig       ] Generating forecast for: BCAL
[2025-12-26T20:17:11.455592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2025-12-26T20:17:11.467224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2025-12-26T20:17:11.467613] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2025-12-26T20:17:11.468385] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2025-12-26T20:17:11.468437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:11.468469] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:11.468496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:11.468553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:11.526318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:11.527217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:11.527303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:11.527337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:11.647038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:11.647193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:11.647236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:11.647265] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:11.654533] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: DOWN (p=40.81%)
[2025-12-26T20:17:11.655004] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2025-12-26T20:17:11.655189] [INFO ] [sig       ] BCAL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:11.799957] [INFO ] [LOCAL     ] Saved forecast: BCAL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BCAL.txt
[2025-12-26T20:17:11.800178] [INFO ] [sig       ] [363/3548] Completed BCAL in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-26T20:17:11.800220] [INFO ] [sig       ] [364/3548] Forecasting BCAX...
[2025-12-26T20:17:11.800254] [INFO ] [sig       ] Generating forecast for: BCAX
[2025-12-26T20:17:11.800291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2025-12-26T20:17:11.812086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2025-12-26T20:17:11.812448] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2025-12-26T20:17:11.813257] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2025-12-26T20:17:11.813310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:11.813341] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:11.813367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:11.813424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:11.876161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:11.877812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:11.877912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:11.877946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:12.003038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:12.003199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:12.003438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:12.003466] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:12.007539] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: DOWN (p=30.62%)
[2025-12-26T20:17:12.007875] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2025-12-26T20:17:12.008018] [INFO ] [sig       ] BCAX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:12.153514] [INFO ] [LOCAL     ] Saved forecast: BCAX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BCAX.txt
[2025-12-26T20:17:12.153692] [INFO ] [sig       ] [364/3548] Completed BCAX in 0.4s | 2.85 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-26T20:17:12.153741] [INFO ] [sig       ] [365/3548] Forecasting BCBP...
[2025-12-26T20:17:12.153777] [INFO ] [sig       ] Generating forecast for: BCBP
[2025-12-26T20:17:12.153811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2025-12-26T20:17:12.165727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2025-12-26T20:17:12.166107] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2025-12-26T20:17:12.166903] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2025-12-26T20:17:12.166956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:12.166987] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:12.167014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:12.167073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:12.223946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:12.224841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:12.224923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:12.224955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:12.341740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:12.341898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:12.341941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:12.341970] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:12.345777] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: DOWN (p=18.79%)
[2025-12-26T20:17:12.346055] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2025-12-26T20:17:12.346185] [INFO ] [sig       ] BCBP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:12.493297] [INFO ] [LOCAL     ] Saved forecast: BCBP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BCBP.txt
[2025-12-26T20:17:12.493468] [INFO ] [sig       ] [365/3548] Completed BCBP in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-26T20:17:12.493510] [INFO ] [sig       ] [366/3548] Forecasting BCC...
[2025-12-26T20:17:12.493542] [INFO ] [sig       ] Generating forecast for: BCC
[2025-12-26T20:17:12.493589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-12-26T20:17:12.505655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2025-12-26T20:17:12.506130] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-12-26T20:17:12.507017] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-12-26T20:17:12.507071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:12.507104] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:12.507133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:12.507193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:12.570046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:12.570998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:12.571102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:12.571142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:12.695894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:12.696063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:12.696137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:12.696173] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:12.699781] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=38.64%)
[2025-12-26T20:17:12.700070] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-12-26T20:17:12.700201] [INFO ] [sig       ] BCC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:12.847263] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BCC.txt
[2025-12-26T20:17:12.847423] [INFO ] [sig       ] [366/3548] Completed BCC in 0.4s | 2.85 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-26T20:17:12.847462] [INFO ] [sig       ] [367/3548] Forecasting BCDA...
[2025-12-26T20:17:12.847493] [INFO ] [sig       ] Generating forecast for: BCDA
[2025-12-26T20:17:12.847523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2025-12-26T20:17:12.858728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2025-12-26T20:17:12.859144] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2025-12-26T20:17:12.859964] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2025-12-26T20:17:12.860023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:12.860107] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:12.860142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:12.860210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:12.918806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:12.919717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:12.919798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:12.919830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:13.040803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:13.040977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:13.041026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:13.041064] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:13.044716] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: UP (p=83.85%)
[2025-12-26T20:17:13.045029] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2025-12-26T20:17:13.045164] [INFO ] [sig       ] BCDA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:13.203476] [INFO ] [LOCAL     ] Saved forecast: BCDA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BCDA.txt
[2025-12-26T20:17:13.203660] [INFO ] [sig       ] [367/3548] Completed BCDA in 0.4s | 2.85 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-26T20:17:13.203704] [INFO ] [sig       ] [368/3548] Forecasting BCE...
[2025-12-26T20:17:13.203736] [INFO ] [sig       ] Generating forecast for: BCE
[2025-12-26T20:17:13.203768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-12-26T20:17:13.216265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2025-12-26T20:17:13.216622] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-12-26T20:17:13.217461] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-12-26T20:17:13.217515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:13.217548] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:13.217601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:13.217664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:13.283165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:13.284235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:13.284330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:13.284363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:13.414561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:13.414730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:13.414782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:13.414827] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:13.418744] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=6.52%)
[2025-12-26T20:17:13.419047] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-12-26T20:17:13.419205] [INFO ] [sig       ] BCE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:13.562427] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BCE.txt
[2025-12-26T20:17:13.562558] [INFO ] [sig       ] [368/3548] Completed BCE in 0.4s | 2.85 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-26T20:17:13.562615] [INFO ] [sig       ] [369/3548] Forecasting BCH...
[2025-12-26T20:17:13.562645] [INFO ] [sig       ] Generating forecast for: BCH
[2025-12-26T20:17:13.562674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-12-26T20:17:13.574540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2025-12-26T20:17:13.574907] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-12-26T20:17:13.575711] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-12-26T20:17:13.575763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:13.575795] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:13.575821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:13.575879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:13.634210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:13.635053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:13.635140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:13.635172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:13.751596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:13.751751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:13.751792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:13.751821] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:13.755162] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: DOWN (p=7.71%)
[2025-12-26T20:17:13.755429] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-12-26T20:17:13.755550] [INFO ] [sig       ] BCH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:13.898104] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BCH.txt
[2025-12-26T20:17:13.898223] [INFO ] [sig       ] [369/3548] Completed BCH in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-26T20:17:13.898262] [INFO ] [sig       ] [370/3548] Forecasting BCML...
[2025-12-26T20:17:13.898291] [INFO ] [sig       ] Generating forecast for: BCML
[2025-12-26T20:17:13.898321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2025-12-26T20:17:13.908829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2025-12-26T20:17:13.909168] [INFO ] [FORECASTER] Starting predict_future for BCML
[2025-12-26T20:17:13.909958] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2025-12-26T20:17:13.910016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:13.910091] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:13.910127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:13.910199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:13.970685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:13.971367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:13.971445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:13.971476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:14.076886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:14.077018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:14.077058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:14.077116] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:14.080462] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2025-12-26T20:17:14.080747] [INFO ] [FORECASTER] Completed predict_future for BCML
[2025-12-26T20:17:14.080868] [INFO ] [sig       ] BCML: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:14.222256] [INFO ] [LOCAL     ] Saved forecast: BCML	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BCML.txt
[2025-12-26T20:17:14.222375] [INFO ] [sig       ] [370/3548] Completed BCML in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-26T20:17:14.222413] [INFO ] [sig       ] [371/3548] Forecasting BCO...
[2025-12-26T20:17:14.222442] [INFO ] [sig       ] Generating forecast for: BCO
[2025-12-26T20:17:14.222473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-12-26T20:17:14.234532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2025-12-26T20:17:14.234931] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-12-26T20:17:14.235831] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-12-26T20:17:14.235885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:14.235916] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:14.235942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:14.236002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:14.299553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:14.300526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:14.300632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:14.300667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:14.435592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:14.435747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:14.435795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:14.435825] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:14.439499] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: UP (p=53.53%)
[2025-12-26T20:17:14.439827] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-12-26T20:17:14.439976] [INFO ] [sig       ] BCO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:14.592917] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BCO.txt
[2025-12-26T20:17:14.593047] [INFO ] [sig       ] [371/3548] Completed BCO in 0.4s | 2.85 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-26T20:17:14.593085] [INFO ] [sig       ] [372/3548] Forecasting BCPC...
[2025-12-26T20:17:14.593114] [INFO ] [sig       ] Generating forecast for: BCPC
[2025-12-26T20:17:14.593143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2025-12-26T20:17:14.604931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2025-12-26T20:17:14.605347] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2025-12-26T20:17:14.606159] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2025-12-26T20:17:14.606211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:14.606242] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:14.606268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:14.606327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:14.662832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:14.663503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:14.663598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:14.663632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:14.782035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:14.782204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:14.782246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:14.782275] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:14.785677] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: DOWN (p=28.57%)
[2025-12-26T20:17:14.785947] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2025-12-26T20:17:14.786067] [INFO ] [sig       ] BCPC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:14.926102] [INFO ] [LOCAL     ] Saved forecast: BCPC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BCPC.txt
[2025-12-26T20:17:14.926218] [INFO ] [sig       ] [372/3548] Completed BCPC in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-26T20:17:14.926257] [INFO ] [sig       ] [373/3548] Forecasting BCRX...
[2025-12-26T20:17:14.926287] [INFO ] [sig       ] Generating forecast for: BCRX
[2025-12-26T20:17:14.926316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2025-12-26T20:17:14.937103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2025-12-26T20:17:14.937446] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2025-12-26T20:17:14.938221] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2025-12-26T20:17:14.938273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:14.938304] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:14.938330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:14.938388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:14.994567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:14.995190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:14.995267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:14.995298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:15.117795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:15.117968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:15.118018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:15.118048] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:15.121671] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: UP (p=62.00%)
[2025-12-26T20:17:15.121941] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2025-12-26T20:17:15.122064] [INFO ] [sig       ] BCRX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:15.263166] [INFO ] [LOCAL     ] Saved forecast: BCRX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BCRX.txt
[2025-12-26T20:17:15.263287] [INFO ] [sig       ] [373/3548] Completed BCRX in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-26T20:17:15.263326] [INFO ] [sig       ] [374/3548] Forecasting BCS...
[2025-12-26T20:17:15.263361] [INFO ] [sig       ] Generating forecast for: BCS
[2025-12-26T20:17:15.263391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-12-26T20:17:15.274647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2025-12-26T20:17:15.274975] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-12-26T20:17:15.275753] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-12-26T20:17:15.275805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:15.275836] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:15.275864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:15.275922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:15.332702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:15.333349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:15.333427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:15.333458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:15.453316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:15.453473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:15.453515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:15.453544] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:15.456908] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=86.86%)
[2025-12-26T20:17:15.457181] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-12-26T20:17:15.457304] [INFO ] [sig       ] BCS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:15.596487] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BCS.txt
[2025-12-26T20:17:15.596629] [INFO ] [sig       ] [374/3548] Completed BCS in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-26T20:17:15.596670] [INFO ] [sig       ] [375/3548] Forecasting BCSF...
[2025-12-26T20:17:15.596700] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-12-26T20:17:15.596732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-12-26T20:17:15.607782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2025-12-26T20:17:15.608105] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-12-26T20:17:15.608901] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-12-26T20:17:15.608955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:15.608986] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:15.609013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:15.609070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:15.665816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:15.666468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:15.666544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:15.666594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:15.785628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:15.785786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:15.785829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:15.785856] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:15.789250] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=40.30%)
[2025-12-26T20:17:15.789524] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-12-26T20:17:15.789664] [INFO ] [sig       ] BCSF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:15.933960] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BCSF.txt
[2025-12-26T20:17:15.934095] [INFO ] [sig       ] [375/3548] Completed BCSF in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-26T20:17:15.934134] [INFO ] [sig       ] [376/3548] Forecasting BCTX...
[2025-12-26T20:17:15.934164] [INFO ] [sig       ] Generating forecast for: BCTX
[2025-12-26T20:17:15.934194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2025-12-26T20:17:15.949121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2025-12-26T20:17:15.949492] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2025-12-26T20:17:15.950311] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2025-12-26T20:17:15.950363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:15.950394] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:15.950420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:15.950477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:16.006817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:16.007506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:16.007606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:16.007642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:16.128568] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:16.128748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:16.128793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:16.128822] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:16.132416] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: DOWN (p=33.59%)
[2025-12-26T20:17:16.132718] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2025-12-26T20:17:16.132844] [INFO ] [sig       ] BCTX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:16.275594] [INFO ] [LOCAL     ] Saved forecast: BCTX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BCTX.txt
[2025-12-26T20:17:16.275733] [INFO ] [sig       ] [376/3548] Completed BCTX in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-26T20:17:16.275773] [INFO ] [sig       ] [377/3548] Forecasting BCX...
[2025-12-26T20:17:16.275802] [INFO ] [sig       ] Generating forecast for: BCX
[2025-12-26T20:17:16.275833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-12-26T20:17:16.287154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2025-12-26T20:17:16.287520] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-12-26T20:17:16.288357] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-12-26T20:17:16.288411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:16.288442] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:16.288472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:16.288546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:16.352206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:16.353066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:16.353214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:16.353253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:16.482813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:16.482984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:16.483031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:16.483090] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:16.486831] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: UP (p=87.68%)
[2025-12-26T20:17:16.487134] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-12-26T20:17:16.487274] [INFO ] [sig       ] BCX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:16.636411] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BCX.txt
[2025-12-26T20:17:16.636557] [INFO ] [sig       ] [377/3548] Completed BCX in 0.4s | 2.85 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-26T20:17:16.636614] [INFO ] [sig       ] [378/3548] Forecasting BCYC...
[2025-12-26T20:17:16.636644] [INFO ] [sig       ] Generating forecast for: BCYC
[2025-12-26T20:17:16.636675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2025-12-26T20:17:16.647187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2025-12-26T20:17:16.647507] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2025-12-26T20:17:16.648288] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2025-12-26T20:17:16.648341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:16.648371] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:16.648397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:16.648455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:16.706161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:16.706877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:16.706957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:16.706990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:16.842300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:16.842460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:16.842505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:16.842535] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:16.846065] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: UP (p=80.26%)
[2025-12-26T20:17:16.846376] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2025-12-26T20:17:16.846506] [INFO ] [sig       ] BCYC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:16.996942] [INFO ] [LOCAL     ] Saved forecast: BCYC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BCYC.txt
[2025-12-26T20:17:16.997084] [INFO ] [sig       ] [378/3548] Completed BCYC in 0.4s | 2.85 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-26T20:17:16.997123] [INFO ] [sig       ] [379/3548] Forecasting BDC...
[2025-12-26T20:17:16.997152] [INFO ] [sig       ] Generating forecast for: BDC
[2025-12-26T20:17:16.997184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-12-26T20:17:17.010006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2025-12-26T20:17:17.010469] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-12-26T20:17:17.011390] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-12-26T20:17:17.011444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:17.011477] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:17.011504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:17.011562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:17.072276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:17.073194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:17.073284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:17.073334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:17.196478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:17.196660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:17.196705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:17.196734] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:17.200361] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: UP (p=94.01%)
[2025-12-26T20:17:17.200693] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-12-26T20:17:17.200835] [INFO ] [sig       ] BDC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:17.349207] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BDC.txt
[2025-12-26T20:17:17.349360] [INFO ] [sig       ] [379/3548] Completed BDC in 0.4s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-26T20:17:17.349399] [INFO ] [sig       ] [380/3548] Forecasting BDJ...
[2025-12-26T20:17:17.349428] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-12-26T20:17:17.349459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-12-26T20:17:17.361020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2025-12-26T20:17:17.361381] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-12-26T20:17:17.362185] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-12-26T20:17:17.362248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:17.362285] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:17.362312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:17.362370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:17.419568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:17.420441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:17.420527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:17.420559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:17.542379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:17.542531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:17.542592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:17.542626] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:17.546193] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: DOWN (p=12.06%)
[2025-12-26T20:17:17.546469] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-12-26T20:17:17.546615] [INFO ] [sig       ] BDJ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:17.690751] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BDJ.txt
[2025-12-26T20:17:17.690991] [INFO ] [sig       ] [380/3548] Completed BDJ in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-26T20:17:17.691053] [INFO ] [sig       ] [381/3548] Forecasting BDN...
[2025-12-26T20:17:17.691099] [INFO ] [sig       ] Generating forecast for: BDN
[2025-12-26T20:17:17.691154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-12-26T20:17:17.702161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2025-12-26T20:17:17.702518] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-12-26T20:17:17.703342] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-12-26T20:17:17.703395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:17.703428] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:17.703454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:17.703542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:17.761077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:17.761868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:17.761950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:17.761981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:17.885019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:17.885175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:17.885218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:17.885248] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:17.888731] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: UP (p=93.99%)
[2025-12-26T20:17:17.889029] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-12-26T20:17:17.889156] [INFO ] [sig       ] BDN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:18.031610] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BDN.txt
[2025-12-26T20:17:18.031773] [INFO ] [sig       ] [381/3548] Completed BDN in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-26T20:17:18.031813] [INFO ] [sig       ] [382/3548] Forecasting BDRX...
[2025-12-26T20:17:18.031841] [INFO ] [sig       ] Generating forecast for: BDRX
[2025-12-26T20:17:18.031872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2025-12-26T20:17:18.042071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2025-12-26T20:17:18.042379] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2025-12-26T20:17:18.043229] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2025-12-26T20:17:18.043283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:18.043313] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:18.043340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:18.043399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:18.101538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:18.102288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:18.102368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:18.102401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:18.229103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:18.229231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:18.229277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:18.229314] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:18.232785] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: DOWN (p=16.58%)
[2025-12-26T20:17:18.233056] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2025-12-26T20:17:18.233185] [INFO ] [sig       ] BDRX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:18.379513] [INFO ] [LOCAL     ] Saved forecast: BDRX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BDRX.txt
[2025-12-26T20:17:18.379663] [INFO ] [sig       ] [382/3548] Completed BDRX in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-26T20:17:18.379705] [INFO ] [sig       ] [383/3548] Forecasting BDSX...
[2025-12-26T20:17:18.379734] [INFO ] [sig       ] Generating forecast for: BDSX
[2025-12-26T20:17:18.379765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2025-12-26T20:17:18.392345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2025-12-26T20:17:18.392810] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2025-12-26T20:17:18.393733] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2025-12-26T20:17:18.393805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:18.393839] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:18.393874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:18.393951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:18.458749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:18.459825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:18.459917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:18.459950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:18.585038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:18.585198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:18.585242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:18.585271] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:18.589312] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: UP (p=53.07%)
[2025-12-26T20:17:18.589666] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2025-12-26T20:17:18.589810] [INFO ] [sig       ] BDSX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:18.750715] [INFO ] [LOCAL     ] Saved forecast: BDSX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BDSX.txt
[2025-12-26T20:17:18.750866] [INFO ] [sig       ] [383/3548] Completed BDSX in 0.4s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-26T20:17:18.750907] [INFO ] [sig       ] [384/3548] Forecasting BDTX...
[2025-12-26T20:17:18.750938] [INFO ] [sig       ] Generating forecast for: BDTX
[2025-12-26T20:17:18.750968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2025-12-26T20:17:18.763206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2025-12-26T20:17:18.763637] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2025-12-26T20:17:18.764547] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2025-12-26T20:17:18.764628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:18.764688] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:18.764717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:18.764778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:18.827530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:18.828437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:18.828519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:18.828551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:18.948805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:18.948982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:18.949024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:18.949053] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:18.952464] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: UP (p=70.90%)
[2025-12-26T20:17:18.952751] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2025-12-26T20:17:18.952886] [INFO ] [sig       ] BDTX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:19.093966] [INFO ] [LOCAL     ] Saved forecast: BDTX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BDTX.txt
[2025-12-26T20:17:19.094087] [INFO ] [sig       ] [384/3548] Completed BDTX in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-26T20:17:19.094126] [INFO ] [sig       ] [385/3548] Forecasting BDX...
[2025-12-26T20:17:19.094155] [INFO ] [sig       ] Generating forecast for: BDX
[2025-12-26T20:17:19.094185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-12-26T20:17:19.105479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDX'.
[2025-12-26T20:17:19.105836] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-12-26T20:17:19.106616] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-12-26T20:17:19.106667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:19.106697] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:19.106724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:19.106781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:19.164329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:19.164994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:19.165071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:19.165103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:19.285437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:19.285610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:19.285655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:19.285684] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:19.289090] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: DOWN (p=32.94%)
[2025-12-26T20:17:19.289390] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-12-26T20:17:19.289514] [INFO ] [sig       ] BDX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:19.432771] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BDX.txt
[2025-12-26T20:17:19.432931] [INFO ] [sig       ] [385/3548] Completed BDX in 0.3s | 2.85 sym/s | Total: 2.3m | ETA: 18.5m
[2025-12-26T20:17:19.432971] [INFO ] [sig       ] [386/3548] Forecasting BE...
[2025-12-26T20:17:19.433000] [INFO ] [sig       ] Generating forecast for: BE
[2025-12-26T20:17:19.433030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-12-26T20:17:19.443670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BE'.
[2025-12-26T20:17:19.443997] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-12-26T20:17:19.444772] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-12-26T20:17:19.444823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:19.444855] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:19.444882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:19.444939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:19.502533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:19.503320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:19.503412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:19.503456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:19.622809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:19.622967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:19.623011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:19.623040] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:19.626373] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: DOWN (p=37.00%)
[2025-12-26T20:17:19.626662] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-12-26T20:17:19.626787] [INFO ] [sig       ] BE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:19.767213] [INFO ] [LOCAL     ] Saved forecast: BE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BE.txt
[2025-12-26T20:17:19.767385] [INFO ] [sig       ] [386/3548] Completed BE in 0.3s | 2.85 sym/s | Total: 2.3m | ETA: 18.5m
[2025-12-26T20:17:19.767425] [INFO ] [sig       ] [387/3548] Forecasting BEAM...
[2025-12-26T20:17:19.767454] [INFO ] [sig       ] Generating forecast for: BEAM
[2025-12-26T20:17:19.767487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2025-12-26T20:17:19.778692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2025-12-26T20:17:19.779084] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2025-12-26T20:17:19.779871] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2025-12-26T20:17:19.779924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:19.779955] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:19.779981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:19.780039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:19.836664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:19.837430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:19.837513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:19.837545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:19.953562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:19.953733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:19.953774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:19.953803] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:19.957177] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=3.95%)
[2025-12-26T20:17:19.957444] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2025-12-26T20:17:19.957568] [INFO ] [sig       ] BEAM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:20.098893] [INFO ] [LOCAL     ] Saved forecast: BEAM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BEAM.txt
[2025-12-26T20:17:20.099053] [INFO ] [sig       ] [387/3548] Completed BEAM in 0.3s | 2.85 sym/s | Total: 2.3m | ETA: 18.5m
[2025-12-26T20:17:20.099092] [INFO ] [sig       ] [388/3548] Forecasting BEEM...
[2025-12-26T20:17:20.099123] [INFO ] [sig       ] Generating forecast for: BEEM
[2025-12-26T20:17:20.099153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2025-12-26T20:17:20.115201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2025-12-26T20:17:20.115839] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2025-12-26T20:17:20.116701] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2025-12-26T20:17:20.116756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:20.116788] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:20.116815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:20.116872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:20.176777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:20.177560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:20.177661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:20.177695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:20.296842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:20.296996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:20.297039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:20.297069] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:20.300696] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: DOWN (p=42.31%)
[2025-12-26T20:17:20.300991] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2025-12-26T20:17:20.301121] [INFO ] [sig       ] BEEM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:20.444515] [INFO ] [LOCAL     ] Saved forecast: BEEM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BEEM.txt
[2025-12-26T20:17:20.444709] [INFO ] [sig       ] [388/3548] Completed BEEM in 0.3s | 2.85 sym/s | Total: 2.3m | ETA: 18.5m
[2025-12-26T20:17:20.444752] [INFO ] [sig       ] [389/3548] Forecasting BEEP...
[2025-12-26T20:17:20.444783] [INFO ] [sig       ] Generating forecast for: BEEP
[2025-12-26T20:17:20.444813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2025-12-26T20:17:20.458610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2025-12-26T20:17:20.459047] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2025-12-26T20:17:20.460038] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2025-12-26T20:17:20.460099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:20.460137] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:20.460173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:20.460252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:20.524719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:20.525542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:20.525645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:20.525678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:20.642970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:20.643168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:20.643220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:20.643250] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:20.646711] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: DOWN (p=6.46%)
[2025-12-26T20:17:20.646989] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2025-12-26T20:17:20.647113] [INFO ] [sig       ] BEEP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:20.788921] [INFO ] [LOCAL     ] Saved forecast: BEEP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BEEP.txt
[2025-12-26T20:17:20.789074] [INFO ] [sig       ] [389/3548] Completed BEEP in 0.3s | 2.85 sym/s | Total: 2.3m | ETA: 18.5m
[2025-12-26T20:17:20.789114] [INFO ] [sig       ] [390/3548] Forecasting BEKE...
[2025-12-26T20:17:20.789144] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-12-26T20:17:20.789175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-12-26T20:17:20.801263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2025-12-26T20:17:20.801635] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-12-26T20:17:20.802448] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-12-26T20:17:20.802502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:20.802534] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:20.802568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:20.802656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:20.864839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:20.865587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:20.865669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:20.865704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:20.988485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:20.988663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:20.988729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:20.988766] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:20.992473] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: DOWN (p=21.94%)
[2025-12-26T20:17:20.992772] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-12-26T20:17:20.992902] [INFO ] [sig       ] BEKE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:21.143188] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BEKE.txt
[2025-12-26T20:17:21.143326] [INFO ] [sig       ] [390/3548] Completed BEKE in 0.4s | 2.85 sym/s | Total: 2.3m | ETA: 18.5m
[2025-12-26T20:17:21.143375] [INFO ] [sig       ] [391/3548] Forecasting BELFA...
[2025-12-26T20:17:21.143413] [INFO ] [sig       ] Generating forecast for: BELFA
[2025-12-26T20:17:21.143456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2025-12-26T20:17:21.154307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2025-12-26T20:17:21.154696] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2025-12-26T20:17:21.155684] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2025-12-26T20:17:21.155740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:21.155772] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:21.155800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:21.155858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:21.216185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:21.216915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:21.216996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:21.217029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:21.326924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:21.327076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:21.327117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:21.327145] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:21.330553] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: UP (p=83.42%)
[2025-12-26T20:17:21.330844] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2025-12-26T20:17:21.330971] [INFO ] [sig       ] BELFA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:21.477177] [INFO ] [LOCAL     ] Saved forecast: BELFA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BELFA.txt
[2025-12-26T20:17:21.477316] [INFO ] [sig       ] [391/3548] Completed BELFA in 0.3s | 2.85 sym/s | Total: 2.3m | ETA: 18.5m
[2025-12-26T20:17:21.477355] [INFO ] [sig       ] [392/3548] Forecasting BELFB...
[2025-12-26T20:17:21.477385] [INFO ] [sig       ] Generating forecast for: BELFB
[2025-12-26T20:17:21.477414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2025-12-26T20:17:21.488600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2025-12-26T20:17:21.488945] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2025-12-26T20:17:21.489799] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2025-12-26T20:17:21.489853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:21.489886] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:21.489914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:21.489972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:21.548501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:21.549510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:21.549614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:21.549651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:21.671437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:21.671628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:21.671709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:21.671741] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:21.675314] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: DOWN (p=22.40%)
[2025-12-26T20:17:21.675622] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2025-12-26T20:17:21.675756] [INFO ] [sig       ] BELFB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:21.879926] [INFO ] [LOCAL     ] Saved forecast: BELFB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BELFB.txt
[2025-12-26T20:17:21.880075] [INFO ] [sig       ] [392/3548] Completed BELFB in 0.4s | 2.85 sym/s | Total: 2.3m | ETA: 18.5m
[2025-12-26T20:17:21.880119] [INFO ] [sig       ] [393/3548] Forecasting BEN...
[2025-12-26T20:17:21.880151] [INFO ] [sig       ] Generating forecast for: BEN
[2025-12-26T20:17:21.880182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-12-26T20:17:21.891248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2025-12-26T20:17:21.891592] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-12-26T20:17:21.892370] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-12-26T20:17:21.892421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:21.892452] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:21.892479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:21.892537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:21.950034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:21.950789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:21.950870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:21.950902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:22.068762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:22.068942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:22.068986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:22.069016] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:22.072415] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-12-26T20:17:22.072704] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-12-26T20:17:22.072830] [INFO ] [sig       ] BEN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:22.216722] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BEN.txt
[2025-12-26T20:17:22.216954] [INFO ] [sig       ] [393/3548] Completed BEN in 0.3s | 2.85 sym/s | Total: 2.3m | ETA: 18.5m
[2025-12-26T20:17:22.217001] [INFO ] [sig       ] [394/3548] Forecasting BEP...
[2025-12-26T20:17:22.217031] [INFO ] [sig       ] Generating forecast for: BEP
[2025-12-26T20:17:22.217066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-12-26T20:17:22.229792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2025-12-26T20:17:22.230155] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-12-26T20:17:22.231046] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-12-26T20:17:22.231100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:22.231145] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:22.231173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:22.231237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:22.289715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:22.290505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:22.290663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:22.290717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:22.410818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:22.410969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:22.411014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:22.411043] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:22.414551] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: DOWN (p=35.30%)
[2025-12-26T20:17:22.414849] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-12-26T20:17:22.414976] [INFO ] [sig       ] BEP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:22.568474] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BEP.txt
[2025-12-26T20:17:22.568647] [INFO ] [sig       ] [394/3548] Completed BEP in 0.4s | 2.85 sym/s | Total: 2.3m | ETA: 18.5m
[2025-12-26T20:17:22.568690] [INFO ] [sig       ] [395/3548] Forecasting BEPH...
[2025-12-26T20:17:22.568722] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-12-26T20:17:22.568753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-12-26T20:17:22.580032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2025-12-26T20:17:22.580354] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-12-26T20:17:22.581197] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-12-26T20:17:22.581262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:22.581303] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:22.581337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:22.581406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:22.640059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:22.640916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:22.641000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:22.641033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:22.757364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:22.757521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:22.757563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:22.757613] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:22.761021] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=5.15%)
[2025-12-26T20:17:22.761301] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-12-26T20:17:22.761426] [INFO ] [sig       ] BEPH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:22.911989] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BEPH.txt
[2025-12-26T20:17:22.912116] [INFO ] [sig       ] [395/3548] Completed BEPH in 0.3s | 2.85 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-26T20:17:22.912155] [INFO ] [sig       ] [396/3548] Forecasting BEPI...
[2025-12-26T20:17:22.912185] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-12-26T20:17:22.912214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-12-26T20:17:22.922880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2025-12-26T20:17:22.923239] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-12-26T20:17:22.924039] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-12-26T20:17:22.924092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:22.924124] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:22.924150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:22.924208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:22.981432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:22.982282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:22.982365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:22.982397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:23.084700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:23.084820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:23.084865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:23.084894] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:23.088354] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: DOWN (p=49.19%)
[2025-12-26T20:17:23.088643] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-12-26T20:17:23.088771] [INFO ] [sig       ] BEPI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:23.235420] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BEPI.txt
[2025-12-26T20:17:23.235596] [INFO ] [sig       ] [396/3548] Completed BEPI in 0.3s | 2.85 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-26T20:17:23.235639] [INFO ] [sig       ] [397/3548] Forecasting BFAM...
[2025-12-26T20:17:23.235670] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-12-26T20:17:23.235700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-12-26T20:17:23.247150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2025-12-26T20:17:23.247527] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-12-26T20:17:23.248373] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-12-26T20:17:23.248426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:23.248460] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:23.248488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:23.248546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:23.309338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:23.310250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:23.310338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:23.310370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:23.431868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:23.432023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:23.432067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:23.432099] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:23.435527] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: UP (p=92.22%)
[2025-12-26T20:17:23.435838] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-12-26T20:17:23.435967] [INFO ] [sig       ] BFAM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:23.585711] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BFAM.txt
[2025-12-26T20:17:23.585901] [INFO ] [sig       ] [397/3548] Completed BFAM in 0.4s | 2.85 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-26T20:17:23.585947] [INFO ] [sig       ] [398/3548] Forecasting BFC...
[2025-12-26T20:17:23.585979] [INFO ] [sig       ] Generating forecast for: BFC
[2025-12-26T20:17:23.586008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2025-12-26T20:17:23.597754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2025-12-26T20:17:23.598181] [INFO ] [FORECASTER] Starting predict_future for BFC
[2025-12-26T20:17:23.599077] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2025-12-26T20:17:23.599132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:23.599164] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:23.599191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:23.599257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:23.659820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:23.660795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:23.660895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:23.660929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:23.777527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:23.777688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:23.777736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:23.777764] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:23.781150] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: DOWN (p=42.12%)
[2025-12-26T20:17:23.781419] [INFO ] [FORECASTER] Completed predict_future for BFC
[2025-12-26T20:17:23.781545] [INFO ] [sig       ] BFC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:23.931615] [INFO ] [LOCAL     ] Saved forecast: BFC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BFC.txt
[2025-12-26T20:17:23.931788] [INFO ] [sig       ] [398/3548] Completed BFC in 0.3s | 2.85 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-26T20:17:23.931838] [INFO ] [sig       ] [399/3548] Forecasting BFH...
[2025-12-26T20:17:23.931871] [INFO ] [sig       ] Generating forecast for: BFH
[2025-12-26T20:17:23.931901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-12-26T20:17:23.943266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2025-12-26T20:17:23.943657] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-12-26T20:17:23.944448] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-12-26T20:17:23.944501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:23.944532] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:23.944559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:23.944636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:24.002294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:24.003094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:24.003178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:24.003212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:24.126532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:24.126708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:24.126753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:24.126783] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:24.130263] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=47.01%)
[2025-12-26T20:17:24.130538] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-12-26T20:17:24.130700] [INFO ] [sig       ] BFH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:24.281588] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BFH.txt
[2025-12-26T20:17:24.281761] [INFO ] [sig       ] [399/3548] Completed BFH in 0.3s | 2.85 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-26T20:17:24.281802] [INFO ] [sig       ] [400/3548] Forecasting BFIN...
[2025-12-26T20:17:24.281833] [INFO ] [sig       ] Generating forecast for: BFIN
[2025-12-26T20:17:24.281863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'.
[2025-12-26T20:17:24.292837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFIN'.
[2025-12-26T20:17:24.293151] [INFO ] [FORECASTER] Starting predict_future for BFIN
[2025-12-26T20:17:24.294075] [DEBUG] [LOCAL     ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt
[2025-12-26T20:17:24.294127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:24.294159] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:24.294185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:24.294243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:24.351618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:24.352336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:24.352417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:24.352448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:24.469167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:24.469360] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-26T20:17:24.469412] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:24.469448] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:24.473159] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: UP (p=95.65%)
[2025-12-26T20:17:24.473447] [INFO ] [FORECASTER] Completed predict_future for BFIN
[2025-12-26T20:17:24.473599] [INFO ] [sig       ] BFIN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:24.618367] [INFO ] [LOCAL     ] Saved forecast: BFIN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BFIN.txt
[2025-12-26T20:17:24.618506] [INFO ] [sig       ] [400/3548] Completed BFIN in 0.3s | 2.85 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-26T20:17:24.618558] [INFO ] [sig       ] [401/3548] Forecasting BFK...
[2025-12-26T20:17:24.618607] [INFO ] [sig       ] Generating forecast for: BFK
[2025-12-26T20:17:24.618639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-12-26T20:17:24.632053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFK'.
[2025-12-26T20:17:24.632530] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-12-26T20:17:24.633530] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-12-26T20:17:24.633615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:24.633715] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:24.633751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:24.633813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:24.703780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:24.704906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:24.705016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:24.705060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:24.829958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:24.830114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:24.830157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:24.830203] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:24.833642] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: UP (p=71.76%)
[2025-12-26T20:17:24.833919] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-12-26T20:17:24.834046] [INFO ] [sig       ] BFK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:24.975177] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BFK.txt
[2025-12-26T20:17:24.975347] [INFO ] [sig       ] [401/3548] Completed BFK in 0.4s | 2.85 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-26T20:17:24.975389] [INFO ] [sig       ] [402/3548] Forecasting BFLY...
[2025-12-26T20:17:24.975420] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-12-26T20:17:24.975450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-12-26T20:17:24.986785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2025-12-26T20:17:24.987148] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-12-26T20:17:24.987938] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-12-26T20:17:24.987991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:24.988023] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:24.988050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:24.988109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:25.044940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:25.045804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:25.045885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:25.045917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:25.166360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:25.166514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:25.166557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:25.166606] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:25.170087] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: UP (p=88.32%)
[2025-12-26T20:17:25.170381] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-12-26T20:17:25.170518] [INFO ] [sig       ] BFLY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:25.315504] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BFLY.txt
[2025-12-26T20:17:25.315694] [INFO ] [sig       ] [402/3548] Completed BFLY in 0.3s | 2.85 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-26T20:17:25.315736] [INFO ] [sig       ] [403/3548] Forecasting BFS...
[2025-12-26T20:17:25.315767] [INFO ] [sig       ] Generating forecast for: BFS
[2025-12-26T20:17:25.315798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-12-26T20:17:25.326790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2025-12-26T20:17:25.327154] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-12-26T20:17:25.327943] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-12-26T20:17:25.327994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:25.328025] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:25.328051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:25.328110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:25.384843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:25.385729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:25.385827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:25.385860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:25.501899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:25.502072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:25.502117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:25.502146] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:25.505796] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: DOWN (p=31.43%)
[2025-12-26T20:17:25.506075] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-12-26T20:17:25.506203] [INFO ] [sig       ] BFS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:25.654389] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BFS.txt
[2025-12-26T20:17:25.654531] [INFO ] [sig       ] [403/3548] Completed BFS in 0.3s | 2.85 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-26T20:17:25.654589] [INFO ] [sig       ] [404/3548] Forecasting BFZ...
[2025-12-26T20:17:25.654623] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-12-26T20:17:25.654657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-12-26T20:17:25.666081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFZ'.
[2025-12-26T20:17:25.666421] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-12-26T20:17:25.667238] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-12-26T20:17:25.667291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:25.667323] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:25.667350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:25.667408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:25.724300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:25.725015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:25.725096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:25.725129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:25.841818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:25.841974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:25.842016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:25.842076] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:25.846859] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: UP (p=66.40%)
[2025-12-26T20:17:25.847152] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-12-26T20:17:25.847285] [INFO ] [sig       ] BFZ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:25.995156] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BFZ.txt
[2025-12-26T20:17:25.995306] [INFO ] [sig       ] [404/3548] Completed BFZ in 0.3s | 2.85 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-26T20:17:25.995353] [INFO ] [sig       ] [405/3548] Forecasting BG...
[2025-12-26T20:17:25.995384] [INFO ] [sig       ] Generating forecast for: BG
[2025-12-26T20:17:25.995414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-12-26T20:17:26.006606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2025-12-26T20:17:26.006989] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-12-26T20:17:26.007838] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-12-26T20:17:26.007891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:26.007923] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:26.007964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:26.008023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:26.068031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:26.068786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:26.068866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:26.068937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:26.191332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:26.191488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:26.191532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:26.191561] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:26.195152] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=12.82%)
[2025-12-26T20:17:26.195447] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-12-26T20:17:26.195596] [INFO ] [sig       ] BG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:26.340163] [INFO ] [LOCAL     ] Saved forecast: BG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BG.txt
[2025-12-26T20:17:26.340327] [INFO ] [sig       ] [405/3548] Completed BG in 0.3s | 2.85 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-26T20:17:26.340382] [INFO ] [sig       ] [406/3548] Forecasting BGB...
[2025-12-26T20:17:26.340420] [INFO ] [sig       ] Generating forecast for: BGB
[2025-12-26T20:17:26.340456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-12-26T20:17:26.351867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2025-12-26T20:17:26.352229] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-12-26T20:17:26.353045] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-12-26T20:17:26.353097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:26.353128] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:26.353154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:26.353212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:26.411494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:26.412203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:26.412291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:26.412343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:26.536765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:26.536944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:26.537006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:26.537051] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:26.540775] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=73.66%)
[2025-12-26T20:17:26.541060] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-12-26T20:17:26.541194] [INFO ] [sig       ] BGB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:26.682249] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BGB.txt
[2025-12-26T20:17:26.682384] [INFO ] [sig       ] [406/3548] Completed BGB in 0.3s | 2.85 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-26T20:17:26.682424] [INFO ] [sig       ] [407/3548] Forecasting BGC...
[2025-12-26T20:17:26.682453] [INFO ] [sig       ] Generating forecast for: BGC
[2025-12-26T20:17:26.682485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2025-12-26T20:17:26.693696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2025-12-26T20:17:26.694023] [INFO ] [FORECASTER] Starting predict_future for BGC
[2025-12-26T20:17:26.694858] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2025-12-26T20:17:26.694912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:26.694944] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:26.694972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:26.695030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:26.753514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:26.754201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:26.754282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:26.754316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:26.875474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:26.875647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:26.875691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:26.875720] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:26.879190] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: UP (p=55.50%)
[2025-12-26T20:17:26.879502] [INFO ] [FORECASTER] Completed predict_future for BGC
[2025-12-26T20:17:26.879650] [INFO ] [sig       ] BGC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:27.020746] [INFO ] [LOCAL     ] Saved forecast: BGC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BGC.txt
[2025-12-26T20:17:27.020907] [INFO ] [sig       ] [407/3548] Completed BGC in 0.3s | 2.85 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-26T20:17:27.020948] [INFO ] [sig       ] [408/3548] Forecasting BGH...
[2025-12-26T20:17:27.020978] [INFO ] [sig       ] Generating forecast for: BGH
[2025-12-26T20:17:27.021010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-12-26T20:17:27.032051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2025-12-26T20:17:27.032397] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-12-26T20:17:27.033188] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-12-26T20:17:27.033239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:27.033271] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:27.033298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:27.033373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:27.092217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:27.093013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:27.093094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:27.093127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:27.212048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:27.212239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:27.212295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:27.212327] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:27.215959] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-12-26T20:17:27.216237] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-12-26T20:17:27.216365] [INFO ] [sig       ] BGH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:27.355940] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BGH.txt
[2025-12-26T20:17:27.356078] [INFO ] [sig       ] [408/3548] Completed BGH in 0.3s | 2.85 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-26T20:17:27.356117] [INFO ] [sig       ] [409/3548] Forecasting BGLC...
[2025-12-26T20:17:27.356147] [INFO ] [sig       ] Generating forecast for: BGLC
[2025-12-26T20:17:27.356177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2025-12-26T20:17:27.366448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2025-12-26T20:17:27.366826] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2025-12-26T20:17:27.367616] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2025-12-26T20:17:27.367667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:27.367699] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:27.367725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:27.367783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:27.425139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:27.426016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:27.426103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:27.426137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:27.544905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:27.545064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:27.545106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:27.545135] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:27.548510] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: DOWN (p=13.28%)
[2025-12-26T20:17:27.548802] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2025-12-26T20:17:27.548950] [INFO ] [sig       ] BGLC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:27.689396] [INFO ] [LOCAL     ] Saved forecast: BGLC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BGLC.txt
[2025-12-26T20:17:27.689532] [INFO ] [sig       ] [409/3548] Completed BGLC in 0.3s | 2.85 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-26T20:17:27.689587] [INFO ] [sig       ] [410/3548] Forecasting BGRN...
[2025-12-26T20:17:27.689620] [INFO ] [sig       ] Generating forecast for: BGRN
[2025-12-26T20:17:27.689652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2025-12-26T20:17:27.700068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2025-12-26T20:17:27.700436] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2025-12-26T20:17:27.701233] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2025-12-26T20:17:27.701286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:27.701317] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:27.701343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:27.701401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:27.758384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:27.759157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:27.759240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:27.759271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:27.879458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:27.879623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:27.879669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:27.879698] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:27.883188] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: UP (p=86.97%)
[2025-12-26T20:17:27.883471] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2025-12-26T20:17:27.883623] [INFO ] [sig       ] BGRN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:28.025801] [INFO ] [LOCAL     ] Saved forecast: BGRN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BGRN.txt
[2025-12-26T20:17:28.025994] [INFO ] [sig       ] [410/3548] Completed BGRN in 0.3s | 2.85 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-26T20:17:28.026058] [INFO ] [sig       ] [411/3548] Forecasting BGS...
[2025-12-26T20:17:28.026099] [INFO ] [sig       ] Generating forecast for: BGS
[2025-12-26T20:17:28.026135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-12-26T20:17:28.037010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2025-12-26T20:17:28.037366] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-12-26T20:17:28.038179] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-12-26T20:17:28.038234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:28.038267] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:28.038294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:28.038352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:28.097398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:28.098280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:28.098394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:28.098429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:28.223182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:28.223343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:28.223390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:28.223420] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:28.226877] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: DOWN (p=26.73%)
[2025-12-26T20:17:28.227157] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-12-26T20:17:28.227287] [INFO ] [sig       ] BGS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:28.370787] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BGS.txt
[2025-12-26T20:17:28.370932] [INFO ] [sig       ] [411/3548] Completed BGS in 0.3s | 2.85 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-26T20:17:28.370972] [INFO ] [sig       ] [412/3548] Forecasting BGSF...
[2025-12-26T20:17:28.371002] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-12-26T20:17:28.371032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-12-26T20:17:28.382363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2025-12-26T20:17:28.382775] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-12-26T20:17:28.383741] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-12-26T20:17:28.383794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:28.383826] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:28.383852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:28.383909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:28.440004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:28.440952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:28.441040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:28.441072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:28.554949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:28.555106] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-26T20:17:28.555147] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:28.555175] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:28.558679] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2025-12-26T20:17:28.559034] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-12-26T20:17:28.559169] [INFO ] [sig       ] BGSF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:28.706968] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BGSF.txt
[2025-12-26T20:17:28.707137] [INFO ] [sig       ] [412/3548] Completed BGSF in 0.3s | 2.85 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-26T20:17:28.707177] [INFO ] [sig       ] [413/3548] Forecasting BGX...
[2025-12-26T20:17:28.707205] [INFO ] [sig       ] Generating forecast for: BGX
[2025-12-26T20:17:28.707236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-12-26T20:17:28.719235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2025-12-26T20:17:28.719588] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-12-26T20:17:28.720359] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-12-26T20:17:28.720411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:28.720442] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:28.720468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:28.720531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:28.777653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:28.778381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:28.778462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:28.778496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:28.897865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:28.898014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:28.898058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:28.898088] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:28.901561] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: DOWN (p=14.22%)
[2025-12-26T20:17:28.901860] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-12-26T20:17:28.901995] [INFO ] [sig       ] BGX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:29.064219] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BGX.txt
[2025-12-26T20:17:29.064377] [INFO ] [sig       ] [413/3548] Completed BGX in 0.4s | 2.85 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-26T20:17:29.064425] [INFO ] [sig       ] [414/3548] Forecasting BGY...
[2025-12-26T20:17:29.064462] [INFO ] [sig       ] Generating forecast for: BGY
[2025-12-26T20:17:29.064498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-12-26T20:17:29.076439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2025-12-26T20:17:29.076856] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-12-26T20:17:29.077654] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-12-26T20:17:29.077707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:29.077739] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:29.077765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:29.077823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:29.139235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:29.140098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:29.140178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:29.140211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:29.271839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:29.272016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:29.272062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:29.272094] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:29.276661] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=11.30%)
[2025-12-26T20:17:29.277071] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-12-26T20:17:29.277237] [INFO ] [sig       ] BGY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:29.432612] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BGY.txt
[2025-12-26T20:17:29.432776] [INFO ] [sig       ] [414/3548] Completed BGY in 0.4s | 2.85 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-26T20:17:29.432818] [INFO ] [sig       ] [415/3548] Forecasting BHC...
[2025-12-26T20:17:29.432849] [INFO ] [sig       ] Generating forecast for: BHC
[2025-12-26T20:17:29.432879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-12-26T20:17:29.445323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2025-12-26T20:17:29.445815] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-12-26T20:17:29.446704] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-12-26T20:17:29.446758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:29.446790] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:29.446817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:29.446874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:29.508426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:29.509479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:29.509598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:29.509641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:29.633152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:29.633316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:29.633358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:29.633387] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:29.636800] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: DOWN (p=14.29%)
[2025-12-26T20:17:29.637074] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-12-26T20:17:29.637199] [INFO ] [sig       ] BHC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:29.779251] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BHC.txt
[2025-12-26T20:17:29.779426] [INFO ] [sig       ] [415/3548] Completed BHC in 0.3s | 2.85 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-26T20:17:29.779475] [INFO ] [sig       ] [416/3548] Forecasting BHE...
[2025-12-26T20:17:29.779511] [INFO ] [sig       ] Generating forecast for: BHE
[2025-12-26T20:17:29.779549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-12-26T20:17:29.790622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2025-12-26T20:17:29.791031] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-12-26T20:17:29.791841] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-12-26T20:17:29.791893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:29.791923] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:29.791950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:29.792008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:29.848197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:29.849046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:29.849128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:29.849161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:29.969460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:29.969650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:29.969695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:29.969723] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:29.973120] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: UP (p=90.30%)
[2025-12-26T20:17:29.973388] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-12-26T20:17:29.973510] [INFO ] [sig       ] BHE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:30.113561] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BHE.txt
[2025-12-26T20:17:30.113688] [INFO ] [sig       ] [416/3548] Completed BHE in 0.3s | 2.85 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-26T20:17:30.113726] [INFO ] [sig       ] [417/3548] Forecasting BHF...
[2025-12-26T20:17:30.113754] [INFO ] [sig       ] Generating forecast for: BHF
[2025-12-26T20:17:30.113783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2025-12-26T20:17:30.125543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2025-12-26T20:17:30.125976] [INFO ] [FORECASTER] Starting predict_future for BHF
[2025-12-26T20:17:30.126876] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2025-12-26T20:17:30.126931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:30.126963] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:30.126990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:30.127048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:30.184809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:30.185896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:30.185979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:30.186011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:30.313598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:30.313756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:30.313799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:30.313827] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:30.317287] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: DOWN (p=3.60%)
[2025-12-26T20:17:30.317610] [INFO ] [FORECASTER] Completed predict_future for BHF
[2025-12-26T20:17:30.317746] [INFO ] [sig       ] BHF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:30.463585] [INFO ] [LOCAL     ] Saved forecast: BHF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BHF.txt
[2025-12-26T20:17:30.463743] [INFO ] [sig       ] [417/3548] Completed BHF in 0.3s | 2.85 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-26T20:17:30.463783] [INFO ] [sig       ] [418/3548] Forecasting BHFAL...
[2025-12-26T20:17:30.463812] [INFO ] [sig       ] Generating forecast for: BHFAL
[2025-12-26T20:17:30.463841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2025-12-26T20:17:30.475525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2025-12-26T20:17:30.475980] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2025-12-26T20:17:30.476798] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2025-12-26T20:17:30.476850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:30.476946] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:30.476975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:30.477032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:30.534445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:30.535341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:30.535424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:30.535456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:30.659160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:30.659323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:30.659367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:30.659396] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:30.662987] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: DOWN (p=9.93%)
[2025-12-26T20:17:30.663279] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2025-12-26T20:17:30.663403] [INFO ] [sig       ] BHFAL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:30.803901] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BHFAL.txt
[2025-12-26T20:17:30.804053] [INFO ] [sig       ] [418/3548] Completed BHFAL in 0.3s | 2.85 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-26T20:17:30.804093] [INFO ] [sig       ] [419/3548] Forecasting BHFAM...
[2025-12-26T20:17:30.804123] [INFO ] [sig       ] Generating forecast for: BHFAM
[2025-12-26T20:17:30.804152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2025-12-26T20:17:30.815151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2025-12-26T20:17:30.815459] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2025-12-26T20:17:30.816238] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2025-12-26T20:17:30.816289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:30.816320] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:30.816346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:30.816404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:30.873141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:30.873884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:30.873962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:30.873994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:30.990649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:30.990804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:30.990846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:30.990875] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:30.994246] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: UP (p=74.13%)
[2025-12-26T20:17:30.994515] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2025-12-26T20:17:30.994831] [INFO ] [sig       ] BHFAM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:31.134841] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BHFAM.txt
[2025-12-26T20:17:31.134990] [INFO ] [sig       ] [419/3548] Completed BHFAM in 0.3s | 2.85 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-26T20:17:31.135028] [INFO ] [sig       ] [420/3548] Forecasting BHFAN...
[2025-12-26T20:17:31.135058] [INFO ] [sig       ] Generating forecast for: BHFAN
[2025-12-26T20:17:31.135088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2025-12-26T20:17:31.145949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2025-12-26T20:17:31.146251] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2025-12-26T20:17:31.147036] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2025-12-26T20:17:31.147088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:31.147120] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:31.147147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:31.147205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:31.203700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:31.204291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:31.204370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:31.204401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:31.322732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:31.322870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:31.322909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:31.322937] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:31.326322] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: DOWN (p=43.80%)
[2025-12-26T20:17:31.326605] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2025-12-26T20:17:31.326731] [INFO ] [sig       ] BHFAN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:31.464949] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BHFAN.txt
[2025-12-26T20:17:31.465057] [INFO ] [sig       ] [420/3548] Completed BHFAN in 0.3s | 2.85 sym/s | Total: 2.5m | ETA: 18.3m
[2025-12-26T20:17:31.465095] [INFO ] [sig       ] [421/3548] Forecasting BHFAO...
[2025-12-26T20:17:31.465124] [INFO ] [sig       ] Generating forecast for: BHFAO
[2025-12-26T20:17:31.465154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2025-12-26T20:17:31.477089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2025-12-26T20:17:31.477383] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2025-12-26T20:17:31.478160] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2025-12-26T20:17:31.478213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:31.478243] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:31.478270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:31.478327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:31.534374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:31.534980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:31.535058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:31.535089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:31.653025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:31.653139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:31.653179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:31.653258] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:31.656491] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: UP (p=92.23%)
[2025-12-26T20:17:31.656784] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2025-12-26T20:17:31.656908] [INFO ] [sig       ] BHFAO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:31.796721] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BHFAO.txt
[2025-12-26T20:17:31.796890] [INFO ] [sig       ] [421/3548] Completed BHFAO in 0.3s | 2.85 sym/s | Total: 2.5m | ETA: 18.3m
[2025-12-26T20:17:31.796937] [INFO ] [sig       ] [422/3548] Forecasting BHFAP...
[2025-12-26T20:17:31.796966] [INFO ] [sig       ] Generating forecast for: BHFAP
[2025-12-26T20:17:31.796998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2025-12-26T20:17:31.810337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2025-12-26T20:17:31.810762] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2025-12-26T20:17:31.811543] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2025-12-26T20:17:31.811613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:31.811646] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:31.811672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:31.811729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:31.868190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:31.869080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:31.869167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:31.869199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:31.988279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:31.988428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:31.988469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:31.988497] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:31.991900] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: UP (p=95.98%)
[2025-12-26T20:17:31.992166] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2025-12-26T20:17:31.992291] [INFO ] [sig       ] BHFAP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:32.136009] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BHFAP.txt
[2025-12-26T20:17:32.136142] [INFO ] [sig       ] [422/3548] Completed BHFAP in 0.3s | 2.85 sym/s | Total: 2.5m | ETA: 18.3m
[2025-12-26T20:17:32.136193] [INFO ] [sig       ] [423/3548] Forecasting BHK...
[2025-12-26T20:17:32.136223] [INFO ] [sig       ] Generating forecast for: BHK
[2025-12-26T20:17:32.136255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-12-26T20:17:32.149628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2025-12-26T20:17:32.149951] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-12-26T20:17:32.150844] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-12-26T20:17:32.150896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:32.150928] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:32.150955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:32.151014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:32.207441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:32.208112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:32.208197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:32.208230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:32.327082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:32.327170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:32.327205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:32.327235] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:32.330358] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: UP (p=66.84%)
[2025-12-26T20:17:32.330664] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-12-26T20:17:32.330788] [INFO ] [sig       ] BHK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:32.470774] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BHK.txt
[2025-12-26T20:17:32.470881] [INFO ] [sig       ] [423/3548] Completed BHK in 0.3s | 2.85 sym/s | Total: 2.5m | ETA: 18.3m
[2025-12-26T20:17:32.470919] [INFO ] [sig       ] [424/3548] Forecasting BHP...
[2025-12-26T20:17:32.470947] [INFO ] [sig       ] Generating forecast for: BHP
[2025-12-26T20:17:32.470977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-12-26T20:17:32.482216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2025-12-26T20:17:32.482511] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-12-26T20:17:32.483284] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-12-26T20:17:32.483335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:32.483365] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:32.483392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:32.483448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:32.540913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:32.541510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:32.541603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:32.541637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:32.661362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:32.661519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:32.661561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:32.661609] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:32.664987] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: UP (p=62.28%)
[2025-12-26T20:17:32.665257] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-12-26T20:17:32.665383] [INFO ] [sig       ] BHP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:32.804903] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BHP.txt
[2025-12-26T20:17:32.805073] [INFO ] [sig       ] [424/3548] Completed BHP in 0.3s | 2.85 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-26T20:17:32.805114] [INFO ] [sig       ] [425/3548] Forecasting BHRB...
[2025-12-26T20:17:32.805145] [INFO ] [sig       ] Generating forecast for: BHRB
[2025-12-26T20:17:32.805175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2025-12-26T20:17:32.816677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2025-12-26T20:17:32.816991] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2025-12-26T20:17:32.817840] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2025-12-26T20:17:32.817894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:32.817927] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:32.817954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:32.818013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:32.878061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:32.878720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:32.878802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:32.878835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:32.997373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:32.997534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:32.997613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:32.997646] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:33.001142] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: DOWN (p=27.14%)
[2025-12-26T20:17:33.001424] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2025-12-26T20:17:33.001552] [INFO ] [sig       ] BHRB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:33.142652] [INFO ] [LOCAL     ] Saved forecast: BHRB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BHRB.txt
[2025-12-26T20:17:33.142798] [INFO ] [sig       ] [425/3548] Completed BHRB in 0.3s | 2.85 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-26T20:17:33.142839] [INFO ] [sig       ] [426/3548] Forecasting BHVN...
[2025-12-26T20:17:33.142869] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-12-26T20:17:33.142899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-12-26T20:17:33.154291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2025-12-26T20:17:33.154679] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-12-26T20:17:33.155461] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-12-26T20:17:33.155513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:33.155544] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:33.155593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:33.155655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:33.212015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:33.212719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:33.212798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:33.212830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:33.330558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:33.330727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:33.330777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:33.330806] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:33.334165] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: DOWN (p=2.16%)
[2025-12-26T20:17:33.334442] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-12-26T20:17:33.334564] [INFO ] [sig       ] BHVN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:33.475802] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BHVN.txt
[2025-12-26T20:17:33.475931] [INFO ] [sig       ] [426/3548] Completed BHVN in 0.3s | 2.85 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-26T20:17:33.475969] [INFO ] [sig       ] [427/3548] Forecasting BIAF...
[2025-12-26T20:17:33.475998] [INFO ] [sig       ] Generating forecast for: BIAF
[2025-12-26T20:17:33.476027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'.
[2025-12-26T20:17:33.486741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIAF'.
[2025-12-26T20:17:33.487034] [INFO ] [FORECASTER] Starting predict_future for BIAF
[2025-12-26T20:17:33.487861] [DEBUG] [LOCAL     ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt
[2025-12-26T20:17:33.487912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:33.487944] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:33.487971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:33.488028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:33.544343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:33.544996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:33.545077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:33.545108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:33.658854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:33.659013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:33.659055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:33.659084] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:33.662435] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: DOWN (p=13.16%)
[2025-12-26T20:17:33.662730] [INFO ] [FORECASTER] Completed predict_future for BIAF
[2025-12-26T20:17:33.662853] [INFO ] [sig       ] BIAF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:33.803455] [INFO ] [LOCAL     ] Saved forecast: BIAF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BIAF.txt
[2025-12-26T20:17:33.803606] [INFO ] [sig       ] [427/3548] Completed BIAF in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-26T20:17:33.803648] [INFO ] [sig       ] [428/3548] Forecasting BIB...
[2025-12-26T20:17:33.803678] [INFO ] [sig       ] Generating forecast for: BIB
[2025-12-26T20:17:33.803709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2025-12-26T20:17:33.815060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2025-12-26T20:17:33.815380] [INFO ] [FORECASTER] Starting predict_future for BIB
[2025-12-26T20:17:33.816357] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2025-12-26T20:17:33.816408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:33.816439] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:33.816466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:33.816524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:33.874256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:33.874901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:33.875004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:33.875037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:33.982191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:33.982344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:33.982388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:33.982416] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:33.985868] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: UP (p=92.20%)
[2025-12-26T20:17:33.986141] [INFO ] [FORECASTER] Completed predict_future for BIB
[2025-12-26T20:17:33.986268] [INFO ] [sig       ] BIB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:34.126414] [INFO ] [LOCAL     ] Saved forecast: BIB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BIB.txt
[2025-12-26T20:17:34.126544] [INFO ] [sig       ] [428/3548] Completed BIB in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-26T20:17:34.126601] [INFO ] [sig       ] [429/3548] Forecasting BIIB...
[2025-12-26T20:17:34.126634] [INFO ] [sig       ] Generating forecast for: BIIB
[2025-12-26T20:17:34.126663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2025-12-26T20:17:34.138005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2025-12-26T20:17:34.138341] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2025-12-26T20:17:34.139176] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2025-12-26T20:17:34.139229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:34.139275] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:34.139303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:34.139361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:34.196866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:34.197560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:34.197659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:34.197694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:34.325141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:34.325290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:34.325331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:34.325360] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:34.328689] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: DOWN (p=22.94%)
[2025-12-26T20:17:34.328973] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2025-12-26T20:17:34.329096] [INFO ] [sig       ] BIIB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:34.471708] [INFO ] [LOCAL     ] Saved forecast: BIIB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BIIB.txt
[2025-12-26T20:17:34.471841] [INFO ] [sig       ] [429/3548] Completed BIIB in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-26T20:17:34.471880] [INFO ] [sig       ] [430/3548] Forecasting BILI...
[2025-12-26T20:17:34.471910] [INFO ] [sig       ] Generating forecast for: BILI
[2025-12-26T20:17:34.471939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2025-12-26T20:17:34.483273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2025-12-26T20:17:34.483658] [INFO ] [FORECASTER] Starting predict_future for BILI
[2025-12-26T20:17:34.484439] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2025-12-26T20:17:34.484490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:34.484522] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:34.484551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:34.484631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:34.541134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:34.541924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:34.542021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:34.542064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:34.666070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:34.666223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:34.666267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:34.666298] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:34.669856] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: UP (p=74.41%)
[2025-12-26T20:17:34.670135] [INFO ] [FORECASTER] Completed predict_future for BILI
[2025-12-26T20:17:34.670264] [INFO ] [sig       ] BILI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:34.811249] [INFO ] [LOCAL     ] Saved forecast: BILI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BILI.txt
[2025-12-26T20:17:34.811403] [INFO ] [sig       ] [430/3548] Completed BILI in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-26T20:17:34.811443] [INFO ] [sig       ] [431/3548] Forecasting BILL...
[2025-12-26T20:17:34.811471] [INFO ] [sig       ] Generating forecast for: BILL
[2025-12-26T20:17:34.811503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-12-26T20:17:34.823089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2025-12-26T20:17:34.823547] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-12-26T20:17:34.824373] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-12-26T20:17:34.824425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:34.824458] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:34.824485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:34.824552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:34.881592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:34.882332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:34.882413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:34.882446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:35.006999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:35.007153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:35.007193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:35.007222] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:35.010652] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: UP (p=95.76%)
[2025-12-26T20:17:35.010932] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-12-26T20:17:35.011056] [INFO ] [sig       ] BILL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:35.157862] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BILL.txt
[2025-12-26T20:17:35.158022] [INFO ] [sig       ] [431/3548] Completed BILL in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-26T20:17:35.158061] [INFO ] [sig       ] [432/3548] Forecasting BIO...
[2025-12-26T20:17:35.158092] [INFO ] [sig       ] Generating forecast for: BIO
[2025-12-26T20:17:35.158121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-12-26T20:17:35.169296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2025-12-26T20:17:35.169665] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-12-26T20:17:35.170438] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-12-26T20:17:35.170489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:35.170520] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:35.170546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:35.170622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:35.230734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:35.231435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:35.231516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:35.231549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:35.353242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:35.353389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:35.353435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:35.353464] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:35.357082] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: DOWN (p=12.81%)
[2025-12-26T20:17:35.357358] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-12-26T20:17:35.357484] [INFO ] [sig       ] BIO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:35.501833] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BIO.txt
[2025-12-26T20:17:35.501966] [INFO ] [sig       ] [432/3548] Completed BIO in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-26T20:17:35.502004] [INFO ] [sig       ] [433/3548] Forecasting BIOX...
[2025-12-26T20:17:35.502041] [INFO ] [sig       ] Generating forecast for: BIOX
[2025-12-26T20:17:35.502073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'.
[2025-12-26T20:17:35.512701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIOX'.
[2025-12-26T20:17:35.513025] [INFO ] [FORECASTER] Starting predict_future for BIOX
[2025-12-26T20:17:35.513819] [DEBUG] [LOCAL     ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt
[2025-12-26T20:17:35.513871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:35.513902] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:35.513929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:35.513987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:35.571938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:35.572637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:35.572717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:35.572749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:35.692523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:35.692691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:35.692733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:35.692761] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:35.696112] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: UP (p=89.17%)
[2025-12-26T20:17:35.696381] [INFO ] [FORECASTER] Completed predict_future for BIOX
[2025-12-26T20:17:35.696506] [INFO ] [sig       ] BIOX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:35.839819] [INFO ] [LOCAL     ] Saved forecast: BIOX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BIOX.txt
[2025-12-26T20:17:35.839949] [INFO ] [sig       ] [433/3548] Completed BIOX in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-26T20:17:35.839987] [INFO ] [sig       ] [434/3548] Forecasting BIP...
[2025-12-26T20:17:35.840016] [INFO ] [sig       ] Generating forecast for: BIP
[2025-12-26T20:17:35.840045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-12-26T20:17:35.852071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2025-12-26T20:17:35.852400] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-12-26T20:17:35.853196] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-12-26T20:17:35.853249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:35.853281] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:35.853308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:35.853367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:35.911402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:35.912073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:35.912149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:35.912182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:36.035737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:36.035887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:36.035930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:36.035961] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:36.039719] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=10.14%)
[2025-12-26T20:17:36.040032] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-12-26T20:17:36.040166] [INFO ] [sig       ] BIP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:36.183415] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BIP.txt
[2025-12-26T20:17:36.183552] [INFO ] [sig       ] [434/3548] Completed BIP in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-26T20:17:36.183611] [INFO ] [sig       ] [435/3548] Forecasting BIPH...
[2025-12-26T20:17:36.183642] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-12-26T20:17:36.183673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-12-26T20:17:36.194568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2025-12-26T20:17:36.194906] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-12-26T20:17:36.195727] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-12-26T20:17:36.195780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:36.195864] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:36.195893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:36.195953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:36.255266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:36.255982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:36.256064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:36.256096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:36.370072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:36.370228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:36.370270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:36.370298] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:36.373686] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: UP (p=54.66%)
[2025-12-26T20:17:36.373958] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-12-26T20:17:36.374083] [INFO ] [sig       ] BIPH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:36.535128] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BIPH.txt
[2025-12-26T20:17:36.535260] [INFO ] [sig       ] [435/3548] Completed BIPH in 0.4s | 2.86 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-26T20:17:36.535300] [INFO ] [sig       ] [436/3548] Forecasting BIPI...
[2025-12-26T20:17:36.535328] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-12-26T20:17:36.535359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-12-26T20:17:36.547241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2025-12-26T20:17:36.547609] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-12-26T20:17:36.548409] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-12-26T20:17:36.548462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:36.548493] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:36.548520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:36.548595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:36.606448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:36.607114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:36.607192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:36.607224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:36.716796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:36.716946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:36.716992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:36.717065] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:36.720460] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: DOWN (p=4.79%)
[2025-12-26T20:17:36.720745] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-12-26T20:17:36.720871] [INFO ] [sig       ] BIPI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:36.860878] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BIPI.txt
[2025-12-26T20:17:36.861002] [INFO ] [sig       ] [436/3548] Completed BIPI in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-26T20:17:36.861041] [INFO ] [sig       ] [437/3548] Forecasting BIRD...
[2025-12-26T20:17:36.861071] [INFO ] [sig       ] Generating forecast for: BIRD
[2025-12-26T20:17:36.861100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2025-12-26T20:17:36.872088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2025-12-26T20:17:36.872408] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2025-12-26T20:17:36.873177] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2025-12-26T20:17:36.873228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:36.873260] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:36.873286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:36.873344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:36.929873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:36.930480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:36.930558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:36.930607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:37.053112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:37.053268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:37.053312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:37.053343] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:37.057168] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: UP (p=88.94%)
[2025-12-26T20:17:37.057447] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2025-12-26T20:17:37.057591] [INFO ] [sig       ] BIRD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:37.197230] [INFO ] [LOCAL     ] Saved forecast: BIRD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BIRD.txt
[2025-12-26T20:17:37.197387] [INFO ] [sig       ] [437/3548] Completed BIRD in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-26T20:17:37.197428] [INFO ] [sig       ] [438/3548] Forecasting BIRK...
[2025-12-26T20:17:37.197458] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-12-26T20:17:37.197491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-12-26T20:17:37.208698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2025-12-26T20:17:37.209054] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-12-26T20:17:37.209860] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-12-26T20:17:37.209914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:37.209949] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:37.209977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:37.210038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:37.266508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:37.267210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:37.267289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:37.267339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:37.388312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:37.388453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:37.388495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:37.388552] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:37.391988] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2025-12-26T20:17:37.392292] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-12-26T20:17:37.392424] [INFO ] [sig       ] BIRK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:37.533508] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BIRK.txt
[2025-12-26T20:17:37.533668] [INFO ] [sig       ] [438/3548] Completed BIRK in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-26T20:17:37.533709] [INFO ] [sig       ] [439/3548] Forecasting BITF...
[2025-12-26T20:17:37.533738] [INFO ] [sig       ] Generating forecast for: BITF
[2025-12-26T20:17:37.533769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2025-12-26T20:17:37.545803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2025-12-26T20:17:37.546146] [INFO ] [FORECASTER] Starting predict_future for BITF
[2025-12-26T20:17:37.546962] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2025-12-26T20:17:37.547014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:37.547047] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:37.547084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:37.547180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:37.604938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:37.605686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:37.605775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:37.605808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:37.729271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:37.729458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:37.729515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:37.729560] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:37.733560] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: DOWN (p=3.83%)
[2025-12-26T20:17:37.733968] [INFO ] [FORECASTER] Completed predict_future for BITF
[2025-12-26T20:17:37.734147] [INFO ] [sig       ] BITF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:37.891706] [INFO ] [LOCAL     ] Saved forecast: BITF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BITF.txt
[2025-12-26T20:17:37.891861] [INFO ] [sig       ] [439/3548] Completed BITF in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-26T20:17:37.891900] [INFO ] [sig       ] [440/3548] Forecasting BIVI...
[2025-12-26T20:17:37.891930] [INFO ] [sig       ] Generating forecast for: BIVI
[2025-12-26T20:17:37.891960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2025-12-26T20:17:37.903011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2025-12-26T20:17:37.903335] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2025-12-26T20:17:37.904125] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2025-12-26T20:17:37.904178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:37.904210] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:37.904251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:37.904311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:37.960880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:37.961506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:37.961599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:37.961634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:38.083882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:38.084033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:38.084078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:38.084111] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:38.087558] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: UP (p=51.61%)
[2025-12-26T20:17:38.087854] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2025-12-26T20:17:38.087977] [INFO ] [sig       ] BIVI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:38.231680] [INFO ] [LOCAL     ] Saved forecast: BIVI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BIVI.txt
[2025-12-26T20:17:38.231835] [INFO ] [sig       ] [440/3548] Completed BIVI in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-26T20:17:38.231874] [INFO ] [sig       ] [441/3548] Forecasting BJ...
[2025-12-26T20:17:38.231905] [INFO ] [sig       ] Generating forecast for: BJ
[2025-12-26T20:17:38.231936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-12-26T20:17:38.243500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2025-12-26T20:17:38.243937] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-12-26T20:17:38.244782] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-12-26T20:17:38.244835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:38.244865] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:38.244891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:38.244947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:38.301171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:38.302181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:38.302265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:38.302297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:38.424672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:38.424835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:38.424884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:38.424915] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:38.428779] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: DOWN (p=18.48%)
[2025-12-26T20:17:38.429294] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-12-26T20:17:38.429432] [INFO ] [sig       ] BJ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:38.569256] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BJ.txt
[2025-12-26T20:17:38.569387] [INFO ] [sig       ] [441/3548] Completed BJ in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-26T20:17:38.569426] [INFO ] [sig       ] [442/3548] Forecasting BJRI...
[2025-12-26T20:17:38.569456] [INFO ] [sig       ] Generating forecast for: BJRI
[2025-12-26T20:17:38.569486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2025-12-26T20:17:38.580495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2025-12-26T20:17:38.580869] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2025-12-26T20:17:38.581737] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2025-12-26T20:17:38.581790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:38.581823] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:38.581850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:38.581909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:38.640498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:38.641269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:38.641353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:38.641388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:38.766232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:38.766390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:38.766433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:38.766463] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:38.770126] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: DOWN (p=23.60%)
[2025-12-26T20:17:38.770429] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2025-12-26T20:17:38.770562] [INFO ] [sig       ] BJRI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:38.915969] [INFO ] [LOCAL     ] Saved forecast: BJRI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BJRI.txt
[2025-12-26T20:17:38.916120] [INFO ] [sig       ] [442/3548] Completed BJRI in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-26T20:17:38.916159] [INFO ] [sig       ] [443/3548] Forecasting BK...
[2025-12-26T20:17:38.916190] [INFO ] [sig       ] Generating forecast for: BK
[2025-12-26T20:17:38.916220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-12-26T20:17:38.927776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2025-12-26T20:17:38.928186] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-12-26T20:17:38.929044] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-12-26T20:17:38.929099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:38.929130] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:38.929158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:38.929217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:39.002591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:39.003749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:39.003860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:39.003913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:39.131742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:39.131908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:39.131954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:39.131994] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:39.135516] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: UP (p=64.64%)
[2025-12-26T20:17:39.135829] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-12-26T20:17:39.135973] [INFO ] [sig       ] BK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:39.278758] [INFO ] [LOCAL     ] Saved forecast: BK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BK.txt
[2025-12-26T20:17:39.278934] [INFO ] [sig       ] [443/3548] Completed BK in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-26T20:17:39.278976] [INFO ] [sig       ] [444/3548] Forecasting BKCH...
[2025-12-26T20:17:39.279006] [INFO ] [sig       ] Generating forecast for: BKCH
[2025-12-26T20:17:39.279035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2025-12-26T20:17:39.290010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2025-12-26T20:17:39.290326] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2025-12-26T20:17:39.291113] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2025-12-26T20:17:39.291166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:39.291197] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:39.291223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:39.291280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:39.348704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:39.349368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:39.349448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:39.349480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:39.462764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:39.462918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:39.462960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:39.462988] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:39.466374] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: DOWN (p=24.27%)
[2025-12-26T20:17:39.466671] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2025-12-26T20:17:39.466795] [INFO ] [sig       ] BKCH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:39.608229] [INFO ] [LOCAL     ] Saved forecast: BKCH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BKCH.txt
[2025-12-26T20:17:39.608389] [INFO ] [sig       ] [444/3548] Completed BKCH in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-26T20:17:39.608430] [INFO ] [sig       ] [445/3548] Forecasting BKD...
[2025-12-26T20:17:39.608460] [INFO ] [sig       ] Generating forecast for: BKD
[2025-12-26T20:17:39.608491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-12-26T20:17:39.619545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2025-12-26T20:17:39.619955] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-12-26T20:17:39.620813] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-12-26T20:17:39.620868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:39.620908] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:39.620941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:39.621012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:39.682288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:39.683197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:39.683314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:39.683349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:39.807641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:39.807798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:39.807841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:39.807871] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:39.811325] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: UP (p=76.16%)
[2025-12-26T20:17:39.811623] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-12-26T20:17:39.811757] [INFO ] [sig       ] BKD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:39.953158] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BKD.txt
[2025-12-26T20:17:39.953334] [INFO ] [sig       ] [445/3548] Completed BKD in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-26T20:17:39.953382] [INFO ] [sig       ] [446/3548] Forecasting BKE...
[2025-12-26T20:17:39.953413] [INFO ] [sig       ] Generating forecast for: BKE
[2025-12-26T20:17:39.953445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-12-26T20:17:39.964842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2025-12-26T20:17:39.965235] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-12-26T20:17:39.966094] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-12-26T20:17:39.966148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:39.966181] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:39.966209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:39.966269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:40.029157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:40.030189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:40.030286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:40.030328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:40.173236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:40.173405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:40.173658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:40.173689] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:40.177462] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: UP (p=98.87%)
[2025-12-26T20:17:40.177789] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-12-26T20:17:40.177929] [INFO ] [sig       ] BKE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:40.327422] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BKE.txt
[2025-12-26T20:17:40.327613] [INFO ] [sig       ] [446/3548] Completed BKE in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-26T20:17:40.327658] [INFO ] [sig       ] [447/3548] Forecasting BKH...
[2025-12-26T20:17:40.327689] [INFO ] [sig       ] Generating forecast for: BKH
[2025-12-26T20:17:40.327718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-12-26T20:17:40.339257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2025-12-26T20:17:40.339684] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-12-26T20:17:40.340494] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-12-26T20:17:40.340557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:40.340627] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:40.340666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:40.340727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:40.399623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:40.400506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:40.400624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:40.400661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:40.517684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:40.517861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:40.517909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:40.517939] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:40.521381] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: DOWN (p=12.13%)
[2025-12-26T20:17:40.521708] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-12-26T20:17:40.521835] [INFO ] [sig       ] BKH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:40.669094] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BKH.txt
[2025-12-26T20:17:40.669228] [INFO ] [sig       ] [447/3548] Completed BKH in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-26T20:17:40.669267] [INFO ] [sig       ] [448/3548] Forecasting BKN...
[2025-12-26T20:17:40.669296] [INFO ] [sig       ] Generating forecast for: BKN
[2025-12-26T20:17:40.669327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-12-26T20:17:40.680261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2025-12-26T20:17:40.680592] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-12-26T20:17:40.681420] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-12-26T20:17:40.681473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:40.681504] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:40.681530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:40.681608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:40.739822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:40.740478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:40.740560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:40.740612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:40.857355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:40.857512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:40.857556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:40.857610] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:40.861656] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: DOWN (p=24.31%)
[2025-12-26T20:17:40.862128] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-12-26T20:17:40.862257] [INFO ] [sig       ] BKN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:41.013794] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BKN.txt
[2025-12-26T20:17:41.014165] [INFO ] [sig       ] [448/3548] Completed BKN in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-26T20:17:41.014212] [INFO ] [sig       ] [449/3548] Forecasting BKNG...
[2025-12-26T20:17:41.014242] [INFO ] [sig       ] Generating forecast for: BKNG
[2025-12-26T20:17:41.014272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2025-12-26T20:17:41.025776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2025-12-26T20:17:41.026119] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2025-12-26T20:17:41.026926] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2025-12-26T20:17:41.026980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:41.027013] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:41.027041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:41.027100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:41.087982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:41.088741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:41.088824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:41.089066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:41.218270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:41.218425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:41.218483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:41.218513] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:41.222033] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: UP (p=69.23%)
[2025-12-26T20:17:41.222307] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2025-12-26T20:17:41.222437] [INFO ] [sig       ] BKNG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:41.364049] [INFO ] [LOCAL     ] Saved forecast: BKNG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BKNG.txt
[2025-12-26T20:17:41.364181] [INFO ] [sig       ] [449/3548] Completed BKNG in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-26T20:17:41.364221] [INFO ] [sig       ] [450/3548] Forecasting BKSY...
[2025-12-26T20:17:41.364250] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-12-26T20:17:41.364279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-12-26T20:17:41.375420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2025-12-26T20:17:41.375770] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-12-26T20:17:41.376523] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-12-26T20:17:41.376603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:41.376637] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:41.376667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:41.376725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:41.434414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:41.435090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:41.435166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:41.435199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:41.555429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:41.555599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:41.555646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:41.555676] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:41.559185] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: DOWN (p=4.35%)
[2025-12-26T20:17:41.559459] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-12-26T20:17:41.559604] [INFO ] [sig       ] BKSY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:41.701492] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BKSY.txt
[2025-12-26T20:17:41.701651] [INFO ] [sig       ] [450/3548] Completed BKSY in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-26T20:17:41.701692] [INFO ] [sig       ] [451/3548] Forecasting BL...
[2025-12-26T20:17:41.701722] [INFO ] [sig       ] Generating forecast for: BL
[2025-12-26T20:17:41.701753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2025-12-26T20:17:41.713413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2025-12-26T20:17:41.713814] [INFO ] [FORECASTER] Starting predict_future for BL
[2025-12-26T20:17:41.714647] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2025-12-26T20:17:41.714701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:41.714734] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:41.714762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:41.714820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:41.773866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:41.774797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:41.774881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:41.774915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:41.898987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:41.899149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:41.899192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:41.899223] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:41.902848] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: DOWN (p=47.15%)
[2025-12-26T20:17:41.903143] [INFO ] [FORECASTER] Completed predict_future for BL
[2025-12-26T20:17:41.903279] [INFO ] [sig       ] BL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:42.047603] [INFO ] [LOCAL     ] Saved forecast: BL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BL.txt
[2025-12-26T20:17:42.047756] [INFO ] [sig       ] [451/3548] Completed BL in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-26T20:17:42.047795] [INFO ] [sig       ] [452/3548] Forecasting BLBD...
[2025-12-26T20:17:42.047825] [INFO ] [sig       ] Generating forecast for: BLBD
[2025-12-26T20:17:42.047856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'.
[2025-12-26T20:17:42.058535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLBD'.
[2025-12-26T20:17:42.058943] [INFO ] [FORECASTER] Starting predict_future for BLBD
[2025-12-26T20:17:42.059752] [DEBUG] [LOCAL     ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt
[2025-12-26T20:17:42.059806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:42.059866] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:42.059895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:42.059953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:42.116744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:42.117469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:42.117549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:42.117600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:42.239892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:42.240042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:42.240085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:42.240114] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:42.243482] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: UP (p=88.09%)
[2025-12-26T20:17:42.243770] [INFO ] [FORECASTER] Completed predict_future for BLBD
[2025-12-26T20:17:42.243894] [INFO ] [sig       ] BLBD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:42.383046] [INFO ] [LOCAL     ] Saved forecast: BLBD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BLBD.txt
[2025-12-26T20:17:42.383171] [INFO ] [sig       ] [452/3548] Completed BLBD in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-26T20:17:42.383211] [INFO ] [sig       ] [453/3548] Forecasting BLCN...
[2025-12-26T20:17:42.383241] [INFO ] [sig       ] Generating forecast for: BLCN
[2025-12-26T20:17:42.383270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2025-12-26T20:17:42.394290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2025-12-26T20:17:42.394635] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2025-12-26T20:17:42.395430] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2025-12-26T20:17:42.395483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:42.395553] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:42.395610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:42.395672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:42.452530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:42.453259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:42.453338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:42.453371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:42.558425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:42.558595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:42.558641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:42.558671] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:42.562040] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: UP (p=94.33%)
[2025-12-26T20:17:42.562309] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2025-12-26T20:17:42.562434] [INFO ] [sig       ] BLCN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:42.707569] [INFO ] [LOCAL     ] Saved forecast: BLCN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BLCN.txt
[2025-12-26T20:17:42.707752] [INFO ] [sig       ] [453/3548] Completed BLCN in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-26T20:17:42.707792] [INFO ] [sig       ] [454/3548] Forecasting BLCO...
[2025-12-26T20:17:42.707822] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-12-26T20:17:42.707851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-12-26T20:17:42.720244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2025-12-26T20:17:42.720610] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-12-26T20:17:42.721403] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-12-26T20:17:42.721455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:42.721488] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:42.721514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:42.721588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:42.780094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:42.780830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:42.780918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:42.780951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:42.908672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:42.908824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:42.908866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:42.908909] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:42.912327] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: UP (p=93.19%)
[2025-12-26T20:17:42.912609] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-12-26T20:17:42.912738] [INFO ] [sig       ] BLCO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:43.055146] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BLCO.txt
[2025-12-26T20:17:43.055372] [INFO ] [sig       ] [454/3548] Completed BLCO in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-26T20:17:43.055428] [INFO ] [sig       ] [455/3548] Forecasting BLD...
[2025-12-26T20:17:43.055468] [INFO ] [sig       ] Generating forecast for: BLD
[2025-12-26T20:17:43.055510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-12-26T20:17:43.068118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2025-12-26T20:17:43.068515] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-12-26T20:17:43.069372] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-12-26T20:17:43.069425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:43.069456] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:43.069482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:43.069539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:43.128298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:43.129148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:43.129244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:43.129278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:43.249482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:43.249660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:43.249714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:43.249805] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:43.253244] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: DOWN (p=41.40%)
[2025-12-26T20:17:43.253523] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-12-26T20:17:43.253667] [INFO ] [sig       ] BLD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:43.393759] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BLD.txt
[2025-12-26T20:17:43.393891] [INFO ] [sig       ] [455/3548] Completed BLD in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-26T20:17:43.393942] [INFO ] [sig       ] [456/3548] Forecasting BLDP...
[2025-12-26T20:17:43.393984] [INFO ] [sig       ] Generating forecast for: BLDP
[2025-12-26T20:17:43.394017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2025-12-26T20:17:43.405642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2025-12-26T20:17:43.405982] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2025-12-26T20:17:43.406777] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2025-12-26T20:17:43.406829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:43.406860] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:43.406886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:43.406944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:43.465850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:43.466559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:43.466657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:43.466692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:43.588999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:43.589161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:43.589205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:43.589233] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:43.592666] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: DOWN (p=20.60%)
[2025-12-26T20:17:43.592951] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2025-12-26T20:17:43.593079] [INFO ] [sig       ] BLDP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:43.741533] [INFO ] [LOCAL     ] Saved forecast: BLDP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BLDP.txt
[2025-12-26T20:17:43.741691] [INFO ] [sig       ] [456/3548] Completed BLDP in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-26T20:17:43.741731] [INFO ] [sig       ] [457/3548] Forecasting BLE...
[2025-12-26T20:17:43.741768] [INFO ] [sig       ] Generating forecast for: BLE
[2025-12-26T20:17:43.741798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-12-26T20:17:43.752687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLE'.
[2025-12-26T20:17:43.753033] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-12-26T20:17:43.753826] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-12-26T20:17:43.753878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:43.753909] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:43.753935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:43.753993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:43.810406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:43.811272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:43.811364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:43.811396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:43.932279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:43.932434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:43.932477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:43.932506] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:43.935923] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: UP (p=82.05%)
[2025-12-26T20:17:43.936225] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-12-26T20:17:43.936356] [INFO ] [sig       ] BLE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:44.080380] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BLE.txt
[2025-12-26T20:17:44.080521] [INFO ] [sig       ] [457/3548] Completed BLE in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-26T20:17:44.080560] [INFO ] [sig       ] [458/3548] Forecasting BLFS...
[2025-12-26T20:17:44.080610] [INFO ] [sig       ] Generating forecast for: BLFS
[2025-12-26T20:17:44.080641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2025-12-26T20:17:44.091841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2025-12-26T20:17:44.092190] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2025-12-26T20:17:44.092994] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2025-12-26T20:17:44.093047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:44.093079] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:44.093106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:44.093170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:44.154490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:44.155418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:44.155504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:44.155537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:44.272202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:44.272354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:44.272396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:44.272423] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:44.275803] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: UP (p=93.32%)
[2025-12-26T20:17:44.276069] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2025-12-26T20:17:44.276194] [INFO ] [sig       ] BLFS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:44.420514] [INFO ] [LOCAL     ] Saved forecast: BLFS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BLFS.txt
[2025-12-26T20:17:44.420663] [INFO ] [sig       ] [458/3548] Completed BLFS in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-26T20:17:44.420706] [INFO ] [sig       ] [459/3548] Forecasting BLFY...
[2025-12-26T20:17:44.420738] [INFO ] [sig       ] Generating forecast for: BLFY
[2025-12-26T20:17:44.420769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2025-12-26T20:17:44.431237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2025-12-26T20:17:44.431567] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2025-12-26T20:17:44.432366] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2025-12-26T20:17:44.432419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:44.432451] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:44.432477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:44.432535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:44.489038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:44.489755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:44.489833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:44.489866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:44.610658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:44.610813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:44.610855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:44.610884] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:44.614230] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: DOWN (p=38.23%)
[2025-12-26T20:17:44.614498] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2025-12-26T20:17:44.614638] [INFO ] [sig       ] BLFY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:44.754088] [INFO ] [LOCAL     ] Saved forecast: BLFY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BLFY.txt
[2025-12-26T20:17:44.754212] [INFO ] [sig       ] [459/3548] Completed BLFY in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-26T20:17:44.754250] [INFO ] [sig       ] [460/3548] Forecasting BLK...
[2025-12-26T20:17:44.754279] [INFO ] [sig       ] Generating forecast for: BLK
[2025-12-26T20:17:44.754308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-12-26T20:17:44.766059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2025-12-26T20:17:44.766450] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-12-26T20:17:44.767253] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-12-26T20:17:44.767308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:44.767340] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:44.767366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:44.767423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:44.824607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:44.825474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:44.825557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:44.825608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:44.946728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:44.946882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:44.946925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:44.946970] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:44.950308] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: DOWN (p=23.41%)
[2025-12-26T20:17:44.950602] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-12-26T20:17:44.950727] [INFO ] [sig       ] BLK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:45.093689] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BLK.txt
[2025-12-26T20:17:45.093824] [INFO ] [sig       ] [460/3548] Completed BLK in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-26T20:17:45.093862] [INFO ] [sig       ] [461/3548] Forecasting BLKB...
[2025-12-26T20:17:45.093891] [INFO ] [sig       ] Generating forecast for: BLKB
[2025-12-26T20:17:45.093921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2025-12-26T20:17:45.104941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2025-12-26T20:17:45.105281] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2025-12-26T20:17:45.106096] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2025-12-26T20:17:45.106148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:45.106179] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:45.106205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:45.106262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:45.163828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:45.164445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:45.164521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:45.164554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:45.281943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:45.282091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:45.282132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:45.282160] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:45.285908] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: UP (p=97.23%)
[2025-12-26T20:17:45.286176] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2025-12-26T20:17:45.286299] [INFO ] [sig       ] BLKB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:45.426600] [INFO ] [LOCAL     ] Saved forecast: BLKB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BLKB.txt
[2025-12-26T20:17:45.426749] [INFO ] [sig       ] [461/3548] Completed BLKB in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-26T20:17:45.426788] [INFO ] [sig       ] [462/3548] Forecasting BLMN...
[2025-12-26T20:17:45.426818] [INFO ] [sig       ] Generating forecast for: BLMN
[2025-12-26T20:17:45.426849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2025-12-26T20:17:45.440928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2025-12-26T20:17:45.441281] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2025-12-26T20:17:45.442083] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2025-12-26T20:17:45.442135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:45.442166] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:45.442193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:45.442256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:45.498785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:45.499526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:45.499647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:45.499707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:45.619381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:45.619524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:45.619566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:45.619613] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:45.623010] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: UP (p=80.82%)
[2025-12-26T20:17:45.623284] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2025-12-26T20:17:45.623407] [INFO ] [sig       ] BLMN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:45.764437] [INFO ] [LOCAL     ] Saved forecast: BLMN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BLMN.txt
[2025-12-26T20:17:45.764563] [INFO ] [sig       ] [462/3548] Completed BLMN in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-26T20:17:45.764620] [INFO ] [sig       ] [463/3548] Forecasting BLND...
[2025-12-26T20:17:45.764651] [INFO ] [sig       ] Generating forecast for: BLND
[2025-12-26T20:17:45.764682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-12-26T20:17:45.775479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2025-12-26T20:17:45.775845] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-12-26T20:17:45.776636] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-12-26T20:17:45.776688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:45.776719] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:45.776746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:45.776811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:45.833185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:45.834016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:45.834105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:45.834138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:45.956128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:45.956287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:45.956332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:45.956362] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:45.959794] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: DOWN (p=11.48%)
[2025-12-26T20:17:45.960070] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-12-26T20:17:45.960199] [INFO ] [sig       ] BLND: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:46.100030] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BLND.txt
[2025-12-26T20:17:46.100156] [INFO ] [sig       ] [463/3548] Completed BLND in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-26T20:17:46.100194] [INFO ] [sig       ] [464/3548] Forecasting BLRX...
[2025-12-26T20:17:46.100224] [INFO ] [sig       ] Generating forecast for: BLRX
[2025-12-26T20:17:46.100254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2025-12-26T20:17:46.110388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2025-12-26T20:17:46.110732] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2025-12-26T20:17:46.111499] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2025-12-26T20:17:46.111550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:46.111628] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:46.111674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:46.111734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:46.167956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:46.168559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:46.168651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:46.168683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:46.287226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:46.287381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:46.287427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:46.287456] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:46.291508] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: UP (p=76.33%)
[2025-12-26T20:17:46.291814] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2025-12-26T20:17:46.291942] [INFO ] [sig       ] BLRX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:46.435550] [INFO ] [LOCAL     ] Saved forecast: BLRX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BLRX.txt
[2025-12-26T20:17:46.435732] [INFO ] [sig       ] [464/3548] Completed BLRX in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-26T20:17:46.435774] [INFO ] [sig       ] [465/3548] Forecasting BLTE...
[2025-12-26T20:17:46.435802] [INFO ] [sig       ] Generating forecast for: BLTE
[2025-12-26T20:17:46.435837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2025-12-26T20:17:46.447710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2025-12-26T20:17:46.448082] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2025-12-26T20:17:46.448921] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2025-12-26T20:17:46.448981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:46.449017] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:46.449048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:46.449110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:46.507121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:46.507894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:46.507986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:46.508021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:46.627042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:46.627195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:46.627238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:46.627268] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:46.630764] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: UP (p=82.86%)
[2025-12-26T20:17:46.631037] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2025-12-26T20:17:46.631161] [INFO ] [sig       ] BLTE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:46.771107] [INFO ] [LOCAL     ] Saved forecast: BLTE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BLTE.txt
[2025-12-26T20:17:46.771274] [INFO ] [sig       ] [465/3548] Completed BLTE in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-26T20:17:46.771315] [INFO ] [sig       ] [466/3548] Forecasting BLX...
[2025-12-26T20:17:46.771346] [INFO ] [sig       ] Generating forecast for: BLX
[2025-12-26T20:17:46.771378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-12-26T20:17:46.782397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2025-12-26T20:17:46.782769] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-12-26T20:17:46.783559] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-12-26T20:17:46.783643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:46.783676] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:46.783702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:46.783760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:46.840442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:46.841093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:46.841168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:46.841200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:46.959538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:46.959709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:46.959751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:46.959779] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:46.963126] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: DOWN (p=14.24%)
[2025-12-26T20:17:46.963397] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-12-26T20:17:46.963517] [INFO ] [sig       ] BLX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:47.102903] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BLX.txt
[2025-12-26T20:17:47.103034] [INFO ] [sig       ] [466/3548] Completed BLX in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-26T20:17:47.103073] [INFO ] [sig       ] [467/3548] Forecasting BLZE...
[2025-12-26T20:17:47.103102] [INFO ] [sig       ] Generating forecast for: BLZE
[2025-12-26T20:17:47.103132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2025-12-26T20:17:47.113334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2025-12-26T20:17:47.113703] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2025-12-26T20:17:47.114503] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2025-12-26T20:17:47.114557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:47.114624] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:47.114654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:47.114713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:47.171657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:47.172454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:47.172536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:47.172569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:47.298512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:47.298681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:47.298723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:47.298751] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:47.302239] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: DOWN (p=30.27%)
[2025-12-26T20:17:47.302506] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2025-12-26T20:17:47.302653] [INFO ] [sig       ] BLZE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:47.443684] [INFO ] [LOCAL     ] Saved forecast: BLZE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BLZE.txt
[2025-12-26T20:17:47.443846] [INFO ] [sig       ] [467/3548] Completed BLZE in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-26T20:17:47.443894] [INFO ] [sig       ] [468/3548] Forecasting BMA...
[2025-12-26T20:17:47.443931] [INFO ] [sig       ] Generating forecast for: BMA
[2025-12-26T20:17:47.443982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-12-26T20:17:47.454769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2025-12-26T20:17:47.455105] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-12-26T20:17:47.455914] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-12-26T20:17:47.455965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:47.455998] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:47.456025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:47.456083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:47.512526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:47.513236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:47.513314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:47.513346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:47.630962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:47.631114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:47.631156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:47.631186] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:47.634565] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: UP (p=82.37%)
[2025-12-26T20:17:47.634868] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-12-26T20:17:47.634995] [INFO ] [sig       ] BMA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:47.789769] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BMA.txt
[2025-12-26T20:17:47.789925] [INFO ] [sig       ] [468/3548] Completed BMA in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-26T20:17:47.789966] [INFO ] [sig       ] [469/3548] Forecasting BMBL...
[2025-12-26T20:17:47.789995] [INFO ] [sig       ] Generating forecast for: BMBL
[2025-12-26T20:17:47.790025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2025-12-26T20:17:47.801420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2025-12-26T20:17:47.801823] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2025-12-26T20:17:47.802624] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2025-12-26T20:17:47.802676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:47.802764] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:47.802804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:47.802888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:47.862299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:47.863153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:47.863234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:47.863266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:47.990298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:47.990472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:47.990520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:47.990551] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:47.994073] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: DOWN (p=8.42%)
[2025-12-26T20:17:47.994366] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2025-12-26T20:17:47.994497] [INFO ] [sig       ] BMBL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:48.136908] [INFO ] [LOCAL     ] Saved forecast: BMBL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BMBL.txt
[2025-12-26T20:17:48.137064] [INFO ] [sig       ] [469/3548] Completed BMBL in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-26T20:17:48.137104] [INFO ] [sig       ] [470/3548] Forecasting BME...
[2025-12-26T20:17:48.137135] [INFO ] [sig       ] Generating forecast for: BME
[2025-12-26T20:17:48.137165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-12-26T20:17:48.148194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2025-12-26T20:17:48.148538] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-12-26T20:17:48.149351] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-12-26T20:17:48.149404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:48.149435] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:48.149460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:48.149527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:48.220610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:48.221367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:48.221447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:48.221480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:48.341403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:48.341541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:48.341600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:48.341632] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:48.345015] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: DOWN (p=28.09%)
[2025-12-26T20:17:48.345304] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-12-26T20:17:48.345441] [INFO ] [sig       ] BME: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:48.484225] [INFO ] [LOCAL     ] Saved forecast: BME	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BME.txt
[2025-12-26T20:17:48.484363] [INFO ] [sig       ] [470/3548] Completed BME in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-26T20:17:48.484402] [INFO ] [sig       ] [471/3548] Forecasting BMEZ...
[2025-12-26T20:17:48.484432] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-12-26T20:17:48.484461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-12-26T20:17:48.495247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2025-12-26T20:17:48.495594] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-12-26T20:17:48.496368] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-12-26T20:17:48.496420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:48.496453] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:48.496479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:48.496536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:48.555646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:48.556652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:48.556736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:48.556769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:48.680922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:48.681077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:48.681120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:48.681148] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:48.684851] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: UP (p=91.89%)
[2025-12-26T20:17:48.685308] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-12-26T20:17:48.685435] [INFO ] [sig       ] BMEZ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:48.826288] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BMEZ.txt
[2025-12-26T20:17:48.826418] [INFO ] [sig       ] [471/3548] Completed BMEZ in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-26T20:17:48.826457] [INFO ] [sig       ] [472/3548] Forecasting BMI...
[2025-12-26T20:17:48.826485] [INFO ] [sig       ] Generating forecast for: BMI
[2025-12-26T20:17:48.826516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-12-26T20:17:48.838155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2025-12-26T20:17:48.838499] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-12-26T20:17:48.839385] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-12-26T20:17:48.839439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:48.839471] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:48.839498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:48.839557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:48.900375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:48.901058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:48.901139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:48.901175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:49.023093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:49.023250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:49.023293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:49.023395] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:49.027007] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: DOWN (p=14.85%)
[2025-12-26T20:17:49.027289] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-12-26T20:17:49.027419] [INFO ] [sig       ] BMI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:49.171609] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BMI.txt
[2025-12-26T20:17:49.171744] [INFO ] [sig       ] [472/3548] Completed BMI in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-26T20:17:49.171784] [INFO ] [sig       ] [473/3548] Forecasting BMO...
[2025-12-26T20:17:49.171814] [INFO ] [sig       ] Generating forecast for: BMO
[2025-12-26T20:17:49.171844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-12-26T20:17:49.182883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2025-12-26T20:17:49.183239] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-12-26T20:17:49.184070] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-12-26T20:17:49.184123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:49.184157] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:49.184186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:49.184246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:49.242241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:49.242900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:49.242991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:49.243027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:49.368108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:49.368291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:49.368335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:49.368362] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:49.371841] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=68.12%)
[2025-12-26T20:17:49.372119] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-12-26T20:17:49.372247] [INFO ] [sig       ] BMO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:49.514907] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BMO.txt
[2025-12-26T20:17:49.515042] [INFO ] [sig       ] [473/3548] Completed BMO in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-26T20:17:49.515081] [INFO ] [sig       ] [474/3548] Forecasting BMRA...
[2025-12-26T20:17:49.515109] [INFO ] [sig       ] Generating forecast for: BMRA
[2025-12-26T20:17:49.515138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2025-12-26T20:17:49.525974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2025-12-26T20:17:49.526315] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2025-12-26T20:17:49.527144] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2025-12-26T20:17:49.527198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:49.527231] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:49.527259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:49.527319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:49.585952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:49.586596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:49.586675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:49.586707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:49.699496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:49.699660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:49.699703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:49.699734] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:49.703115] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: DOWN (p=35.31%)
[2025-12-26T20:17:49.703392] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2025-12-26T20:17:49.703518] [INFO ] [sig       ] BMRA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:49.843620] [INFO ] [LOCAL     ] Saved forecast: BMRA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BMRA.txt
[2025-12-26T20:17:49.843734] [INFO ] [sig       ] [474/3548] Completed BMRA in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-26T20:17:49.843772] [INFO ] [sig       ] [475/3548] Forecasting BMRC...
[2025-12-26T20:17:49.843801] [INFO ] [sig       ] Generating forecast for: BMRC
[2025-12-26T20:17:49.843831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2025-12-26T20:17:49.855084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2025-12-26T20:17:49.855430] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2025-12-26T20:17:49.856286] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2025-12-26T20:17:49.856339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:49.856371] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:49.856400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:49.856462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:49.917991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:49.919444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:49.919546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:49.919596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:50.043192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:50.043351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:50.043392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:50.043421] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:50.046828] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: UP (p=64.33%)
[2025-12-26T20:17:50.047110] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2025-12-26T20:17:50.047245] [INFO ] [sig       ] BMRC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:50.191480] [INFO ] [LOCAL     ] Saved forecast: BMRC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BMRC.txt
[2025-12-26T20:17:50.191671] [INFO ] [sig       ] [475/3548] Completed BMRC in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-26T20:17:50.191714] [INFO ] [sig       ] [476/3548] Forecasting BMRN...
[2025-12-26T20:17:50.191744] [INFO ] [sig       ] Generating forecast for: BMRN
[2025-12-26T20:17:50.191774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2025-12-26T20:17:50.203523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2025-12-26T20:17:50.203920] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2025-12-26T20:17:50.204768] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2025-12-26T20:17:50.204822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:50.204855] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:50.204881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:50.204944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:50.264259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:50.265041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:50.265128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:50.265163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:50.381757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:50.381892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:50.381935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:50.381964] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:50.385422] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: UP (p=93.32%)
[2025-12-26T20:17:50.385711] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2025-12-26T20:17:50.385837] [INFO ] [sig       ] BMRN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:50.527808] [INFO ] [LOCAL     ] Saved forecast: BMRN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BMRN.txt
[2025-12-26T20:17:50.527934] [INFO ] [sig       ] [476/3548] Completed BMRN in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-26T20:17:50.527973] [INFO ] [sig       ] [477/3548] Forecasting BMY...
[2025-12-26T20:17:50.528002] [INFO ] [sig       ] Generating forecast for: BMY
[2025-12-26T20:17:50.528032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-12-26T20:17:50.539780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2025-12-26T20:17:50.540115] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-12-26T20:17:50.540938] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-12-26T20:17:50.541018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:50.541053] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:50.541083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:50.541142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:50.601068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:50.601788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:50.601870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:50.601905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:50.722313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:50.722471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:50.722514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:50.722543] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:50.726764] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: DOWN (p=45.33%)
[2025-12-26T20:17:50.727057] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-12-26T20:17:50.727377] [INFO ] [sig       ] BMY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:50.869391] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BMY.txt
[2025-12-26T20:17:50.869526] [INFO ] [sig       ] [477/3548] Completed BMY in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-26T20:17:50.869565] [INFO ] [sig       ] [478/3548] Forecasting BN...
[2025-12-26T20:17:50.869614] [INFO ] [sig       ] Generating forecast for: BN
[2025-12-26T20:17:50.869646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-12-26T20:17:50.880733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2025-12-26T20:17:50.881061] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-12-26T20:17:50.881850] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-12-26T20:17:50.881906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:50.881936] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:50.881962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:50.882019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:50.938207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:50.938855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:50.938950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:50.938981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:51.062338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:51.062508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:51.062601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:51.062637] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:51.066383] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: DOWN (p=37.56%)
[2025-12-26T20:17:51.066728] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-12-26T20:17:51.066875] [INFO ] [sig       ] BN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:51.209441] [INFO ] [LOCAL     ] Saved forecast: BN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BN.txt
[2025-12-26T20:17:51.209601] [INFO ] [sig       ] [478/3548] Completed BN in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-26T20:17:51.209642] [INFO ] [sig       ] [479/3548] Forecasting BND...
[2025-12-26T20:17:51.209680] [INFO ] [sig       ] Generating forecast for: BND
[2025-12-26T20:17:51.209711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2025-12-26T20:17:51.221431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2025-12-26T20:17:51.221806] [INFO ] [FORECASTER] Starting predict_future for BND
[2025-12-26T20:17:51.222681] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2025-12-26T20:17:51.222736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:51.222768] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:51.222797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:51.222857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:51.280600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:51.281511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:51.281612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:51.281679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:51.403808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:51.403974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:51.404020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:51.404051] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:51.407517] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: UP (p=99.40%)
[2025-12-26T20:17:51.407844] [INFO ] [FORECASTER] Completed predict_future for BND
[2025-12-26T20:17:51.408006] [INFO ] [sig       ] BND: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:51.550693] [INFO ] [LOCAL     ] Saved forecast: BND	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BND.txt
[2025-12-26T20:17:51.550861] [INFO ] [sig       ] [479/3548] Completed BND in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-26T20:17:51.550902] [INFO ] [sig       ] [480/3548] Forecasting BNDX...
[2025-12-26T20:17:51.550932] [INFO ] [sig       ] Generating forecast for: BNDX
[2025-12-26T20:17:51.550962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2025-12-26T20:17:51.561938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2025-12-26T20:17:51.562271] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2025-12-26T20:17:51.563087] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2025-12-26T20:17:51.563148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:51.563190] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:51.563220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:51.563279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:51.621006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:51.621675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:51.621755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:51.621788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:51.742875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:51.743037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:51.743083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:51.743112] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:51.746688] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: DOWN (p=5.42%)
[2025-12-26T20:17:51.746982] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2025-12-26T20:17:51.747115] [INFO ] [sig       ] BNDX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:51.894144] [INFO ] [LOCAL     ] Saved forecast: BNDX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BNDX.txt
[2025-12-26T20:17:51.894299] [INFO ] [sig       ] [480/3548] Completed BNDX in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-26T20:17:51.894351] [INFO ] [sig       ] [481/3548] Forecasting BNED...
[2025-12-26T20:17:51.894384] [INFO ] [sig       ] Generating forecast for: BNED
[2025-12-26T20:17:51.894425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-12-26T20:17:51.905934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2025-12-26T20:17:51.906281] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-12-26T20:17:51.907154] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-12-26T20:17:51.907209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:51.907241] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:51.907268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:51.907327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:51.965056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:51.965741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:51.965829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:51.965864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:52.086114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:52.086271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:52.086324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:52.086358] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:52.089865] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: UP (p=97.58%)
[2025-12-26T20:17:52.090178] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-12-26T20:17:52.090309] [INFO ] [sig       ] BNED: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:52.231764] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BNED.txt
[2025-12-26T20:17:52.231898] [INFO ] [sig       ] [481/3548] Completed BNED in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-26T20:17:52.231938] [INFO ] [sig       ] [482/3548] Forecasting BNGO...
[2025-12-26T20:17:52.231969] [INFO ] [sig       ] Generating forecast for: BNGO
[2025-12-26T20:17:52.232000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2025-12-26T20:17:52.243228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2025-12-26T20:17:52.243594] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2025-12-26T20:17:52.244490] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2025-12-26T20:17:52.244544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:52.244601] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:52.244642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:52.244704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:52.303110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:52.303910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:52.303991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:52.304027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:52.423464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:52.423645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:52.423691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:52.423725] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:52.427168] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: UP (p=62.63%)
[2025-12-26T20:17:52.427441] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2025-12-26T20:17:52.427627] [INFO ] [sig       ] BNGO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:52.573161] [INFO ] [LOCAL     ] Saved forecast: BNGO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BNGO.txt
[2025-12-26T20:17:52.573328] [INFO ] [sig       ] [482/3548] Completed BNGO in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-26T20:17:52.573369] [INFO ] [sig       ] [483/3548] Forecasting BNH...
[2025-12-26T20:17:52.573399] [INFO ] [sig       ] Generating forecast for: BNH
[2025-12-26T20:17:52.573434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-12-26T20:17:52.584328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2025-12-26T20:17:52.584676] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-12-26T20:17:52.585514] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-12-26T20:17:52.585566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:52.585627] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:52.585655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:52.585713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:52.644389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:52.645145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:52.645225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:52.645258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:52.759993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:52.760152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:52.760197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:52.760231] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:52.763833] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=37.20%)
[2025-12-26T20:17:52.764129] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-12-26T20:17:52.764277] [INFO ] [sig       ] BNH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:52.907734] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BNH.txt
[2025-12-26T20:17:52.907865] [INFO ] [sig       ] [483/3548] Completed BNH in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-26T20:17:52.907903] [INFO ] [sig       ] [484/3548] Forecasting BNJ...
[2025-12-26T20:17:52.907932] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-12-26T20:17:52.907963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-12-26T20:17:52.918823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2025-12-26T20:17:52.919181] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-12-26T20:17:52.920019] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-12-26T20:17:52.920074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:52.920108] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:52.920137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:52.920196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:52.980482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:52.981209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:52.981297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:52.981331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:53.092754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:53.092877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:53.092923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:53.092973] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:53.096560] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: UP (p=92.19%)
[2025-12-26T20:17:53.096859] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-12-26T20:17:53.096990] [INFO ] [sig       ] BNJ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:53.243640] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BNJ.txt
[2025-12-26T20:17:53.243775] [INFO ] [sig       ] [484/3548] Completed BNJ in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-26T20:17:53.243814] [INFO ] [sig       ] [485/3548] Forecasting BNL...
[2025-12-26T20:17:53.243844] [INFO ] [sig       ] Generating forecast for: BNL
[2025-12-26T20:17:53.243874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-12-26T20:17:53.255007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2025-12-26T20:17:53.255369] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-12-26T20:17:53.256198] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-12-26T20:17:53.256258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:53.256301] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:53.256332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:53.256393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:53.315390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:53.316088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:53.316169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:53.316203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:53.439615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:53.439807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:53.439877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:53.439919] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:53.443828] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: DOWN (p=35.11%)
[2025-12-26T20:17:53.444138] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-12-26T20:17:53.444280] [INFO ] [sig       ] BNL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:53.591193] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BNL.txt
[2025-12-26T20:17:53.591340] [INFO ] [sig       ] [485/3548] Completed BNL in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-26T20:17:53.591379] [INFO ] [sig       ] [486/3548] Forecasting BNS...
[2025-12-26T20:17:53.591409] [INFO ] [sig       ] Generating forecast for: BNS
[2025-12-26T20:17:53.591437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-12-26T20:17:53.602617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2025-12-26T20:17:53.602973] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-12-26T20:17:53.603824] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-12-26T20:17:53.603878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:53.603939] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:53.603969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:53.604041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:53.663942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:53.664665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:53.664762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:53.664795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:53.784276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:53.784425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:53.784468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:53.784496] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:53.787851] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: DOWN (p=41.54%)
[2025-12-26T20:17:53.788125] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-12-26T20:17:53.788250] [INFO ] [sig       ] BNS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:53.927378] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BNS.txt
[2025-12-26T20:17:53.927506] [INFO ] [sig       ] [486/3548] Completed BNS in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-26T20:17:53.927544] [INFO ] [sig       ] [487/3548] Forecasting BNTC...
[2025-12-26T20:17:53.927591] [INFO ] [sig       ] Generating forecast for: BNTC
[2025-12-26T20:17:53.927624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2025-12-26T20:17:53.938545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2025-12-26T20:17:53.938905] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2025-12-26T20:17:53.939705] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2025-12-26T20:17:53.939756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:53.939787] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:53.939813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:53.939870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:53.996157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:53.996783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:53.996860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:53.996892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:54.117267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:54.117418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:54.117463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:54.117492] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:54.120961] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: UP (p=96.97%)
[2025-12-26T20:17:54.121233] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2025-12-26T20:17:54.121358] [INFO ] [sig       ] BNTC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:54.265489] [INFO ] [LOCAL     ] Saved forecast: BNTC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BNTC.txt
[2025-12-26T20:17:54.265629] [INFO ] [sig       ] [487/3548] Completed BNTC in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-26T20:17:54.265669] [INFO ] [sig       ] [488/3548] Forecasting BNTX...
[2025-12-26T20:17:54.265699] [INFO ] [sig       ] Generating forecast for: BNTX
[2025-12-26T20:17:54.265729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2025-12-26T20:17:54.276992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2025-12-26T20:17:54.277336] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2025-12-26T20:17:54.278135] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2025-12-26T20:17:54.278186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:54.278219] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:54.278271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:54.278331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:54.335560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:54.336350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:54.336442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:54.336474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:54.456183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:54.456352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:54.456411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:54.456443] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:54.460036] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: UP (p=80.28%)
[2025-12-26T20:17:54.460511] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2025-12-26T20:17:54.460675] [INFO ] [sig       ] BNTX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:54.603693] [INFO ] [LOCAL     ] Saved forecast: BNTX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BNTX.txt
[2025-12-26T20:17:54.603861] [INFO ] [sig       ] [488/3548] Completed BNTX in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-26T20:17:54.603906] [INFO ] [sig       ] [489/3548] Forecasting BNY...
[2025-12-26T20:17:54.603938] [INFO ] [sig       ] Generating forecast for: BNY
[2025-12-26T20:17:54.603969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-12-26T20:17:54.614655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNY'.
[2025-12-26T20:17:54.614986] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-12-26T20:17:54.615781] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-12-26T20:17:54.615834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:54.615865] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:54.615891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:54.615948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:54.673098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:54.673930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:54.674012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:54.674045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:54.796232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:54.796385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:54.796427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:54.796490] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:54.799920] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: UP (p=69.55%)
[2025-12-26T20:17:54.800196] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-12-26T20:17:54.800320] [INFO ] [sig       ] BNY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:54.948005] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BNY.txt
[2025-12-26T20:17:54.948148] [INFO ] [sig       ] [489/3548] Completed BNY in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-26T20:17:54.948188] [INFO ] [sig       ] [490/3548] Forecasting BOC...
[2025-12-26T20:17:54.948217] [INFO ] [sig       ] Generating forecast for: BOC
[2025-12-26T20:17:54.948248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-12-26T20:17:54.959949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2025-12-26T20:17:54.960291] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-12-26T20:17:54.961106] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-12-26T20:17:54.961158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:54.961189] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:54.961215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:54.961273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:55.018309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:55.018984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:55.019062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:55.019094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:55.140816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:55.140973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:55.141029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:55.141066] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:55.144626] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=87.45%)
[2025-12-26T20:17:55.144909] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-12-26T20:17:55.145039] [INFO ] [sig       ] BOC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:55.291264] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BOC.txt
[2025-12-26T20:17:55.291398] [INFO ] [sig       ] [490/3548] Completed BOC in 0.3s | 2.86 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-26T20:17:55.291437] [INFO ] [sig       ] [491/3548] Forecasting BOE...
[2025-12-26T20:17:55.291466] [INFO ] [sig       ] Generating forecast for: BOE
[2025-12-26T20:17:55.291496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-12-26T20:17:55.303018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2025-12-26T20:17:55.303382] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-12-26T20:17:55.304217] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-12-26T20:17:55.304271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:55.304304] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:55.304333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:55.304393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:55.364674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:55.365334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:55.365416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:55.365451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:55.491661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:55.491840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:55.491905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:55.491952] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:55.496883] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: UP (p=86.70%)
[2025-12-26T20:17:55.497269] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-12-26T20:17:55.497449] [INFO ] [sig       ] BOE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:55.648182] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BOE.txt
[2025-12-26T20:17:55.648315] [INFO ] [sig       ] [491/3548] Completed BOE in 0.4s | 2.86 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-26T20:17:55.648354] [INFO ] [sig       ] [492/3548] Forecasting BOF...
[2025-12-26T20:17:55.648383] [INFO ] [sig       ] Generating forecast for: BOF
[2025-12-26T20:17:55.648419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2025-12-26T20:17:55.659064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2025-12-26T20:17:55.659429] [INFO ] [FORECASTER] Starting predict_future for BOF
[2025-12-26T20:17:55.660216] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2025-12-26T20:17:55.660267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:55.660298] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:55.660324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:55.660382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:55.721034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:55.721821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:55.721911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:55.721946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:55.848096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:55.848257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:55.848301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:55.848331] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:55.851937] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: DOWN (p=41.16%)
[2025-12-26T20:17:55.852242] [INFO ] [FORECASTER] Completed predict_future for BOF
[2025-12-26T20:17:55.852375] [INFO ] [sig       ] BOF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:55.995995] [INFO ] [LOCAL     ] Saved forecast: BOF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BOF.txt
[2025-12-26T20:17:55.996152] [INFO ] [sig       ] [492/3548] Completed BOF in 0.3s | 2.86 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-26T20:17:55.996192] [INFO ] [sig       ] [493/3548] Forecasting BOH...
[2025-12-26T20:17:55.996222] [INFO ] [sig       ] Generating forecast for: BOH
[2025-12-26T20:17:55.996253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-12-26T20:17:56.007381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2025-12-26T20:17:56.007739] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-12-26T20:17:56.008491] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-12-26T20:17:56.008542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:56.008594] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:56.008624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:56.008683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:56.065544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:56.066247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:56.066324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:56.066357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:56.185651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:56.185805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:56.185847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:56.185877] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:56.189221] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: UP (p=90.87%)
[2025-12-26T20:17:56.189488] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-12-26T20:17:56.189627] [INFO ] [sig       ] BOH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:56.330748] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BOH.txt
[2025-12-26T20:17:56.330908] [INFO ] [sig       ] [493/3548] Completed BOH in 0.3s | 2.86 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-26T20:17:56.330948] [INFO ] [sig       ] [494/3548] Forecasting BOKF...
[2025-12-26T20:17:56.330977] [INFO ] [sig       ] Generating forecast for: BOKF
[2025-12-26T20:17:56.331007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2025-12-26T20:17:56.342075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2025-12-26T20:17:56.342429] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2025-12-26T20:17:56.343240] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2025-12-26T20:17:56.343296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:56.343327] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:56.343354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:56.343416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:56.400352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:56.401235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:56.401317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:56.401350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:56.525766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:56.525943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:56.525987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:56.526015] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:56.529613] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: UP (p=70.77%)
[2025-12-26T20:17:56.529902] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2025-12-26T20:17:56.530031] [INFO ] [sig       ] BOKF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:56.671895] [INFO ] [LOCAL     ] Saved forecast: BOKF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BOKF.txt
[2025-12-26T20:17:56.672063] [INFO ] [sig       ] [494/3548] Completed BOKF in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-26T20:17:56.672105] [INFO ] [sig       ] [495/3548] Forecasting BOLD...
[2025-12-26T20:17:56.672141] [INFO ] [sig       ] Generating forecast for: BOLD
[2025-12-26T20:17:56.672171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2025-12-26T20:17:56.684889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2025-12-26T20:17:56.685512] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2025-12-26T20:17:56.686364] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2025-12-26T20:17:56.686417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:56.686449] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:56.686476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:56.686536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:56.746886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:56.747840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:56.747924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:56.747957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:56.870757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:56.870908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:56.870951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:56.870979] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:56.874340] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: UP (p=89.60%)
[2025-12-26T20:17:56.874626] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2025-12-26T20:17:56.874750] [INFO ] [sig       ] BOLD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:57.014804] [INFO ] [LOCAL     ] Saved forecast: BOLD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BOLD.txt
[2025-12-26T20:17:57.014958] [INFO ] [sig       ] [495/3548] Completed BOLD in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-26T20:17:57.014999] [INFO ] [sig       ] [496/3548] Forecasting BOND...
[2025-12-26T20:17:57.015030] [INFO ] [sig       ] Generating forecast for: BOND
[2025-12-26T20:17:57.015060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-12-26T20:17:57.025933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2025-12-26T20:17:57.026307] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-12-26T20:17:57.027102] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-12-26T20:17:57.027154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:57.027185] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:57.027213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:57.027270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:57.085370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:57.086266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:57.086392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:57.086427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:57.208668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:57.208815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:57.208860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:57.208909] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:57.212351] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=95.07%)
[2025-12-26T20:17:57.212643] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-12-26T20:17:57.212771] [INFO ] [sig       ] BOND: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:57.356738] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BOND.txt
[2025-12-26T20:17:57.356869] [INFO ] [sig       ] [496/3548] Completed BOND in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-26T20:17:57.356907] [INFO ] [sig       ] [497/3548] Forecasting BOOM...
[2025-12-26T20:17:57.356937] [INFO ] [sig       ] Generating forecast for: BOOM
[2025-12-26T20:17:57.356968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2025-12-26T20:17:57.367907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2025-12-26T20:17:57.368229] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2025-12-26T20:17:57.369059] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2025-12-26T20:17:57.369116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:57.369148] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:57.369175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:57.369232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:57.426927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:57.427650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:57.427730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:57.427763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:57.546853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:57.547029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:57.547073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:57.547103] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:57.550597] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: UP (p=85.03%)
[2025-12-26T20:17:57.550874] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2025-12-26T20:17:57.551000] [INFO ] [sig       ] BOOM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:57.692755] [INFO ] [LOCAL     ] Saved forecast: BOOM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BOOM.txt
[2025-12-26T20:17:57.692891] [INFO ] [sig       ] [497/3548] Completed BOOM in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-26T20:17:57.692931] [INFO ] [sig       ] [498/3548] Forecasting BOTZ...
[2025-12-26T20:17:57.692961] [INFO ] [sig       ] Generating forecast for: BOTZ
[2025-12-26T20:17:57.692991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2025-12-26T20:17:57.703891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2025-12-26T20:17:57.704241] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2025-12-26T20:17:57.705108] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2025-12-26T20:17:57.705163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:57.705194] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:57.705222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:57.705282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:57.764004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:57.764710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:57.764792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:57.764825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:57.885287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:57.885442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:57.885485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:57.885513] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:57.888856] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: DOWN (p=8.54%)
[2025-12-26T20:17:57.889163] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2025-12-26T20:17:57.889289] [INFO ] [sig       ] BOTZ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:58.036648] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BOTZ.txt
[2025-12-26T20:17:58.036869] [INFO ] [sig       ] [498/3548] Completed BOTZ in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-26T20:17:58.036928] [INFO ] [sig       ] [499/3548] Forecasting BOX...
[2025-12-26T20:17:58.036975] [INFO ] [sig       ] Generating forecast for: BOX
[2025-12-26T20:17:58.037016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-12-26T20:17:58.047974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2025-12-26T20:17:58.048316] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-12-26T20:17:58.049170] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-12-26T20:17:58.049222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:58.049255] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:58.049282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:58.049340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:58.109732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:58.110550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:58.110648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:58.110681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:58.235133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:58.235296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:58.235338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:58.235369] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:58.239186] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=77.68%)
[2025-12-26T20:17:58.239702] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-12-26T20:17:58.239842] [INFO ] [sig       ] BOX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:58.380412] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BOX.txt
[2025-12-26T20:17:58.380616] [INFO ] [sig       ] [499/3548] Completed BOX in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-26T20:17:58.380674] [INFO ] [sig       ] [500/3548] Forecasting BP...
[2025-12-26T20:17:58.380716] [INFO ] [sig       ] Generating forecast for: BP
[2025-12-26T20:17:58.380759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-12-26T20:17:58.391432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2025-12-26T20:17:58.391791] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-12-26T20:17:58.392610] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-12-26T20:17:58.392667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:58.392700] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:58.392727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:58.392786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:58.450128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:58.450927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:58.451014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:58.451048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:58.575495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:58.575675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:58.575717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:58.575745] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:58.579204] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: UP (p=88.61%)
[2025-12-26T20:17:58.579511] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-12-26T20:17:58.579663] [INFO ] [sig       ] BP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:58.721423] [INFO ] [LOCAL     ] Saved forecast: BP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BP.txt
[2025-12-26T20:17:58.721592] [INFO ] [sig       ] [500/3548] Completed BP in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-26T20:17:58.721635] [INFO ] [sig       ] [501/3548] Forecasting BPOP...
[2025-12-26T20:17:58.721664] [INFO ] [sig       ] Generating forecast for: BPOP
[2025-12-26T20:17:58.721695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2025-12-26T20:17:58.733229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2025-12-26T20:17:58.733600] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2025-12-26T20:17:58.734437] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2025-12-26T20:17:58.734491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:58.734547] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:58.734598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:58.734672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:58.795094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:58.796049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:58.796138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:58.796179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:58.915984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:58.916132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:58.916173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:58.916201] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:58.920007] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: DOWN (p=32.68%)
[2025-12-26T20:17:58.920294] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2025-12-26T20:17:58.920425] [INFO ] [sig       ] BPOP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:59.061032] [INFO ] [LOCAL     ] Saved forecast: BPOP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BPOP.txt
[2025-12-26T20:17:59.061190] [INFO ] [sig       ] [501/3548] Completed BPOP in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-26T20:17:59.061236] [INFO ] [sig       ] [502/3548] Forecasting BPRN...
[2025-12-26T20:17:59.061271] [INFO ] [sig       ] Generating forecast for: BPRN
[2025-12-26T20:17:59.061307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2025-12-26T20:17:59.072020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2025-12-26T20:17:59.072349] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2025-12-26T20:17:59.073205] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2025-12-26T20:17:59.073258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:59.073291] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:59.073319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:59.073380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:59.131107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:59.131898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:59.131980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:59.132012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:59.227962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:59.228106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:59.228145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:59.228174] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:59.231509] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2025-12-26T20:17:59.231802] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2025-12-26T20:17:59.231927] [INFO ] [sig       ] BPRN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:17:59.370727] [INFO ] [LOCAL     ] Saved forecast: BPRN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BPRN.txt
[2025-12-26T20:17:59.370857] [INFO ] [sig       ] [502/3548] Completed BPRN in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-26T20:17:59.370897] [INFO ] [sig       ] [503/3548] Forecasting BPYPM...
[2025-12-26T20:17:59.370927] [INFO ] [sig       ] Generating forecast for: BPYPM
[2025-12-26T20:17:59.370956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2025-12-26T20:17:59.381830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2025-12-26T20:17:59.382165] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2025-12-26T20:17:59.382994] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2025-12-26T20:17:59.383048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:59.383107] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:59.383138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:59.383199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:59.440472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:59.441209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:59.441288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:59.441321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:59.544966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:59.545113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:59.545156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:59.545186] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:59.548527] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: UP (p=87.79%)
[2025-12-26T20:17:59.548815] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2025-12-26T20:17:59.548958] [INFO ] [sig       ] BPYPM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:17:59.692011] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BPYPM.txt
[2025-12-26T20:17:59.692158] [INFO ] [sig       ] [503/3548] Completed BPYPM in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-26T20:17:59.692198] [INFO ] [sig       ] [504/3548] Forecasting BPYPO...
[2025-12-26T20:17:59.692229] [INFO ] [sig       ] Generating forecast for: BPYPO
[2025-12-26T20:17:59.692259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2025-12-26T20:17:59.703237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2025-12-26T20:17:59.703617] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2025-12-26T20:17:59.704456] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2025-12-26T20:17:59.704508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:17:59.704539] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:17:59.704565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:17:59.704651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:17:59.762170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:17:59.762901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:17:59.762980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:17:59.763012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:17:59.861842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:17:59.861982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:17:59.862024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:17:59.862053] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:17:59.865375] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: UP (p=90.97%)
[2025-12-26T20:17:59.865656] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2025-12-26T20:17:59.865780] [INFO ] [sig       ] BPYPO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:00.006722] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BPYPO.txt
[2025-12-26T20:18:00.006856] [INFO ] [sig       ] [504/3548] Completed BPYPO in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-26T20:18:00.006901] [INFO ] [sig       ] [505/3548] Forecasting BPYPP...
[2025-12-26T20:18:00.006933] [INFO ] [sig       ] Generating forecast for: BPYPP
[2025-12-26T20:18:00.006969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2025-12-26T20:18:00.019413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2025-12-26T20:18:00.019799] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2025-12-26T20:18:00.020671] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2025-12-26T20:18:00.020724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:00.020757] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:00.020783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:00.020841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:00.081603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:00.082500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:00.082601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:00.082638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:00.188993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:00.189114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:00.189154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:00.189182] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:00.192562] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: DOWN (p=16.87%)
[2025-12-26T20:18:00.192861] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2025-12-26T20:18:00.192989] [INFO ] [sig       ] BPYPP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:00.333676] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BPYPP.txt
[2025-12-26T20:18:00.333799] [INFO ] [sig       ] [505/3548] Completed BPYPP in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-26T20:18:00.333838] [INFO ] [sig       ] [506/3548] Forecasting BRAG...
[2025-12-26T20:18:00.333868] [INFO ] [sig       ] Generating forecast for: BRAG
[2025-12-26T20:18:00.333898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2025-12-26T20:18:00.344301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2025-12-26T20:18:00.344667] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2025-12-26T20:18:00.345452] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2025-12-26T20:18:00.345504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:00.345535] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:00.345562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:00.345665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:00.402332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:00.402963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:00.403041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:00.403073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:00.519000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:00.519152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:00.519194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:00.519253] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:00.522618] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: UP (p=63.51%)
[2025-12-26T20:18:00.522899] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2025-12-26T20:18:00.523021] [INFO ] [sig       ] BRAG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:00.662940] [INFO ] [LOCAL     ] Saved forecast: BRAG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BRAG.txt
[2025-12-26T20:18:00.663073] [INFO ] [sig       ] [506/3548] Completed BRAG in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-26T20:18:00.663111] [INFO ] [sig       ] [507/3548] Forecasting BRC...
[2025-12-26T20:18:00.663141] [INFO ] [sig       ] Generating forecast for: BRC
[2025-12-26T20:18:00.663171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-12-26T20:18:00.676996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2025-12-26T20:18:00.677399] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-12-26T20:18:00.678211] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-12-26T20:18:00.678264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:00.678295] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:00.678322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:00.678380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:00.735227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:00.735954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:00.736102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:00.736153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:00.854195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:00.854320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:00.854364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:00.854395] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:00.857966] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: DOWN (p=10.28%)
[2025-12-26T20:18:00.858266] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-12-26T20:18:00.858400] [INFO ] [sig       ] BRC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:01.004238] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BRC.txt
[2025-12-26T20:18:01.004386] [INFO ] [sig       ] [507/3548] Completed BRC in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-26T20:18:01.004430] [INFO ] [sig       ] [508/3548] Forecasting BRCC...
[2025-12-26T20:18:01.004460] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-12-26T20:18:01.004489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-12-26T20:18:01.015923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRCC'.
[2025-12-26T20:18:01.016311] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-12-26T20:18:01.017094] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-12-26T20:18:01.017145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:01.017176] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:01.017203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:01.017262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:01.079788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:01.080712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:01.080795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:01.080828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:01.204490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:01.204681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:01.204747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:01.204779] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:01.208611] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: UP (p=68.59%)
[2025-12-26T20:18:01.209014] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-12-26T20:18:01.209167] [INFO ] [sig       ] BRCC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:01.364011] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BRCC.txt
[2025-12-26T20:18:01.364171] [INFO ] [sig       ] [508/3548] Completed BRCC in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-26T20:18:01.364212] [INFO ] [sig       ] [509/3548] Forecasting BRO...
[2025-12-26T20:18:01.364243] [INFO ] [sig       ] Generating forecast for: BRO
[2025-12-26T20:18:01.364275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-12-26T20:18:01.375897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2025-12-26T20:18:01.376337] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-12-26T20:18:01.377223] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-12-26T20:18:01.377294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:01.377331] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:01.377360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:01.377421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:01.438092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:01.439059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:01.439149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:01.439186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:01.576700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:01.576881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:01.576926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:01.576957] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:01.580666] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2025-12-26T20:18:01.581000] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-12-26T20:18:01.581146] [INFO ] [sig       ] BRO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:01.806789] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BRO.txt
[2025-12-26T20:18:01.807017] [INFO ] [sig       ] [509/3548] Completed BRO in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-26T20:18:01.807100] [INFO ] [sig       ] [510/3548] Forecasting BROS...
[2025-12-26T20:18:01.807157] [INFO ] [sig       ] Generating forecast for: BROS
[2025-12-26T20:18:01.807206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-12-26T20:18:01.823121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2025-12-26T20:18:01.823653] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-12-26T20:18:01.824835] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-12-26T20:18:01.824910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:01.824958] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:01.825000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:01.825081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:01.902813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:01.903983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:01.904076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:01.904110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:02.030662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:02.030852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:02.030912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:02.030952] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:02.034911] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: UP (p=71.51%)
[2025-12-26T20:18:02.035286] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-12-26T20:18:02.035444] [INFO ] [sig       ] BROS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:02.197434] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BROS.txt
[2025-12-26T20:18:02.197631] [INFO ] [sig       ] [510/3548] Completed BROS in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-26T20:18:02.197675] [INFO ] [sig       ] [511/3548] Forecasting BRSP...
[2025-12-26T20:18:02.197706] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-12-26T20:18:02.197736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-12-26T20:18:02.212023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2025-12-26T20:18:02.212554] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-12-26T20:18:02.213791] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-12-26T20:18:02.213857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:02.213900] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:02.213941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:02.214028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:02.307741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:02.309129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:02.309268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:02.309325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:02.458433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:02.458626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:02.458675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:02.458705] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:02.463212] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: UP (p=77.20%)
[2025-12-26T20:18:02.463719] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-12-26T20:18:02.463954] [INFO ] [sig       ] BRSP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:02.687529] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BRSP.txt
[2025-12-26T20:18:02.687756] [INFO ] [sig       ] [511/3548] Completed BRSP in 0.5s | 2.86 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-26T20:18:02.687807] [INFO ] [sig       ] [512/3548] Forecasting BRX...
[2025-12-26T20:18:02.687846] [INFO ] [sig       ] Generating forecast for: BRX
[2025-12-26T20:18:02.687884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-12-26T20:18:02.701422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2025-12-26T20:18:02.701920] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-12-26T20:18:02.702988] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-12-26T20:18:02.703060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:02.703132] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:02.703183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:02.703278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:02.776241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:02.777320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:02.777421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:02.777460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:02.940937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:02.941137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:02.941205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:02.941256] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:02.946778] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: DOWN (p=16.86%)
[2025-12-26T20:18:02.947332] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-12-26T20:18:02.947547] [INFO ] [sig       ] BRX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:03.161161] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BRX.txt
[2025-12-26T20:18:03.161333] [INFO ] [sig       ] [512/3548] Completed BRX in 0.5s | 2.86 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-26T20:18:03.161375] [INFO ] [sig       ] [513/3548] Forecasting BRZE...
[2025-12-26T20:18:03.161406] [INFO ] [sig       ] Generating forecast for: BRZE
[2025-12-26T20:18:03.161435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2025-12-26T20:18:03.176765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2025-12-26T20:18:03.177262] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2025-12-26T20:18:03.178441] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2025-12-26T20:18:03.178513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:03.178563] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:03.178638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:03.178734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:03.266437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:03.267684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:03.267838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:03.267894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:03.389656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:03.389825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:03.389870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:03.389900] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:03.393395] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: DOWN (p=45.50%)
[2025-12-26T20:18:03.393702] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2025-12-26T20:18:03.393833] [INFO ] [sig       ] BRZE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:03.533982] [INFO ] [LOCAL     ] Saved forecast: BRZE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BRZE.txt
[2025-12-26T20:18:03.534144] [INFO ] [sig       ] [513/3548] Completed BRZE in 0.4s | 2.86 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-26T20:18:03.534185] [INFO ] [sig       ] [514/3548] Forecasting BSAC...
[2025-12-26T20:18:03.534216] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-12-26T20:18:03.534246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-12-26T20:18:03.545036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSAC'.
[2025-12-26T20:18:03.545428] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-12-26T20:18:03.546234] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-12-26T20:18:03.546286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:03.546318] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:03.546343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:03.546401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:03.602727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:03.603606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:03.603693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:03.603725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:03.731951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:03.732095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:03.732136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:03.732165] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:03.735642] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: UP (p=98.34%)
[2025-12-26T20:18:03.735926] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-12-26T20:18:03.736054] [INFO ] [sig       ] BSAC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:03.880886] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BSAC.txt
[2025-12-26T20:18:03.881043] [INFO ] [sig       ] [514/3548] Completed BSAC in 0.3s | 2.86 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-26T20:18:03.881085] [INFO ] [sig       ] [515/3548] Forecasting BSCQ...
[2025-12-26T20:18:03.881116] [INFO ] [sig       ] Generating forecast for: BSCQ
[2025-12-26T20:18:03.881147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2025-12-26T20:18:03.892952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2025-12-26T20:18:03.893354] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2025-12-26T20:18:03.894158] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2025-12-26T20:18:03.894212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:03.894243] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:03.894270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:03.894327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:03.954253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:03.955129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:03.955212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:03.955246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:04.084923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:04.085077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:04.085121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:04.085150] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:04.088549] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=78.14%)
[2025-12-26T20:18:04.088850] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2025-12-26T20:18:04.089002] [INFO ] [sig       ] BSCQ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:04.236810] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BSCQ.txt
[2025-12-26T20:18:04.236998] [INFO ] [sig       ] [515/3548] Completed BSCQ in 0.4s | 2.86 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-26T20:18:04.237039] [INFO ] [sig       ] [516/3548] Forecasting BSCS...
[2025-12-26T20:18:04.237074] [INFO ] [sig       ] Generating forecast for: BSCS
[2025-12-26T20:18:04.237106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2025-12-26T20:18:04.249312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2025-12-26T20:18:04.249760] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2025-12-26T20:18:04.250624] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2025-12-26T20:18:04.250682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:04.250716] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:04.250744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:04.250804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:04.310357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:04.311239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:04.311324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:04.311358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:04.437799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:04.437949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:04.437992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:04.438021] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:04.441500] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: UP (p=56.30%)
[2025-12-26T20:18:04.441803] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2025-12-26T20:18:04.441933] [INFO ] [sig       ] BSCS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:04.584252] [INFO ] [LOCAL     ] Saved forecast: BSCS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BSCS.txt
[2025-12-26T20:18:04.584655] [INFO ] [sig       ] [516/3548] Completed BSCS in 0.3s | 2.86 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-26T20:18:04.584716] [INFO ] [sig       ] [517/3548] Forecasting BSCX...
[2025-12-26T20:18:04.584758] [INFO ] [sig       ] Generating forecast for: BSCX
[2025-12-26T20:18:04.584799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2025-12-26T20:18:04.597140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2025-12-26T20:18:04.597461] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2025-12-26T20:18:04.598239] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2025-12-26T20:18:04.598292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:04.598323] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:04.598350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:04.598407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:04.655494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:04.656209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:04.656287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:04.656322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:04.777997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:04.778152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:04.778192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:04.778221] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:04.781600] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: UP (p=90.40%)
[2025-12-26T20:18:04.781867] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2025-12-26T20:18:04.781989] [INFO ] [sig       ] BSCX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:04.921379] [INFO ] [LOCAL     ] Saved forecast: BSCX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BSCX.txt
[2025-12-26T20:18:04.921768] [INFO ] [sig       ] [517/3548] Completed BSCX in 0.3s | 2.86 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-26T20:18:04.921826] [INFO ] [sig       ] [518/3548] Forecasting BSCY...
[2025-12-26T20:18:04.921861] [INFO ] [sig       ] Generating forecast for: BSCY
[2025-12-26T20:18:04.921892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2025-12-26T20:18:04.933433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2025-12-26T20:18:04.933834] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2025-12-26T20:18:04.934633] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2025-12-26T20:18:04.934685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:04.934717] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:04.934743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:04.934802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:04.992897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:04.993838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:04.993926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:04.993960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:05.124545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:05.124713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:05.124757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:05.124789] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:05.128242] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: UP (p=51.64%)
[2025-12-26T20:18:05.128723] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2025-12-26T20:18:05.128856] [INFO ] [sig       ] BSCY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:05.280033] [INFO ] [LOCAL     ] Saved forecast: BSCY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BSCY.txt
[2025-12-26T20:18:05.280204] [INFO ] [sig       ] [518/3548] Completed BSCY in 0.4s | 2.86 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-26T20:18:05.280252] [INFO ] [sig       ] [519/3548] Forecasting BSJQ...
[2025-12-26T20:18:05.280306] [INFO ] [sig       ] Generating forecast for: BSJQ
[2025-12-26T20:18:05.280359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2025-12-26T20:18:05.296496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2025-12-26T20:18:05.296980] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2025-12-26T20:18:05.297840] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2025-12-26T20:18:05.297895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:05.297927] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:05.297955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:05.298014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:05.360256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:05.361199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:05.361307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:05.361364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:05.493958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:05.494119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:05.494172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:05.494231] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:05.498057] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: DOWN (p=44.75%)
[2025-12-26T20:18:05.498349] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2025-12-26T20:18:05.498484] [INFO ] [sig       ] BSJQ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:05.656613] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BSJQ.txt
[2025-12-26T20:18:05.656788] [INFO ] [sig       ] [519/3548] Completed BSJQ in 0.4s | 2.86 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-26T20:18:05.656835] [INFO ] [sig       ] [520/3548] Forecasting BSJS...
[2025-12-26T20:18:05.656866] [INFO ] [sig       ] Generating forecast for: BSJS
[2025-12-26T20:18:05.656897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2025-12-26T20:18:05.670197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2025-12-26T20:18:05.670599] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2025-12-26T20:18:05.671708] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2025-12-26T20:18:05.671763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:05.671821] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:05.671848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:05.671907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:05.731936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:05.732840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:05.732936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:05.732973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:05.861733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:05.861891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:05.861934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:05.861965] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:05.865454] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: DOWN (p=28.48%)
[2025-12-26T20:18:05.865768] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2025-12-26T20:18:05.865902] [INFO ] [sig       ] BSJS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:06.026742] [INFO ] [LOCAL     ] Saved forecast: BSJS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BSJS.txt
[2025-12-26T20:18:06.026905] [INFO ] [sig       ] [520/3548] Completed BSJS in 0.4s | 2.86 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-26T20:18:06.026947] [INFO ] [sig       ] [521/3548] Forecasting BSL...
[2025-12-26T20:18:06.026978] [INFO ] [sig       ] Generating forecast for: BSL
[2025-12-26T20:18:06.027008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-12-26T20:18:06.038841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2025-12-26T20:18:06.039180] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-12-26T20:18:06.039985] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-12-26T20:18:06.040038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:06.040070] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:06.040097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:06.040155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:06.101069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:06.101755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:06.101833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:06.101881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:06.219077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:06.219227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:06.219272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:06.219302] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:06.222695] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: UP (p=93.53%)
[2025-12-26T20:18:06.222972] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-12-26T20:18:06.223096] [INFO ] [sig       ] BSL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:06.373067] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BSL.txt
[2025-12-26T20:18:06.373282] [INFO ] [sig       ] [521/3548] Completed BSL in 0.3s | 2.86 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-26T20:18:06.373337] [INFO ] [sig       ] [522/3548] Forecasting BSLK...
[2025-12-26T20:18:06.373382] [INFO ] [sig       ] Generating forecast for: BSLK
[2025-12-26T20:18:06.373421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'.
[2025-12-26T20:18:06.388985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSLK'.
[2025-12-26T20:18:06.389458] [INFO ] [FORECASTER] Starting predict_future for BSLK
[2025-12-26T20:18:06.390529] [DEBUG] [LOCAL     ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt
[2025-12-26T20:18:06.390628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:06.390680] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:06.390724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:06.390815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:06.450421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:06.451319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:06.451403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:06.451437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:06.560926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:06.561084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:06.561126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:06.561155] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:06.564495] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: UP (p=73.12%)
[2025-12-26T20:18:06.564784] [INFO ] [FORECASTER] Completed predict_future for BSLK
[2025-12-26T20:18:06.564908] [INFO ] [sig       ] BSLK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:06.705010] [INFO ] [LOCAL     ] Saved forecast: BSLK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BSLK.txt
[2025-12-26T20:18:06.705137] [INFO ] [sig       ] [522/3548] Completed BSLK in 0.3s | 2.86 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-26T20:18:06.705176] [INFO ] [sig       ] [523/3548] Forecasting BSM...
[2025-12-26T20:18:06.705207] [INFO ] [sig       ] Generating forecast for: BSM
[2025-12-26T20:18:06.705237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-12-26T20:18:06.717156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2025-12-26T20:18:06.717466] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-12-26T20:18:06.718245] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-12-26T20:18:06.718297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:06.718333] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:06.718374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:06.718434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:06.775684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:06.776551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:06.776660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:06.776693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:06.897304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:06.897466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:06.897509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:06.897590] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:06.901000] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: DOWN (p=31.67%)
[2025-12-26T20:18:06.901270] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-12-26T20:18:06.901389] [INFO ] [sig       ] BSM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:07.089874] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BSM.txt
[2025-12-26T20:18:07.090010] [INFO ] [sig       ] [523/3548] Completed BSM in 0.4s | 2.86 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-26T20:18:07.090049] [INFO ] [sig       ] [524/3548] Forecasting BSMQ...
[2025-12-26T20:18:07.090079] [INFO ] [sig       ] Generating forecast for: BSMQ
[2025-12-26T20:18:07.090109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2025-12-26T20:18:07.100674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2025-12-26T20:18:07.100992] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2025-12-26T20:18:07.101786] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2025-12-26T20:18:07.101838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:07.101870] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:07.101896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:07.101954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:07.160082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:07.161149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:07.161236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:07.161268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:07.279846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:07.279999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:07.280040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:07.280068] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:07.283425] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: DOWN (p=28.96%)
[2025-12-26T20:18:07.283716] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2025-12-26T20:18:07.283841] [INFO ] [sig       ] BSMQ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:07.423602] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BSMQ.txt
[2025-12-26T20:18:07.423734] [INFO ] [sig       ] [524/3548] Completed BSMQ in 0.3s | 2.86 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-26T20:18:07.423772] [INFO ] [sig       ] [525/3548] Forecasting BSMS...
[2025-12-26T20:18:07.423802] [INFO ] [sig       ] Generating forecast for: BSMS
[2025-12-26T20:18:07.423832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2025-12-26T20:18:07.434732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2025-12-26T20:18:07.435089] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2025-12-26T20:18:07.435895] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2025-12-26T20:18:07.435948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:07.435978] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:07.436004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:07.436062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:07.494024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:07.494901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:07.494979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:07.495011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:07.606643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:07.606772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:07.606814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:07.606843] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:07.610176] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: DOWN (p=10.37%)
[2025-12-26T20:18:07.610453] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2025-12-26T20:18:07.610590] [INFO ] [sig       ] BSMS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:07.754537] [INFO ] [LOCAL     ] Saved forecast: BSMS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BSMS.txt
[2025-12-26T20:18:07.754680] [INFO ] [sig       ] [525/3548] Completed BSMS in 0.3s | 2.86 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-26T20:18:07.754720] [INFO ] [sig       ] [526/3548] Forecasting BSSX...
[2025-12-26T20:18:07.754751] [INFO ] [sig       ] Generating forecast for: BSSX
[2025-12-26T20:18:07.754783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2025-12-26T20:18:07.764652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2025-12-26T20:18:07.764945] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2025-12-26T20:18:07.765720] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2025-12-26T20:18:07.765772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:07.765805] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:07.765832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:07.765891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:07.822751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:07.823631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:07.823718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:07.823751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:07.923340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:07.923493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:07.923536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:07.923566] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:07.927311] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: UP (p=67.21%)
[2025-12-26T20:18:07.927597] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2025-12-26T20:18:07.927726] [INFO ] [sig       ] BSSX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:08.067885] [INFO ] [LOCAL     ] Saved forecast: BSSX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BSSX.txt
[2025-12-26T20:18:08.068017] [INFO ] [sig       ] [526/3548] Completed BSSX in 0.3s | 2.86 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-26T20:18:08.068057] [INFO ] [sig       ] [527/3548] Forecasting BSTZ...
[2025-12-26T20:18:08.068087] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-12-26T20:18:08.068123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-12-26T20:18:08.078594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2025-12-26T20:18:08.078910] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-12-26T20:18:08.079693] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-12-26T20:18:08.079746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:08.079777] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:08.079804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:08.079861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:08.136514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:08.137155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:08.137233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:08.137264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:08.256330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:08.256477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:08.256715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:08.256748] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:08.260459] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: DOWN (p=5.01%)
[2025-12-26T20:18:08.260912] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-12-26T20:18:08.261037] [INFO ] [sig       ] BSTZ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:08.400352] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BSTZ.txt
[2025-12-26T20:18:08.400478] [INFO ] [sig       ] [527/3548] Completed BSTZ in 0.3s | 2.86 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-26T20:18:08.400516] [INFO ] [sig       ] [528/3548] Forecasting BSVN...
[2025-12-26T20:18:08.400546] [INFO ] [sig       ] Generating forecast for: BSVN
[2025-12-26T20:18:08.400591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2025-12-26T20:18:08.410816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2025-12-26T20:18:08.411116] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2025-12-26T20:18:08.411933] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2025-12-26T20:18:08.411984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:08.412015] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:08.412040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:08.412097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:08.468566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:08.469210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:08.469289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:08.469321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:08.580616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:08.580755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:08.580799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:08.580829] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:08.584172] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: UP (p=81.74%)
[2025-12-26T20:18:08.584440] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2025-12-26T20:18:08.584565] [INFO ] [sig       ] BSVN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:08.723066] [INFO ] [LOCAL     ] Saved forecast: BSVN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BSVN.txt
[2025-12-26T20:18:08.723189] [INFO ] [sig       ] [528/3548] Completed BSVN in 0.3s | 2.86 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-26T20:18:08.723229] [INFO ] [sig       ] [529/3548] Forecasting BSVO...
[2025-12-26T20:18:08.723258] [INFO ] [sig       ] Generating forecast for: BSVO
[2025-12-26T20:18:08.723289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2025-12-26T20:18:08.734201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2025-12-26T20:18:08.734528] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2025-12-26T20:18:08.735313] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2025-12-26T20:18:08.735365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:08.735396] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:08.735422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:08.735478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:08.791901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:08.792536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:08.792629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:08.792663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:08.915226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:08.915385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:08.915428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:08.915456] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:08.918957] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: UP (p=50.98%)
[2025-12-26T20:18:08.919228] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2025-12-26T20:18:08.919353] [INFO ] [sig       ] BSVO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:09.074063] [INFO ] [LOCAL     ] Saved forecast: BSVO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BSVO.txt
[2025-12-26T20:18:09.074209] [INFO ] [sig       ] [529/3548] Completed BSVO in 0.4s | 2.86 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-26T20:18:09.074258] [INFO ] [sig       ] [530/3548] Forecasting BSX...
[2025-12-26T20:18:09.074290] [INFO ] [sig       ] Generating forecast for: BSX
[2025-12-26T20:18:09.074321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-12-26T20:18:09.085946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2025-12-26T20:18:09.086283] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-12-26T20:18:09.087190] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-12-26T20:18:09.087252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:09.087286] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:09.087320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:09.087406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:09.156060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:09.156891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:09.157015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:09.157055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:09.274381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:09.274518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:09.274559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:09.274604] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:09.277891] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: DOWN (p=20.12%)
[2025-12-26T20:18:09.278163] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-12-26T20:18:09.278285] [INFO ] [sig       ] BSX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:09.418518] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BSX.txt
[2025-12-26T20:18:09.418659] [INFO ] [sig       ] [530/3548] Completed BSX in 0.3s | 2.86 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-26T20:18:09.418699] [INFO ] [sig       ] [531/3548] Forecasting BSY...
[2025-12-26T20:18:09.418729] [INFO ] [sig       ] Generating forecast for: BSY
[2025-12-26T20:18:09.418759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2025-12-26T20:18:09.430176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2025-12-26T20:18:09.430516] [INFO ] [FORECASTER] Starting predict_future for BSY
[2025-12-26T20:18:09.431301] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2025-12-26T20:18:09.431353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:09.431384] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:09.431411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:09.431468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:09.488065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:09.488695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:09.488772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:09.488804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:09.609140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:09.609589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:09.609663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:09.609694] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:09.613903] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: UP (p=59.89%)
[2025-12-26T20:18:09.614203] [INFO ] [FORECASTER] Completed predict_future for BSY
[2025-12-26T20:18:09.614337] [INFO ] [sig       ] BSY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:09.754510] [INFO ] [LOCAL     ] Saved forecast: BSY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BSY.txt
[2025-12-26T20:18:09.754645] [INFO ] [sig       ] [531/3548] Completed BSY in 0.3s | 2.86 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-26T20:18:09.754691] [INFO ] [sig       ] [532/3548] Forecasting BTA...
[2025-12-26T20:18:09.754724] [INFO ] [sig       ] Generating forecast for: BTA
[2025-12-26T20:18:09.754758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-12-26T20:18:09.767426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2025-12-26T20:18:09.768120] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-12-26T20:18:09.769083] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-12-26T20:18:09.769140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:09.769173] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:09.769198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:09.769257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:09.827484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:09.828711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:09.828797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:09.828830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:09.940260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:09.940456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:09.940509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:09.940538] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:09.943980] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: UP (p=74.87%)
[2025-12-26T20:18:09.944255] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-12-26T20:18:09.944382] [INFO ] [sig       ] BTA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:10.088793] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BTA.txt
[2025-12-26T20:18:10.089015] [INFO ] [sig       ] [532/3548] Completed BTA in 0.3s | 2.86 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-26T20:18:10.089078] [INFO ] [sig       ] [533/3548] Forecasting BTAI...
[2025-12-26T20:18:10.089113] [INFO ] [sig       ] Generating forecast for: BTAI
[2025-12-26T20:18:10.089143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2025-12-26T20:18:10.102911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2025-12-26T20:18:10.103276] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2025-12-26T20:18:10.104182] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2025-12-26T20:18:10.104241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:10.104286] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:10.104325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:10.104388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:10.175635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:10.176453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:10.176545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:10.176601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:10.299623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:10.299776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:10.299819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:10.299849] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:10.303214] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: DOWN (p=39.54%)
[2025-12-26T20:18:10.303500] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2025-12-26T20:18:10.303642] [INFO ] [sig       ] BTAI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:10.442770] [INFO ] [LOCAL     ] Saved forecast: BTAI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BTAI.txt
[2025-12-26T20:18:10.442961] [INFO ] [sig       ] [533/3548] Completed BTAI in 0.4s | 2.86 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-26T20:18:10.443003] [INFO ] [sig       ] [534/3548] Forecasting BTCS...
[2025-12-26T20:18:10.443032] [INFO ] [sig       ] Generating forecast for: BTCS
[2025-12-26T20:18:10.443063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2025-12-26T20:18:10.453775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2025-12-26T20:18:10.454138] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2025-12-26T20:18:10.454946] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2025-12-26T20:18:10.454999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:10.455030] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:10.455056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:10.455117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:10.511536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:10.512281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:10.512361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:10.512397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:10.627071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:10.627231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:10.627273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:10.627306] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:10.630733] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: UP (p=65.30%)
[2025-12-26T20:18:10.631009] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2025-12-26T20:18:10.631136] [INFO ] [sig       ] BTCS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:10.771942] [INFO ] [LOCAL     ] Saved forecast: BTCS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BTCS.txt
[2025-12-26T20:18:10.772094] [INFO ] [sig       ] [534/3548] Completed BTCS in 0.3s | 2.86 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-26T20:18:10.772135] [INFO ] [sig       ] [535/3548] Forecasting BTE...
[2025-12-26T20:18:10.772165] [INFO ] [sig       ] Generating forecast for: BTE
[2025-12-26T20:18:10.772196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-12-26T20:18:10.783529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2025-12-26T20:18:10.783898] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-12-26T20:18:10.784751] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-12-26T20:18:10.784804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:10.784835] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:10.784861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:10.784919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:10.843013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:10.843918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:10.844005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:10.844038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:10.961216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:10.961369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:10.961411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:10.961440] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:10.965114] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-12-26T20:18:10.965458] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-12-26T20:18:10.965627] [INFO ] [sig       ] BTE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:11.108938] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BTE.txt
[2025-12-26T20:18:11.109091] [INFO ] [sig       ] [535/3548] Completed BTE in 0.3s | 2.86 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-26T20:18:11.109132] [INFO ] [sig       ] [536/3548] Forecasting BTF...
[2025-12-26T20:18:11.109161] [INFO ] [sig       ] Generating forecast for: BTF
[2025-12-26T20:18:11.109193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2025-12-26T20:18:11.120860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2025-12-26T20:18:11.121228] [INFO ] [FORECASTER] Starting predict_future for BTF
[2025-12-26T20:18:11.122044] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2025-12-26T20:18:11.122096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:11.122142] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:11.122171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:11.122230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:11.180444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:11.181292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:11.181394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:11.181438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:11.311498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:11.311671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:11.311715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:11.311747] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:11.315351] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: UP (p=54.40%)
[2025-12-26T20:18:11.315659] [INFO ] [FORECASTER] Completed predict_future for BTF
[2025-12-26T20:18:11.315792] [INFO ] [sig       ] BTF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:11.468123] [INFO ] [LOCAL     ] Saved forecast: BTF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BTF.txt
[2025-12-26T20:18:11.468280] [INFO ] [sig       ] [536/3548] Completed BTF in 0.4s | 2.86 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-26T20:18:11.468321] [INFO ] [sig       ] [537/3548] Forecasting BTI...
[2025-12-26T20:18:11.468349] [INFO ] [sig       ] Generating forecast for: BTI
[2025-12-26T20:18:11.468380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-12-26T20:18:11.480562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2025-12-26T20:18:11.481020] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-12-26T20:18:11.481885] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-12-26T20:18:11.481939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:11.482011] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:11.482040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:11.482098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:11.543550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:11.544401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:11.544487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:11.544520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:11.669341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:11.669507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:11.669550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:11.669596] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:11.673187] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: UP (p=88.55%)
[2025-12-26T20:18:11.673471] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-12-26T20:18:11.673622] [INFO ] [sig       ] BTI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:11.824922] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BTI.txt
[2025-12-26T20:18:11.825105] [INFO ] [sig       ] [537/3548] Completed BTI in 0.4s | 2.86 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-26T20:18:11.825157] [INFO ] [sig       ] [538/3548] Forecasting BTM...
[2025-12-26T20:18:11.825193] [INFO ] [sig       ] Generating forecast for: BTM
[2025-12-26T20:18:11.825229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'.
[2025-12-26T20:18:11.837212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTM'.
[2025-12-26T20:18:11.837612] [INFO ] [FORECASTER] Starting predict_future for BTM
[2025-12-26T20:18:11.838403] [DEBUG] [LOCAL     ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt
[2025-12-26T20:18:11.838467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:11.838506] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:11.838538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:11.838618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:11.895036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:11.895688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:11.895766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:11.895798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:12.013452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:12.013629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:12.013675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:12.013704] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:12.017050] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: UP (p=80.93%)
[2025-12-26T20:18:12.017320] [INFO ] [FORECASTER] Completed predict_future for BTM
[2025-12-26T20:18:12.017449] [INFO ] [sig       ] BTM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:12.158866] [INFO ] [LOCAL     ] Saved forecast: BTM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BTM.txt
[2025-12-26T20:18:12.159009] [INFO ] [sig       ] [538/3548] Completed BTM in 0.3s | 2.86 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-26T20:18:12.159048] [INFO ] [sig       ] [539/3548] Forecasting BTMD...
[2025-12-26T20:18:12.159077] [INFO ] [sig       ] Generating forecast for: BTMD
[2025-12-26T20:18:12.159109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2025-12-26T20:18:12.169873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2025-12-26T20:18:12.170204] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2025-12-26T20:18:12.171013] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2025-12-26T20:18:12.171065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:12.171097] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:12.171123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:12.171181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:12.227344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:12.227977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:12.228052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:12.228084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:12.348130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:12.348280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:12.348322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:12.348349] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:12.351713] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: UP (p=52.11%)
[2025-12-26T20:18:12.351977] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2025-12-26T20:18:12.352100] [INFO ] [sig       ] BTMD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:12.492506] [INFO ] [LOCAL     ] Saved forecast: BTMD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BTMD.txt
[2025-12-26T20:18:12.492687] [INFO ] [sig       ] [539/3548] Completed BTMD in 0.3s | 2.86 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-26T20:18:12.492733] [INFO ] [sig       ] [540/3548] Forecasting BTSG...
[2025-12-26T20:18:12.492764] [INFO ] [sig       ] Generating forecast for: BTSG
[2025-12-26T20:18:12.492797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2025-12-26T20:18:12.504118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2025-12-26T20:18:12.504537] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2025-12-26T20:18:12.505380] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2025-12-26T20:18:12.505438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:12.505470] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:12.505500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:12.505557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:12.563217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:12.564128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:12.564223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:12.564256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:12.681339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:12.681498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:12.681540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:12.681627] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:12.685016] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: DOWN (p=9.06%)
[2025-12-26T20:18:12.685311] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2025-12-26T20:18:12.685447] [INFO ] [sig       ] BTSG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:12.828671] [INFO ] [LOCAL     ] Saved forecast: BTSG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BTSG.txt
[2025-12-26T20:18:12.828825] [INFO ] [sig       ] [540/3548] Completed BTSG in 0.3s | 2.86 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-26T20:18:12.828864] [INFO ] [sig       ] [541/3548] Forecasting BTZ...
[2025-12-26T20:18:12.828923] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-12-26T20:18:12.828954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-12-26T20:18:12.841190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2025-12-26T20:18:12.841623] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-12-26T20:18:12.842488] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-12-26T20:18:12.842543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:12.842591] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:12.842621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:12.842680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:12.904342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:12.905235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:12.905318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:12.905350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:13.025276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:13.025403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:13.025449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:13.025477] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:13.028977] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2025-12-26T20:18:13.029266] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-12-26T20:18:13.029410] [INFO ] [sig       ] BTZ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:13.170745] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BTZ.txt
[2025-12-26T20:18:13.170914] [INFO ] [sig       ] [541/3548] Completed BTZ in 0.3s | 2.86 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-26T20:18:13.170954] [INFO ] [sig       ] [542/3548] Forecasting BUD...
[2025-12-26T20:18:13.170984] [INFO ] [sig       ] Generating forecast for: BUD
[2025-12-26T20:18:13.171015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-12-26T20:18:13.181706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2025-12-26T20:18:13.182034] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-12-26T20:18:13.182825] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-12-26T20:18:13.182876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:13.182907] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:13.182934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:13.182991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:13.240136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:13.240883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:13.240962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:13.240994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:13.360177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:13.360347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:13.360391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:13.360421] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:13.363848] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: DOWN (p=37.78%)
[2025-12-26T20:18:13.364116] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-12-26T20:18:13.364238] [INFO ] [sig       ] BUD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:13.512464] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BUD.txt
[2025-12-26T20:18:13.512633] [INFO ] [sig       ] [542/3548] Completed BUD in 0.3s | 2.86 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-26T20:18:13.512675] [INFO ] [sig       ] [543/3548] Forecasting BUFC...
[2025-12-26T20:18:13.512705] [INFO ] [sig       ] Generating forecast for: BUFC
[2025-12-26T20:18:13.512736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2025-12-26T20:18:13.523020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2025-12-26T20:18:13.523305] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2025-12-26T20:18:13.524096] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2025-12-26T20:18:13.524149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:13.524181] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:13.524207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:13.524263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:13.580532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:13.581181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:13.581261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:13.581292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:13.673386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:13.673498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:13.673536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:13.673600] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:13.676782] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: UP (p=75.41%)
[2025-12-26T20:18:13.677046] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2025-12-26T20:18:13.677168] [INFO ] [sig       ] BUFC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:13.815815] [INFO ] [LOCAL     ] Saved forecast: BUFC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BUFC.txt
[2025-12-26T20:18:13.815940] [INFO ] [sig       ] [543/3548] Completed BUFC in 0.3s | 2.86 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-26T20:18:13.815978] [INFO ] [sig       ] [544/3548] Forecasting BUG...
[2025-12-26T20:18:13.816007] [INFO ] [sig       ] Generating forecast for: BUG
[2025-12-26T20:18:13.816036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2025-12-26T20:18:13.827165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2025-12-26T20:18:13.827529] [INFO ] [FORECASTER] Starting predict_future for BUG
[2025-12-26T20:18:13.828327] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2025-12-26T20:18:13.828379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:13.828410] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:13.828437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:13.828495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:13.885762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:13.886570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:13.886673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:13.886705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:14.007655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:14.007819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:14.007861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:14.007895] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:14.011435] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: UP (p=97.30%)
[2025-12-26T20:18:14.011736] [INFO ] [FORECASTER] Completed predict_future for BUG
[2025-12-26T20:18:14.011868] [INFO ] [sig       ] BUG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:14.166616] [INFO ] [LOCAL     ] Saved forecast: BUG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BUG.txt
[2025-12-26T20:18:14.166949] [INFO ] [sig       ] [544/3548] Completed BUG in 0.4s | 2.86 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-26T20:18:14.166988] [INFO ] [sig       ] [545/3548] Forecasting BUI...
[2025-12-26T20:18:14.167018] [INFO ] [sig       ] Generating forecast for: BUI
[2025-12-26T20:18:14.167047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-12-26T20:18:14.179099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2025-12-26T20:18:14.179476] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-12-26T20:18:14.180322] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-12-26T20:18:14.180376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:14.180408] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:14.180435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:14.180498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:14.239967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:14.241068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:14.241154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:14.241203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:14.360189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:14.360344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:14.360387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:14.360416] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:14.363924] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=86.99%)
[2025-12-26T20:18:14.364196] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-12-26T20:18:14.364325] [INFO ] [sig       ] BUI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:14.522154] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BUI.txt
[2025-12-26T20:18:14.522300] [INFO ] [sig       ] [545/3548] Completed BUI in 0.4s | 2.86 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-26T20:18:14.522339] [INFO ] [sig       ] [546/3548] Forecasting BURL...
[2025-12-26T20:18:14.522370] [INFO ] [sig       ] Generating forecast for: BURL
[2025-12-26T20:18:14.522399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-12-26T20:18:14.534027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2025-12-26T20:18:14.534372] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-12-26T20:18:14.535157] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-12-26T20:18:14.535208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:14.535238] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:14.535265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:14.535321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:14.594336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:14.595327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:14.595406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:14.595438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:14.722919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:14.723070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:14.723112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:14.723140] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:14.726724] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: UP (p=91.23%)
[2025-12-26T20:18:14.726994] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-12-26T20:18:14.727118] [INFO ] [sig       ] BURL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:14.875648] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BURL.txt
[2025-12-26T20:18:14.875821] [INFO ] [sig       ] [546/3548] Completed BURL in 0.4s | 2.86 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-26T20:18:14.875862] [INFO ] [sig       ] [547/3548] Forecasting BUSE...
[2025-12-26T20:18:14.875894] [INFO ] [sig       ] Generating forecast for: BUSE
[2025-12-26T20:18:14.875926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2025-12-26T20:18:14.888353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUSE'.
[2025-12-26T20:18:14.888759] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2025-12-26T20:18:14.889632] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2025-12-26T20:18:14.889684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:14.889716] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:14.889759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:14.889818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:14.949012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:14.949892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:14.950006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:14.950039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:15.075167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:15.075323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:15.075366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:15.075397] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:15.079313] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: UP (p=95.10%)
[2025-12-26T20:18:15.079672] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2025-12-26T20:18:15.079811] [INFO ] [sig       ] BUSE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:15.228656] [INFO ] [LOCAL     ] Saved forecast: BUSE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BUSE.txt
[2025-12-26T20:18:15.228784] [INFO ] [sig       ] [547/3548] Completed BUSE in 0.4s | 2.86 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-26T20:18:15.228822] [INFO ] [sig       ] [548/3548] Forecasting BUXX...
[2025-12-26T20:18:15.228852] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-12-26T20:18:15.228903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-12-26T20:18:15.239822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2025-12-26T20:18:15.240134] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-12-26T20:18:15.240956] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-12-26T20:18:15.241009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:15.241041] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:15.241068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:15.241128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:15.299539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:15.300380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:15.300463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:15.300498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:15.419670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:15.419821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:15.419863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:15.419891] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:15.423286] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: UP (p=91.68%)
[2025-12-26T20:18:15.423591] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-12-26T20:18:15.423724] [INFO ] [sig       ] BUXX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:15.571330] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BUXX.txt
[2025-12-26T20:18:15.571471] [INFO ] [sig       ] [548/3548] Completed BUXX in 0.3s | 2.86 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-26T20:18:15.571510] [INFO ] [sig       ] [549/3548] Forecasting BVFL...
[2025-12-26T20:18:15.571539] [INFO ] [sig       ] Generating forecast for: BVFL
[2025-12-26T20:18:15.571586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2025-12-26T20:18:15.584537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2025-12-26T20:18:15.584902] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2025-12-26T20:18:15.585718] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2025-12-26T20:18:15.585769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:15.585800] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:15.585825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:15.585882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:15.643028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:15.643647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:15.643725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:15.643756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:15.754816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:15.754957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:15.754998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:15.755026] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:15.758374] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: DOWN (p=41.82%)
[2025-12-26T20:18:15.758665] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2025-12-26T20:18:15.758789] [INFO ] [sig       ] BVFL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:15.899139] [INFO ] [LOCAL     ] Saved forecast: BVFL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BVFL.txt
[2025-12-26T20:18:15.899259] [INFO ] [sig       ] [549/3548] Completed BVFL in 0.3s | 2.86 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-26T20:18:15.899297] [INFO ] [sig       ] [550/3548] Forecasting BVN...
[2025-12-26T20:18:15.899325] [INFO ] [sig       ] Generating forecast for: BVN
[2025-12-26T20:18:15.899354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-12-26T20:18:15.910422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2025-12-26T20:18:15.910804] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-12-26T20:18:15.911643] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-12-26T20:18:15.911695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:15.911727] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:15.911754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:15.911812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:15.968326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:15.968988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:15.969067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:15.969099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:16.085433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:16.085595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:16.085639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:16.085668] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:16.089027] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: UP (p=98.77%)
[2025-12-26T20:18:16.089300] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-12-26T20:18:16.089426] [INFO ] [sig       ] BVN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:16.231420] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BVN.txt
[2025-12-26T20:18:16.231626] [INFO ] [sig       ] [550/3548] Completed BVN in 0.3s | 2.86 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-26T20:18:16.231672] [INFO ] [sig       ] [551/3548] Forecasting BVS...
[2025-12-26T20:18:16.231703] [INFO ] [sig       ] Generating forecast for: BVS
[2025-12-26T20:18:16.231741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2025-12-26T20:18:16.242973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2025-12-26T20:18:16.243379] [INFO ] [FORECASTER] Starting predict_future for BVS
[2025-12-26T20:18:16.244240] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2025-12-26T20:18:16.244297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:16.244329] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:16.244356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:16.244418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:16.301915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:16.302700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:16.302781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:16.302813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:16.424400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:16.424544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:16.424604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:16.424634] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:16.427955] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-26T20:18:16.428222] [INFO ] [FORECASTER] Completed predict_future for BVS
[2025-12-26T20:18:16.428347] [INFO ] [sig       ] BVS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:16.568299] [INFO ] [LOCAL     ] Saved forecast: BVS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BVS.txt
[2025-12-26T20:18:16.568426] [INFO ] [sig       ] [551/3548] Completed BVS in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-26T20:18:16.568464] [INFO ] [sig       ] [552/3548] Forecasting BWA...
[2025-12-26T20:18:16.568493] [INFO ] [sig       ] Generating forecast for: BWA
[2025-12-26T20:18:16.568523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-12-26T20:18:16.579564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2025-12-26T20:18:16.579952] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-12-26T20:18:16.580790] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-12-26T20:18:16.580843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:16.580875] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:16.580902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:16.580961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:16.637796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:16.638407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:16.638484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:16.638515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:16.759522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:16.759687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:16.759729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:16.759758] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:16.763310] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: UP (p=50.26%)
[2025-12-26T20:18:16.763594] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-12-26T20:18:16.763719] [INFO ] [sig       ] BWA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:16.907124] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BWA.txt
[2025-12-26T20:18:16.907254] [INFO ] [sig       ] [552/3548] Completed BWA in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-26T20:18:16.907293] [INFO ] [sig       ] [553/3548] Forecasting BWAY...
[2025-12-26T20:18:16.907322] [INFO ] [sig       ] Generating forecast for: BWAY
[2025-12-26T20:18:16.907352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2025-12-26T20:18:16.918223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2025-12-26T20:18:16.918563] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2025-12-26T20:18:16.919418] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2025-12-26T20:18:16.919469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:16.919501] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:16.919527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:16.919603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:16.975900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:16.976541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:16.976634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:16.976667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:17.096689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:17.096841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:17.096882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:17.096910] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:17.100249] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: DOWN (p=26.04%)
[2025-12-26T20:18:17.100513] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2025-12-26T20:18:17.100654] [INFO ] [sig       ] BWAY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:17.242788] [INFO ] [LOCAL     ] Saved forecast: BWAY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BWAY.txt
[2025-12-26T20:18:17.242947] [INFO ] [sig       ] [553/3548] Completed BWAY in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-26T20:18:17.242987] [INFO ] [sig       ] [554/3548] Forecasting BWB...
[2025-12-26T20:18:17.243016] [INFO ] [sig       ] Generating forecast for: BWB
[2025-12-26T20:18:17.243048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2025-12-26T20:18:17.254191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2025-12-26T20:18:17.254630] [INFO ] [FORECASTER] Starting predict_future for BWB
[2025-12-26T20:18:17.255426] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2025-12-26T20:18:17.255478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:17.255539] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:17.255567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:17.255666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:17.313193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:17.314062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:17.314144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:17.314177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:17.438262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:17.438408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:17.438447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:17.438475] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:17.441849] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: DOWN (p=48.19%)
[2025-12-26T20:18:17.442119] [INFO ] [FORECASTER] Completed predict_future for BWB
[2025-12-26T20:18:17.442242] [INFO ] [sig       ] BWB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:17.581156] [INFO ] [LOCAL     ] Saved forecast: BWB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BWB.txt
[2025-12-26T20:18:17.581279] [INFO ] [sig       ] [554/3548] Completed BWB in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-26T20:18:17.581317] [INFO ] [sig       ] [555/3548] Forecasting BWEN...
[2025-12-26T20:18:17.581345] [INFO ] [sig       ] Generating forecast for: BWEN
[2025-12-26T20:18:17.581375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2025-12-26T20:18:17.592470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2025-12-26T20:18:17.592838] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2025-12-26T20:18:17.593657] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2025-12-26T20:18:17.593710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:17.593741] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:17.593766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:17.593828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:17.650034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:17.650695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:17.650774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:17.650805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:17.770832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:17.770970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:17.771013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:17.771041] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:17.774371] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: DOWN (p=14.28%)
[2025-12-26T20:18:17.774659] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2025-12-26T20:18:17.774782] [INFO ] [sig       ] BWEN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:17.913969] [INFO ] [LOCAL     ] Saved forecast: BWEN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BWEN.txt
[2025-12-26T20:18:17.914121] [INFO ] [sig       ] [555/3548] Completed BWEN in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-26T20:18:17.914160] [INFO ] [sig       ] [556/3548] Forecasting BWFG...
[2025-12-26T20:18:17.914189] [INFO ] [sig       ] Generating forecast for: BWFG
[2025-12-26T20:18:17.914220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2025-12-26T20:18:17.924872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2025-12-26T20:18:17.925228] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2025-12-26T20:18:17.926021] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2025-12-26T20:18:17.926072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:17.926104] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:17.926129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:17.926186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:17.982079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:17.982747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:17.982825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:17.982857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:18.101542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:18.101693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:18.101737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:18.101765] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:18.105120] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: UP (p=94.46%)
[2025-12-26T20:18:18.105385] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2025-12-26T20:18:18.105509] [INFO ] [sig       ] BWFG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:18.245521] [INFO ] [LOCAL     ] Saved forecast: BWFG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BWFG.txt
[2025-12-26T20:18:18.245705] [INFO ] [sig       ] [556/3548] Completed BWFG in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-26T20:18:18.245746] [INFO ] [sig       ] [557/3548] Forecasting BWG...
[2025-12-26T20:18:18.245775] [INFO ] [sig       ] Generating forecast for: BWG
[2025-12-26T20:18:18.245807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-12-26T20:18:18.257030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2025-12-26T20:18:18.257416] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-12-26T20:18:18.258267] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-12-26T20:18:18.258320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:18.258353] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:18.258379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:18.258438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:18.315964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:18.316823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:18.316904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:18.316937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:18.437197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:18.437347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:18.437389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:18.437449] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:18.440899] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: DOWN (p=11.79%)
[2025-12-26T20:18:18.441170] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-12-26T20:18:18.441295] [INFO ] [sig       ] BWG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:18.581822] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BWG.txt
[2025-12-26T20:18:18.581948] [INFO ] [sig       ] [557/3548] Completed BWG in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-26T20:18:18.581987] [INFO ] [sig       ] [558/3548] Forecasting BWIN...
[2025-12-26T20:18:18.582015] [INFO ] [sig       ] Generating forecast for: BWIN
[2025-12-26T20:18:18.582046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2025-12-26T20:18:18.594148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2025-12-26T20:18:18.594476] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2025-12-26T20:18:18.595258] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2025-12-26T20:18:18.595311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:18.595341] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:18.595368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:18.595425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:18.653209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:18.653908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:18.653985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:18.654017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:18.771877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:18.772030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:18.772073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:18.772101] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:18.775453] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: UP (p=88.23%)
[2025-12-26T20:18:18.775750] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2025-12-26T20:18:18.775879] [INFO ] [sig       ] BWIN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:18.915229] [INFO ] [LOCAL     ] Saved forecast: BWIN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BWIN.txt
[2025-12-26T20:18:18.915356] [INFO ] [sig       ] [558/3548] Completed BWIN in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-26T20:18:18.915395] [INFO ] [sig       ] [559/3548] Forecasting BWMN...
[2025-12-26T20:18:18.915424] [INFO ] [sig       ] Generating forecast for: BWMN
[2025-12-26T20:18:18.915453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2025-12-26T20:18:18.926672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2025-12-26T20:18:18.927025] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2025-12-26T20:18:18.927847] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2025-12-26T20:18:18.927900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:18.927930] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:18.927956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:18.928014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:18.984410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:18.985128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:18.985206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:18.985238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:19.108090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:19.108243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:19.108284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:19.108314] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:19.111741] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: UP (p=96.70%)
[2025-12-26T20:18:19.112012] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2025-12-26T20:18:19.112136] [INFO ] [sig       ] BWMN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:19.251488] [INFO ] [LOCAL     ] Saved forecast: BWMN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BWMN.txt
[2025-12-26T20:18:19.251643] [INFO ] [sig       ] [559/3548] Completed BWMN in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-26T20:18:19.251691] [INFO ] [sig       ] [560/3548] Forecasting BXC...
[2025-12-26T20:18:19.251729] [INFO ] [sig       ] Generating forecast for: BXC
[2025-12-26T20:18:19.251766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-12-26T20:18:19.262252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2025-12-26T20:18:19.262601] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-12-26T20:18:19.263367] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-12-26T20:18:19.263440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:19.263473] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:19.263499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:19.263555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:19.323079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:19.324036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:19.324135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:19.324171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:19.456373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:19.456531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:19.456599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:19.456642] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:19.460488] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: DOWN (p=23.19%)
[2025-12-26T20:18:19.460797] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-12-26T20:18:19.461118] [INFO ] [sig       ] BXC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:19.613460] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BXC.txt
[2025-12-26T20:18:19.613650] [INFO ] [sig       ] [560/3548] Completed BXC in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-26T20:18:19.613698] [INFO ] [sig       ] [561/3548] Forecasting BXMX...
[2025-12-26T20:18:19.613733] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-12-26T20:18:19.613764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-12-26T20:18:19.625734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2025-12-26T20:18:19.626075] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-12-26T20:18:19.627135] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-12-26T20:18:19.627187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:19.627219] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:19.627251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:19.627309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:19.684716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:19.685488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:19.685590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:19.685629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:19.811228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:19.811374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:19.811417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:19.811445] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:19.814786] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2025-12-26T20:18:19.815063] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-12-26T20:18:19.815186] [INFO ] [sig       ] BXMX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:19.979251] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BXMX.txt
[2025-12-26T20:18:19.979399] [INFO ] [sig       ] [561/3548] Completed BXMX in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-26T20:18:19.979440] [INFO ] [sig       ] [562/3548] Forecasting BXP...
[2025-12-26T20:18:19.979471] [INFO ] [sig       ] Generating forecast for: BXP
[2025-12-26T20:18:19.979500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-12-26T20:18:19.991514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2025-12-26T20:18:19.991950] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-12-26T20:18:19.992825] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-12-26T20:18:19.992881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:19.992915] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:19.992943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:19.993003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:20.056153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:20.057027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:20.057112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:20.057147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:20.188437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:20.188619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:20.188667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:20.188697] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:20.192414] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=11.49%)
[2025-12-26T20:18:20.192735] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-12-26T20:18:20.192870] [INFO ] [sig       ] BXP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:20.342387] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BXP.txt
[2025-12-26T20:18:20.342545] [INFO ] [sig       ] [562/3548] Completed BXP in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-26T20:18:20.342612] [INFO ] [sig       ] [563/3548] Forecasting BXSL...
[2025-12-26T20:18:20.342644] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-12-26T20:18:20.342677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-12-26T20:18:20.354436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2025-12-26T20:18:20.354845] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-12-26T20:18:20.355638] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-12-26T20:18:20.355691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:20.355723] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:20.355750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:20.355808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:20.412146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:20.413063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:20.413151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:20.413183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:20.531122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:20.531275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:20.531317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:20.531345] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:20.534797] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: UP (p=66.17%)
[2025-12-26T20:18:20.535070] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-12-26T20:18:20.535195] [INFO ] [sig       ] BXSL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:20.674956] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BXSL.txt
[2025-12-26T20:18:20.675107] [INFO ] [sig       ] [563/3548] Completed BXSL in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-26T20:18:20.675151] [INFO ] [sig       ] [564/3548] Forecasting BYD...
[2025-12-26T20:18:20.675183] [INFO ] [sig       ] Generating forecast for: BYD
[2025-12-26T20:18:20.675213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-12-26T20:18:20.686987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2025-12-26T20:18:20.687374] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-12-26T20:18:20.688166] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-12-26T20:18:20.688227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:20.688257] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:20.688284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:20.688341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:20.744640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:20.745522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:20.745664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:20.745698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:20.865014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:20.865174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:20.865217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:20.865246] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:20.868661] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: DOWN (p=40.89%)
[2025-12-26T20:18:20.868967] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-12-26T20:18:20.869097] [INFO ] [sig       ] BYD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:21.008503] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BYD.txt
[2025-12-26T20:18:21.008693] [INFO ] [sig       ] [564/3548] Completed BYD in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-26T20:18:21.008744] [INFO ] [sig       ] [565/3548] Forecasting BYM...
[2025-12-26T20:18:21.008778] [INFO ] [sig       ] Generating forecast for: BYM
[2025-12-26T20:18:21.008810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-12-26T20:18:21.020731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYM'.
[2025-12-26T20:18:21.021116] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-12-26T20:18:21.021917] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-12-26T20:18:21.021968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:21.021999] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:21.022026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:21.022088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:21.078361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:21.079280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:21.079365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:21.079400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:21.200168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:21.200332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:21.200377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:21.200407] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:21.203866] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: DOWN (p=31.29%)
[2025-12-26T20:18:21.204159] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-12-26T20:18:21.204311] [INFO ] [sig       ] BYM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:21.363638] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BYM.txt
[2025-12-26T20:18:21.363806] [INFO ] [sig       ] [565/3548] Completed BYM in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-26T20:18:21.363848] [INFO ] [sig       ] [566/3548] Forecasting BYRN...
[2025-12-26T20:18:21.363880] [INFO ] [sig       ] Generating forecast for: BYRN
[2025-12-26T20:18:21.363911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2025-12-26T20:18:21.376673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2025-12-26T20:18:21.377103] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2025-12-26T20:18:21.378194] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2025-12-26T20:18:21.378248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:21.378280] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:21.378307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:21.378371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:21.440981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:21.442033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:21.442125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:21.442158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:21.575128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:21.575287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:21.575332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:21.575362] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:21.578824] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: UP (p=84.18%)
[2025-12-26T20:18:21.579140] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2025-12-26T20:18:21.579275] [INFO ] [sig       ] BYRN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:21.728854] [INFO ] [LOCAL     ] Saved forecast: BYRN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BYRN.txt
[2025-12-26T20:18:21.729274] [INFO ] [sig       ] [566/3548] Completed BYRN in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-26T20:18:21.729318] [INFO ] [sig       ] [567/3548] Forecasting BYSI...
[2025-12-26T20:18:21.729348] [INFO ] [sig       ] Generating forecast for: BYSI
[2025-12-26T20:18:21.729378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2025-12-26T20:18:21.744082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2025-12-26T20:18:21.744745] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2025-12-26T20:18:21.746152] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2025-12-26T20:18:21.746220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:21.746264] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:21.746302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:21.746386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:21.825213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:21.826408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:21.826536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:21.826590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:21.937553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:21.937810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:21.937919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:21.937958] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:21.942016] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: DOWN (p=11.90%)
[2025-12-26T20:18:21.942346] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2025-12-26T20:18:21.942481] [INFO ] [sig       ] BYSI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:22.089451] [INFO ] [LOCAL     ] Saved forecast: BYSI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BYSI.txt
[2025-12-26T20:18:22.089718] [INFO ] [sig       ] [567/3548] Completed BYSI in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-26T20:18:22.089770] [INFO ] [sig       ] [568/3548] Forecasting BZ...
[2025-12-26T20:18:22.089802] [INFO ] [sig       ] Generating forecast for: BZ
[2025-12-26T20:18:22.089835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2025-12-26T20:18:22.103486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2025-12-26T20:18:22.104049] [INFO ] [FORECASTER] Starting predict_future for BZ
[2025-12-26T20:18:22.105018] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2025-12-26T20:18:22.105074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:22.105107] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:22.105140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:22.105215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:22.166180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:22.167325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:22.167419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:22.167453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:22.296217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:22.296442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:22.296492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:22.296525] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:22.300416] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: UP (p=71.54%)
[2025-12-26T20:18:22.300749] [INFO ] [FORECASTER] Completed predict_future for BZ
[2025-12-26T20:18:22.300887] [INFO ] [sig       ] BZ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:22.450202] [INFO ] [LOCAL     ] Saved forecast: BZ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/BZ.txt
[2025-12-26T20:18:22.450424] [INFO ] [sig       ] [568/3548] Completed BZ in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-26T20:18:22.450476] [INFO ] [sig       ] [569/3548] Forecasting BZH...
[2025-12-26T20:18:22.450509] [INFO ] [sig       ] Generating forecast for: BZH
[2025-12-26T20:18:22.450543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-12-26T20:18:22.464129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2025-12-26T20:18:22.464706] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-12-26T20:18:22.465705] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-12-26T20:18:22.465762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:22.465800] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:22.465835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:22.465906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:22.524831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:22.526051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:22.526178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:22.526213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:22.651154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:22.651390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:22.651445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:22.651474] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:22.656587] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: DOWN (p=40.94%)
[2025-12-26T20:18:22.657214] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-12-26T20:18:22.657381] [INFO ] [sig       ] BZH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:22.805183] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BZH.txt
[2025-12-26T20:18:22.805388] [INFO ] [sig       ] [569/3548] Completed BZH in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-26T20:18:22.805429] [INFO ] [sig       ] [570/3548] Forecasting BZUN...
[2025-12-26T20:18:22.805460] [INFO ] [sig       ] Generating forecast for: BZUN
[2025-12-26T20:18:22.805491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2025-12-26T20:18:22.819567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2025-12-26T20:18:22.820408] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2025-12-26T20:18:22.821386] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2025-12-26T20:18:22.821442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:22.821476] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:22.821504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:22.821565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:22.881946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:22.883030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:22.883127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:22.883160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:23.005840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:23.006067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:23.006117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:23.006149] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:23.009965] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: DOWN (p=11.55%)
[2025-12-26T20:18:23.010265] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2025-12-26T20:18:23.010402] [INFO ] [sig       ] BZUN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:23.160554] [INFO ] [LOCAL     ] Saved forecast: BZUN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/BZUN.txt
[2025-12-26T20:18:23.160807] [INFO ] [sig       ] [570/3548] Completed BZUN in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-26T20:18:23.160851] [INFO ] [sig       ] [571/3548] Forecasting C...
[2025-12-26T20:18:23.160881] [INFO ] [sig       ] Generating forecast for: C
[2025-12-26T20:18:23.160915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-12-26T20:18:23.174061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2025-12-26T20:18:23.174632] [INFO ] [FORECASTER] Starting predict_future for C
[2025-12-26T20:18:23.175548] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-12-26T20:18:23.175623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:23.175693] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:23.175752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:23.175814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:23.233311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:23.234563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:23.234682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:23.234714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:23.363804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:23.364040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:23.364090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:23.364120] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:23.368675] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2025-12-26T20:18:23.369091] [INFO ] [FORECASTER] Completed predict_future for C
[2025-12-26T20:18:23.369253] [INFO ] [sig       ] C: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:23.522069] [INFO ] [LOCAL     ] Saved forecast: C	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/C.txt
[2025-12-26T20:18:23.522301] [INFO ] [sig       ] [571/3548] Completed C in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-26T20:18:23.522348] [INFO ] [sig       ] [572/3548] Forecasting CAAP...
[2025-12-26T20:18:23.522379] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-12-26T20:18:23.522413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-12-26T20:18:23.536383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2025-12-26T20:18:23.536977] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-12-26T20:18:23.537915] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-12-26T20:18:23.537977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:23.538013] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:23.538041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:23.538103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:23.597298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:23.598480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:23.598600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:23.598637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:23.722495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:23.722742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:23.722796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:23.722826] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:23.726866] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=56.74%)
[2025-12-26T20:18:23.727184] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-12-26T20:18:23.727327] [INFO ] [sig       ] CAAP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:23.884070] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CAAP.txt
[2025-12-26T20:18:23.884292] [INFO ] [sig       ] [572/3548] Completed CAAP in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-26T20:18:23.884336] [INFO ] [sig       ] [573/3548] Forecasting CAAS...
[2025-12-26T20:18:23.884366] [INFO ] [sig       ] Generating forecast for: CAAS
[2025-12-26T20:18:23.884401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2025-12-26T20:18:23.897860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2025-12-26T20:18:23.898297] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2025-12-26T20:18:23.899302] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2025-12-26T20:18:23.899355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:23.899389] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:23.899417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:23.899477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:23.961342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:23.962621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:23.962733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:23.962772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:24.076296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:24.076542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:24.076630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:24.076662] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:24.080605] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-12-26T20:18:24.080916] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2025-12-26T20:18:24.081054] [INFO ] [sig       ] CAAS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:24.232472] [INFO ] [LOCAL     ] Saved forecast: CAAS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CAAS.txt
[2025-12-26T20:18:24.232697] [INFO ] [sig       ] [573/3548] Completed CAAS in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-26T20:18:24.232741] [INFO ] [sig       ] [574/3548] Forecasting CABA...
[2025-12-26T20:18:24.232773] [INFO ] [sig       ] Generating forecast for: CABA
[2025-12-26T20:18:24.232807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2025-12-26T20:18:24.246752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2025-12-26T20:18:24.247550] [INFO ] [FORECASTER] Starting predict_future for CABA
[2025-12-26T20:18:24.248693] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2025-12-26T20:18:24.248750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:24.248785] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:24.248813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:24.248875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:24.312330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:24.313651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:24.313757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:24.313790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:24.434648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:24.434884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:24.434938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:24.435031] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:24.439351] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: UP (p=82.31%)
[2025-12-26T20:18:24.439732] [INFO ] [FORECASTER] Completed predict_future for CABA
[2025-12-26T20:18:24.439879] [INFO ] [sig       ] CABA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:24.598538] [INFO ] [LOCAL     ] Saved forecast: CABA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CABA.txt
[2025-12-26T20:18:24.598763] [INFO ] [sig       ] [574/3548] Completed CABA in 0.4s | 2.86 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-26T20:18:24.598824] [INFO ] [sig       ] [575/3548] Forecasting CABO...
[2025-12-26T20:18:24.598856] [INFO ] [sig       ] Generating forecast for: CABO
[2025-12-26T20:18:24.598920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-12-26T20:18:24.613373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2025-12-26T20:18:24.613985] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-12-26T20:18:24.614925] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-12-26T20:18:24.614979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:24.615012] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:24.615043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:24.615114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:24.677523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:24.679126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:24.679253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:24.679292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:24.807525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:24.807796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:24.807847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:24.807876] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:24.812362] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: UP (p=58.83%)
[2025-12-26T20:18:24.812714] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-12-26T20:18:24.813061] [INFO ] [sig       ] CABO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:24.957347] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CABO.txt
[2025-12-26T20:18:24.957524] [INFO ] [sig       ] [575/3548] Completed CABO in 0.4s | 2.86 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-26T20:18:24.957565] [INFO ] [sig       ] [576/3548] Forecasting CAC...
[2025-12-26T20:18:24.957614] [INFO ] [sig       ] Generating forecast for: CAC
[2025-12-26T20:18:24.957646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2025-12-26T20:18:24.969544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2025-12-26T20:18:24.969978] [INFO ] [FORECASTER] Starting predict_future for CAC
[2025-12-26T20:18:24.970920] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2025-12-26T20:18:24.970976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:24.971008] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:24.971035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:24.971096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:25.028820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:25.029783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:25.029880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:25.029912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:25.148840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:25.149011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:25.149054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:25.149082] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:25.152526] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: UP (p=75.80%)
[2025-12-26T20:18:25.152823] [INFO ] [FORECASTER] Completed predict_future for CAC
[2025-12-26T20:18:25.152950] [INFO ] [sig       ] CAC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:25.314643] [INFO ] [LOCAL     ] Saved forecast: CAC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CAC.txt
[2025-12-26T20:18:25.314829] [INFO ] [sig       ] [576/3548] Completed CAC in 0.4s | 2.86 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-26T20:18:25.314875] [INFO ] [sig       ] [577/3548] Forecasting CACC...
[2025-12-26T20:18:25.314905] [INFO ] [sig       ] Generating forecast for: CACC
[2025-12-26T20:18:25.314939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2025-12-26T20:18:25.326060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2025-12-26T20:18:25.326414] [INFO ] [FORECASTER] Starting predict_future for CACC
[2025-12-26T20:18:25.327223] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2025-12-26T20:18:25.327275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:25.327306] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:25.327333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:25.327390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:25.385929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:25.386664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:25.386746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:25.386778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:25.506506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:25.506686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:25.506728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:25.506756] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:25.510193] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: UP (p=82.39%)
[2025-12-26T20:18:25.510475] [INFO ] [FORECASTER] Completed predict_future for CACC
[2025-12-26T20:18:25.510621] [INFO ] [sig       ] CACC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:25.663316] [INFO ] [LOCAL     ] Saved forecast: CACC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CACC.txt
[2025-12-26T20:18:25.663531] [INFO ] [sig       ] [577/3548] Completed CACC in 0.3s | 2.86 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-26T20:18:25.663589] [INFO ] [sig       ] [578/3548] Forecasting CACI...
[2025-12-26T20:18:25.663622] [INFO ] [sig       ] Generating forecast for: CACI
[2025-12-26T20:18:25.663661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-12-26T20:18:25.676959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACI'.
[2025-12-26T20:18:25.677365] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-12-26T20:18:25.678226] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-12-26T20:18:25.678280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:25.678313] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:25.678341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:25.678410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:25.740331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:25.741278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:25.741365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:25.741399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:25.866492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:25.866668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:25.866712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:25.866740] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:25.870116] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: UP (p=97.21%)
[2025-12-26T20:18:25.870395] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-12-26T20:18:25.870520] [INFO ] [sig       ] CACI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:26.011786] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CACI.txt
[2025-12-26T20:18:26.011949] [INFO ] [sig       ] [578/3548] Completed CACI in 0.3s | 2.86 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-26T20:18:26.011991] [INFO ] [sig       ] [579/3548] Forecasting CADE...
[2025-12-26T20:18:26.012021] [INFO ] [sig       ] Generating forecast for: CADE
[2025-12-26T20:18:26.012055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-12-26T20:18:26.023042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADE'.
[2025-12-26T20:18:26.023416] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-12-26T20:18:26.024215] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-12-26T20:18:26.024267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:26.024298] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:26.024324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:26.024381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:26.080942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:26.081811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:26.081893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:26.081925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:26.203786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:26.203938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:26.203980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:26.204008] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:26.207445] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: DOWN (p=8.02%)
[2025-12-26T20:18:26.207746] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-12-26T20:18:26.207874] [INFO ] [sig       ] CADE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:26.350039] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CADE.txt
[2025-12-26T20:18:26.350191] [INFO ] [sig       ] [579/3548] Completed CADE in 0.3s | 2.86 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-26T20:18:26.350230] [INFO ] [sig       ] [580/3548] Forecasting CADL...
[2025-12-26T20:18:26.350259] [INFO ] [sig       ] Generating forecast for: CADL
[2025-12-26T20:18:26.350290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2025-12-26T20:18:26.361919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2025-12-26T20:18:26.362340] [INFO ] [FORECASTER] Starting predict_future for CADL
[2025-12-26T20:18:26.363158] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2025-12-26T20:18:26.363209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:26.363240] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:26.363266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:26.363322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:26.421401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:26.422283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:26.422367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:26.422402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:26.542878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:26.543037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:26.543081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:26.543111] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:26.546604] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: DOWN (p=4.45%)
[2025-12-26T20:18:26.546885] [INFO ] [FORECASTER] Completed predict_future for CADL
[2025-12-26T20:18:26.547014] [INFO ] [sig       ] CADL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:26.696272] [INFO ] [LOCAL     ] Saved forecast: CADL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CADL.txt
[2025-12-26T20:18:26.696433] [INFO ] [sig       ] [580/3548] Completed CADL in 0.3s | 2.86 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-26T20:18:26.696475] [INFO ] [sig       ] [581/3548] Forecasting CAE...
[2025-12-26T20:18:26.696505] [INFO ] [sig       ] Generating forecast for: CAE
[2025-12-26T20:18:26.696537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-12-26T20:18:26.708317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2025-12-26T20:18:26.708698] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-12-26T20:18:26.709536] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-12-26T20:18:26.709606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:26.709641] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:26.709670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:26.709731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:26.769034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:26.769935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:26.770052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:26.770088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:26.890194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:26.890344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:26.890390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:26.890420] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:26.893880] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: DOWN (p=27.93%)
[2025-12-26T20:18:26.894158] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-12-26T20:18:26.894315] [INFO ] [sig       ] CAE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:27.044005] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CAE.txt
[2025-12-26T20:18:27.044137] [INFO ] [sig       ] [581/3548] Completed CAE in 0.3s | 2.86 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-26T20:18:27.044178] [INFO ] [sig       ] [582/3548] Forecasting CAF...
[2025-12-26T20:18:27.044208] [INFO ] [sig       ] Generating forecast for: CAF
[2025-12-26T20:18:27.044238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-12-26T20:18:27.054834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2025-12-26T20:18:27.055133] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-12-26T20:18:27.055973] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-12-26T20:18:27.056025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:27.056056] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:27.056082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:27.056140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:27.114830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:27.115490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:27.115599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:27.115649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:27.229086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:27.229238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:27.229280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:27.229311] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:27.232754] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: UP (p=84.84%)
[2025-12-26T20:18:27.233035] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-12-26T20:18:27.233163] [INFO ] [sig       ] CAF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:27.380648] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CAF.txt
[2025-12-26T20:18:27.380788] [INFO ] [sig       ] [582/3548] Completed CAF in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-26T20:18:27.380847] [INFO ] [sig       ] [583/3548] Forecasting CAG...
[2025-12-26T20:18:27.380880] [INFO ] [sig       ] Generating forecast for: CAG
[2025-12-26T20:18:27.380912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-12-26T20:18:27.392394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2025-12-26T20:18:27.392733] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-12-26T20:18:27.393499] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-12-26T20:18:27.393550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:27.393599] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:27.393639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:27.393700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:27.450079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:27.450721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:27.450798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:27.450830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:27.568254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:27.568385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:27.568424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:27.568452] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:27.571739] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: UP (p=61.68%)
[2025-12-26T20:18:27.572002] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-12-26T20:18:27.572126] [INFO ] [sig       ] CAG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:27.713511] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CAG.txt
[2025-12-26T20:18:27.713656] [INFO ] [sig       ] [583/3548] Completed CAG in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-26T20:18:27.713696] [INFO ] [sig       ] [584/3548] Forecasting CAH...
[2025-12-26T20:18:27.713724] [INFO ] [sig       ] Generating forecast for: CAH
[2025-12-26T20:18:27.713755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-12-26T20:18:27.724565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2025-12-26T20:18:27.724940] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-12-26T20:18:27.725781] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-12-26T20:18:27.725847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:27.725881] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:27.725908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:27.725967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:27.783334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:27.783953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:27.784029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:27.784060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:27.905239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:27.905397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:27.905440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:27.905468] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:27.909086] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: DOWN (p=2.93%)
[2025-12-26T20:18:27.909450] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-12-26T20:18:27.909600] [INFO ] [sig       ] CAH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:28.072486] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CAH.txt
[2025-12-26T20:18:28.072727] [INFO ] [sig       ] [584/3548] Completed CAH in 0.4s | 2.87 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-26T20:18:28.072771] [INFO ] [sig       ] [585/3548] Forecasting CAKE...
[2025-12-26T20:18:28.072801] [INFO ] [sig       ] Generating forecast for: CAKE
[2025-12-26T20:18:28.072837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2025-12-26T20:18:28.085887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2025-12-26T20:18:28.086248] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2025-12-26T20:18:28.087189] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2025-12-26T20:18:28.087243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:28.087275] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:28.087301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:28.087359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:28.147880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:28.148749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:28.148834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:28.148870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:28.271357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:28.271509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:28.271551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:28.271597] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:28.274924] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: UP (p=99.50%)
[2025-12-26T20:18:28.275191] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2025-12-26T20:18:28.275314] [INFO ] [sig       ] CAKE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:28.414868] [INFO ] [LOCAL     ] Saved forecast: CAKE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CAKE.txt
[2025-12-26T20:18:28.414990] [INFO ] [sig       ] [585/3548] Completed CAKE in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-26T20:18:28.415029] [INFO ] [sig       ] [586/3548] Forecasting CAL...
[2025-12-26T20:18:28.415059] [INFO ] [sig       ] Generating forecast for: CAL
[2025-12-26T20:18:28.415089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-12-26T20:18:28.426751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2025-12-26T20:18:28.427079] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-12-26T20:18:28.427864] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-12-26T20:18:28.427916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:28.427948] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:28.427974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:28.428031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:28.488050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:28.488994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:28.489092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:28.489137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:28.612889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:28.613039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:28.613083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:28.613111] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:28.616526] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: UP (p=84.51%)
[2025-12-26T20:18:28.616819] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-12-26T20:18:28.616947] [INFO ] [sig       ] CAL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:28.760130] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CAL.txt
[2025-12-26T20:18:28.760260] [INFO ] [sig       ] [586/3548] Completed CAL in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-26T20:18:28.760298] [INFO ] [sig       ] [587/3548] Forecasting CALC...
[2025-12-26T20:18:28.760326] [INFO ] [sig       ] Generating forecast for: CALC
[2025-12-26T20:18:28.760356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'.
[2025-12-26T20:18:28.772192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALC'.
[2025-12-26T20:18:28.772534] [INFO ] [FORECASTER] Starting predict_future for CALC
[2025-12-26T20:18:28.773327] [DEBUG] [LOCAL     ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt
[2025-12-26T20:18:28.773379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:28.773412] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:28.773439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:28.773497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:28.831324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:28.832036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:28.832116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:28.832149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:28.955549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:28.955720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:28.955795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:28.955828] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:28.959596] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: UP (p=60.62%)
[2025-12-26T20:18:28.959947] [INFO ] [FORECASTER] Completed predict_future for CALC
[2025-12-26T20:18:28.960087] [INFO ] [sig       ] CALC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:29.104206] [INFO ] [LOCAL     ] Saved forecast: CALC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CALC.txt
[2025-12-26T20:18:29.104343] [INFO ] [sig       ] [587/3548] Completed CALC in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-26T20:18:29.104396] [INFO ] [sig       ] [588/3548] Forecasting CALM...
[2025-12-26T20:18:29.104432] [INFO ] [sig       ] Generating forecast for: CALM
[2025-12-26T20:18:29.104464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2025-12-26T20:18:29.116251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2025-12-26T20:18:29.116615] [INFO ] [FORECASTER] Starting predict_future for CALM
[2025-12-26T20:18:29.117661] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2025-12-26T20:18:29.117713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:29.117774] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:29.117802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:29.117860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:29.176985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:29.177767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:29.177848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:29.177883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:29.303959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:29.304116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:29.304161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:29.304189] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:29.307637] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: DOWN (p=9.86%)
[2025-12-26T20:18:29.307927] [INFO ] [FORECASTER] Completed predict_future for CALM
[2025-12-26T20:18:29.308055] [INFO ] [sig       ] CALM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:29.455782] [INFO ] [LOCAL     ] Saved forecast: CALM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CALM.txt
[2025-12-26T20:18:29.455961] [INFO ] [sig       ] [588/3548] Completed CALM in 0.4s | 2.87 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-26T20:18:29.456004] [INFO ] [sig       ] [589/3548] Forecasting CALX...
[2025-12-26T20:18:29.456033] [INFO ] [sig       ] Generating forecast for: CALX
[2025-12-26T20:18:29.456064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-12-26T20:18:29.468325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2025-12-26T20:18:29.468736] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-12-26T20:18:29.469684] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-12-26T20:18:29.469739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:29.469772] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:29.469799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:29.469868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:29.527031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:29.527888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:29.527971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:29.528003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:29.652767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:29.652924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:29.652971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:29.653000] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:29.656615] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: UP (p=81.49%)
[2025-12-26T20:18:29.656927] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-12-26T20:18:29.657083] [INFO ] [sig       ] CALX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:29.805133] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CALX.txt
[2025-12-26T20:18:29.805298] [INFO ] [sig       ] [589/3548] Completed CALX in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-26T20:18:29.805339] [INFO ] [sig       ] [590/3548] Forecasting CAPL...
[2025-12-26T20:18:29.805369] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-12-26T20:18:29.805413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-12-26T20:18:29.818151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2025-12-26T20:18:29.818586] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-12-26T20:18:29.819447] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-12-26T20:18:29.819500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:29.819536] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:29.819595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:29.819663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:29.879288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:29.880202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:29.880293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:29.880327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:30.002596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:30.002754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:30.002797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:30.002826] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:30.006822] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=54.56%)
[2025-12-26T20:18:30.007118] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-12-26T20:18:30.007248] [INFO ] [sig       ] CAPL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:30.149846] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CAPL.txt
[2025-12-26T20:18:30.149982] [INFO ] [sig       ] [590/3548] Completed CAPL in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-26T20:18:30.150021] [INFO ] [sig       ] [591/3548] Forecasting CARE...
[2025-12-26T20:18:30.150051] [INFO ] [sig       ] Generating forecast for: CARE
[2025-12-26T20:18:30.150085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2025-12-26T20:18:30.167656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2025-12-26T20:18:30.168342] [INFO ] [FORECASTER] Starting predict_future for CARE
[2025-12-26T20:18:30.169473] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2025-12-26T20:18:30.169538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:30.169604] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:30.169637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:30.169707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:30.246932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:30.248950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:30.249117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:30.249161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:30.374005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:30.374227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:30.374532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:30.374804] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:30.379122] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: UP (p=71.12%)
[2025-12-26T20:18:30.379441] [INFO ] [FORECASTER] Completed predict_future for CARE
[2025-12-26T20:18:30.379669] [INFO ] [sig       ] CARE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:30.533075] [INFO ] [LOCAL     ] Saved forecast: CARE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CARE.txt
[2025-12-26T20:18:30.533244] [INFO ] [sig       ] [591/3548] Completed CARE in 0.4s | 2.86 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-26T20:18:30.533286] [INFO ] [sig       ] [592/3548] Forecasting CARG...
[2025-12-26T20:18:30.533314] [INFO ] [sig       ] Generating forecast for: CARG
[2025-12-26T20:18:30.533351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2025-12-26T20:18:30.546129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2025-12-26T20:18:30.546508] [INFO ] [FORECASTER] Starting predict_future for CARG
[2025-12-26T20:18:30.547340] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2025-12-26T20:18:30.547395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:30.547426] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:30.547453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:30.547511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:30.604119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:30.604844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:30.604926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:30.604958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:30.727180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:30.727344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:30.727389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:30.727417] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:30.730917] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: UP (p=53.36%)
[2025-12-26T20:18:30.731191] [INFO ] [FORECASTER] Completed predict_future for CARG
[2025-12-26T20:18:30.731318] [INFO ] [sig       ] CARG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:30.877003] [INFO ] [LOCAL     ] Saved forecast: CARG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CARG.txt
[2025-12-26T20:18:30.877148] [INFO ] [sig       ] [592/3548] Completed CARG in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-26T20:18:30.877187] [INFO ] [sig       ] [593/3548] Forecasting CARS...
[2025-12-26T20:18:30.877216] [INFO ] [sig       ] Generating forecast for: CARS
[2025-12-26T20:18:30.877244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-12-26T20:18:30.889299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2025-12-26T20:18:30.889699] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-12-26T20:18:30.890741] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-12-26T20:18:30.890792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:30.890824] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:30.890855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:30.890927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:30.949316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:30.950103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:30.950185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:30.950217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:31.071765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:31.071927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:31.071970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:31.072000] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:31.075474] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: DOWN (p=39.04%)
[2025-12-26T20:18:31.075788] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-12-26T20:18:31.075933] [INFO ] [sig       ] CARS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:31.218955] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CARS.txt
[2025-12-26T20:18:31.219126] [INFO ] [sig       ] [593/3548] Completed CARS in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-26T20:18:31.219167] [INFO ] [sig       ] [594/3548] Forecasting CASH...
[2025-12-26T20:18:31.219198] [INFO ] [sig       ] Generating forecast for: CASH
[2025-12-26T20:18:31.219228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2025-12-26T20:18:31.230544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2025-12-26T20:18:31.230927] [INFO ] [FORECASTER] Starting predict_future for CASH
[2025-12-26T20:18:31.231735] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2025-12-26T20:18:31.231787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:31.231824] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:31.231857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:31.231917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:31.293148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:31.294144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:31.294237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:31.294271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:31.413155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:31.413311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:31.413355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:31.413384] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:31.417019] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: UP (p=88.43%)
[2025-12-26T20:18:31.417291] [INFO ] [FORECASTER] Completed predict_future for CASH
[2025-12-26T20:18:31.417417] [INFO ] [sig       ] CASH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:31.577544] [INFO ] [LOCAL     ] Saved forecast: CASH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CASH.txt
[2025-12-26T20:18:31.577718] [INFO ] [sig       ] [594/3548] Completed CASH in 0.4s | 2.87 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-26T20:18:31.577757] [INFO ] [sig       ] [595/3548] Forecasting CASS...
[2025-12-26T20:18:31.577786] [INFO ] [sig       ] Generating forecast for: CASS
[2025-12-26T20:18:31.577815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2025-12-26T20:18:31.589185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2025-12-26T20:18:31.589563] [INFO ] [FORECASTER] Starting predict_future for CASS
[2025-12-26T20:18:31.590404] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2025-12-26T20:18:31.590456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:31.590502] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:31.590530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:31.590608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:31.653465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:31.654342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:31.654425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:31.654457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:31.773275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:31.773427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:31.773469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:31.773496] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:31.777231] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: DOWN (p=13.18%)
[2025-12-26T20:18:31.777509] [INFO ] [FORECASTER] Completed predict_future for CASS
[2025-12-26T20:18:31.777653] [INFO ] [sig       ] CASS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:31.919758] [INFO ] [LOCAL     ] Saved forecast: CASS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CASS.txt
[2025-12-26T20:18:31.919915] [INFO ] [sig       ] [595/3548] Completed CASS in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-26T20:18:31.919955] [INFO ] [sig       ] [596/3548] Forecasting CASY...
[2025-12-26T20:18:31.919985] [INFO ] [sig       ] Generating forecast for: CASY
[2025-12-26T20:18:31.920205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2025-12-26T20:18:31.931439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2025-12-26T20:18:31.931779] [INFO ] [FORECASTER] Starting predict_future for CASY
[2025-12-26T20:18:31.932554] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2025-12-26T20:18:31.932625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:31.932657] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:31.932684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:31.932742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:31.989592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:31.990240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:31.990315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:31.990347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:32.111582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:32.111744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:32.111788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:32.111817] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:32.115319] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: DOWN (p=44.55%)
[2025-12-26T20:18:32.115626] [INFO ] [FORECASTER] Completed predict_future for CASY
[2025-12-26T20:18:32.115754] [INFO ] [sig       ] CASY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:32.258760] [INFO ] [LOCAL     ] Saved forecast: CASY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CASY.txt
[2025-12-26T20:18:32.258946] [INFO ] [sig       ] [596/3548] Completed CASY in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-26T20:18:32.258988] [INFO ] [sig       ] [597/3548] Forecasting CATH...
[2025-12-26T20:18:32.259019] [INFO ] [sig       ] Generating forecast for: CATH
[2025-12-26T20:18:32.259048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2025-12-26T20:18:32.270032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2025-12-26T20:18:32.270624] [INFO ] [FORECASTER] Starting predict_future for CATH
[2025-12-26T20:18:32.271607] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2025-12-26T20:18:32.271658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:32.271690] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:32.271715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:32.271773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:32.329670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:32.330451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:32.330531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:32.330566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:32.447741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:32.447888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:32.447931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:32.447965] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:32.451407] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: UP (p=90.20%)
[2025-12-26T20:18:32.451700] [INFO ] [FORECASTER] Completed predict_future for CATH
[2025-12-26T20:18:32.451827] [INFO ] [sig       ] CATH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:32.590542] [INFO ] [LOCAL     ] Saved forecast: CATH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CATH.txt
[2025-12-26T20:18:32.590701] [INFO ] [sig       ] [597/3548] Completed CATH in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-26T20:18:32.590741] [INFO ] [sig       ] [598/3548] Forecasting CATO...
[2025-12-26T20:18:32.590771] [INFO ] [sig       ] Generating forecast for: CATO
[2025-12-26T20:18:32.590801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-12-26T20:18:32.601260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2025-12-26T20:18:32.601672] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-12-26T20:18:32.602440] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-12-26T20:18:32.602491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:32.602522] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:32.602549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:32.602636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:32.659326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:32.660104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:32.660212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:32.660247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:32.782269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:32.782423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:32.782468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:32.782497] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:32.785984] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=8.29%)
[2025-12-26T20:18:32.786269] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-12-26T20:18:32.786398] [INFO ] [sig       ] CATO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:32.933427] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CATO.txt
[2025-12-26T20:18:32.933636] [INFO ] [sig       ] [598/3548] Completed CATO in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-26T20:18:32.933684] [INFO ] [sig       ] [599/3548] Forecasting CATY...
[2025-12-26T20:18:32.933721] [INFO ] [sig       ] Generating forecast for: CATY
[2025-12-26T20:18:32.933752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2025-12-26T20:18:32.946744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2025-12-26T20:18:32.947201] [INFO ] [FORECASTER] Starting predict_future for CATY
[2025-12-26T20:18:32.948608] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2025-12-26T20:18:32.948670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:32.948709] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:32.948741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:32.948820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:33.010409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:33.011327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:33.011413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:33.011445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:33.134147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:33.134289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:33.134331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:33.134359] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:33.137722] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: UP (p=55.11%)
[2025-12-26T20:18:33.137994] [INFO ] [FORECASTER] Completed predict_future for CATY
[2025-12-26T20:18:33.138113] [INFO ] [sig       ] CATY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:33.281120] [INFO ] [LOCAL     ] Saved forecast: CATY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CATY.txt
[2025-12-26T20:18:33.281280] [INFO ] [sig       ] [599/3548] Completed CATY in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-26T20:18:33.281320] [INFO ] [sig       ] [600/3548] Forecasting CAVA...
[2025-12-26T20:18:33.281350] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-12-26T20:18:33.281381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-12-26T20:18:33.292279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2025-12-26T20:18:33.292685] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-12-26T20:18:33.293490] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-12-26T20:18:33.293541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:33.293597] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:33.293628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:33.293686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:33.350442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:33.351407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:33.351494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:33.351526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:33.471062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:33.471214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:33.471255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:33.471284] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:33.474690] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=42.55%)
[2025-12-26T20:18:33.474962] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-12-26T20:18:33.475088] [INFO ] [sig       ] CAVA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:33.614172] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CAVA.txt
[2025-12-26T20:18:33.614312] [INFO ] [sig       ] [600/3548] Completed CAVA in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-26T20:18:33.614352] [INFO ] [sig       ] [601/3548] Forecasting CB...
[2025-12-26T20:18:33.614382] [INFO ] [sig       ] Generating forecast for: CB
[2025-12-26T20:18:33.614413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-12-26T20:18:33.625402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2025-12-26T20:18:33.625776] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-12-26T20:18:33.626543] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-12-26T20:18:33.626625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:33.626660] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:33.626688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:33.626745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:33.684624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:33.685364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:33.685448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:33.685481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:33.813218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:33.813403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:33.813453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:33.813484] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:33.817055] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: UP (p=58.54%)
[2025-12-26T20:18:33.817338] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-12-26T20:18:33.817464] [INFO ] [sig       ] CB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:33.956124] [INFO ] [LOCAL     ] Saved forecast: CB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CB.txt
[2025-12-26T20:18:33.956293] [INFO ] [sig       ] [601/3548] Completed CB in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-26T20:18:33.956334] [INFO ] [sig       ] [602/3548] Forecasting CBAN...
[2025-12-26T20:18:33.956365] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-12-26T20:18:33.956396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-12-26T20:18:33.968039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2025-12-26T20:18:33.968401] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-12-26T20:18:33.969214] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-12-26T20:18:33.969265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:33.969297] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:33.969324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:33.969382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:34.025078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:34.025816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:34.025895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:34.025927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:34.142316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:34.142468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:34.142512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:34.142558] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:34.146225] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: UP (p=58.95%)
[2025-12-26T20:18:34.146519] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-12-26T20:18:34.146668] [INFO ] [sig       ] CBAN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:34.289416] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CBAN.txt
[2025-12-26T20:18:34.289551] [INFO ] [sig       ] [602/3548] Completed CBAN in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-26T20:18:34.289608] [INFO ] [sig       ] [603/3548] Forecasting CBL...
[2025-12-26T20:18:34.289639] [INFO ] [sig       ] Generating forecast for: CBL
[2025-12-26T20:18:34.289669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-12-26T20:18:34.300845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2025-12-26T20:18:34.301187] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-12-26T20:18:34.301995] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-12-26T20:18:34.302046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:34.302077] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:34.302104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:34.302161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:34.360269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:34.360950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:34.361031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:34.361064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:34.483987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:34.484149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:34.484192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:34.484220] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:34.487620] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: DOWN (p=6.58%)
[2025-12-26T20:18:34.487892] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-12-26T20:18:34.488017] [INFO ] [sig       ] CBL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:34.632354] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CBL.txt
[2025-12-26T20:18:34.632529] [INFO ] [sig       ] [603/3548] Completed CBL in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-26T20:18:34.632585] [INFO ] [sig       ] [604/3548] Forecasting CBNK...
[2025-12-26T20:18:34.632617] [INFO ] [sig       ] Generating forecast for: CBNK
[2025-12-26T20:18:34.632648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'.
[2025-12-26T20:18:34.643966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBNK'.
[2025-12-26T20:18:34.644361] [INFO ] [FORECASTER] Starting predict_future for CBNK
[2025-12-26T20:18:34.645197] [DEBUG] [LOCAL     ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt
[2025-12-26T20:18:34.645250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:34.645282] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:34.645308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:34.645365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:34.703552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:34.704512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:34.704618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:34.704681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:34.823436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:34.823612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:34.823661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:34.823690] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:34.827166] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: DOWN (p=37.37%)
[2025-12-26T20:18:34.827445] [INFO ] [FORECASTER] Completed predict_future for CBNK
[2025-12-26T20:18:34.827592] [INFO ] [sig       ] CBNK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:34.970007] [INFO ] [LOCAL     ] Saved forecast: CBNK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CBNK.txt
[2025-12-26T20:18:34.970162] [INFO ] [sig       ] [604/3548] Completed CBNK in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-26T20:18:34.970201] [INFO ] [sig       ] [605/3548] Forecasting CBRE...
[2025-12-26T20:18:34.970229] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-12-26T20:18:34.970259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-12-26T20:18:34.981803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2025-12-26T20:18:34.982137] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-12-26T20:18:34.982916] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-12-26T20:18:34.982968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:34.983047] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:34.983074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:34.983132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:35.041023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:35.041722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:35.041800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:35.041833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:35.160611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:35.160759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:35.160801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:35.160829] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:35.164202] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: DOWN (p=10.13%)
[2025-12-26T20:18:35.164482] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-12-26T20:18:35.164627] [INFO ] [sig       ] CBRE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:35.305389] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CBRE.txt
[2025-12-26T20:18:35.305532] [INFO ] [sig       ] [605/3548] Completed CBRE in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-26T20:18:35.305600] [INFO ] [sig       ] [606/3548] Forecasting CBRL...
[2025-12-26T20:18:35.305644] [INFO ] [sig       ] Generating forecast for: CBRL
[2025-12-26T20:18:35.305681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2025-12-26T20:18:35.320538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRL'.
[2025-12-26T20:18:35.320968] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2025-12-26T20:18:35.321806] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2025-12-26T20:18:35.321858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:35.321891] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:35.321953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:35.322020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:35.379409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:35.380069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:35.380147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:35.380181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:35.505120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:35.505275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:35.505318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:35.505347] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:35.508783] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: UP (p=56.50%)
[2025-12-26T20:18:35.509091] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2025-12-26T20:18:35.509220] [INFO ] [sig       ] CBRL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:35.652089] [INFO ] [LOCAL     ] Saved forecast: CBRL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CBRL.txt
[2025-12-26T20:18:35.652245] [INFO ] [sig       ] [606/3548] Completed CBRL in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-26T20:18:35.652284] [INFO ] [sig       ] [607/3548] Forecasting CBSH...
[2025-12-26T20:18:35.652315] [INFO ] [sig       ] Generating forecast for: CBSH
[2025-12-26T20:18:35.652345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2025-12-26T20:18:35.663345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2025-12-26T20:18:35.663749] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2025-12-26T20:18:35.664561] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2025-12-26T20:18:35.664644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:35.664678] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:35.664706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:35.664766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:35.722281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:35.723192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:35.723276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:35.723306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:35.837410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:35.837560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:35.837622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:35.837651] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:35.840999] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-12-26T20:18:35.841268] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2025-12-26T20:18:35.841389] [INFO ] [sig       ] CBSH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:35.986913] [INFO ] [LOCAL     ] Saved forecast: CBSH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CBSH.txt
[2025-12-26T20:18:35.987041] [INFO ] [sig       ] [607/3548] Completed CBSH in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-26T20:18:35.987078] [INFO ] [sig       ] [608/3548] Forecasting CBUS...
[2025-12-26T20:18:35.987108] [INFO ] [sig       ] Generating forecast for: CBUS
[2025-12-26T20:18:35.987137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2025-12-26T20:18:36.000626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBUS'.
[2025-12-26T20:18:36.001110] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2025-12-26T20:18:36.002234] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2025-12-26T20:18:36.002303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:36.002350] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:36.002392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:36.002477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:36.069900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:36.070840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:36.070933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:36.070966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:36.208659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:36.208863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:36.208946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:36.209023] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:36.212615] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: UP (p=68.38%)
[2025-12-26T20:18:36.212902] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2025-12-26T20:18:36.213039] [INFO ] [sig       ] CBUS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:36.355358] [INFO ] [LOCAL     ] Saved forecast: CBUS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CBUS.txt
[2025-12-26T20:18:36.355514] [INFO ] [sig       ] [608/3548] Completed CBUS in 0.4s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-26T20:18:36.355554] [INFO ] [sig       ] [609/3548] Forecasting CBZ...
[2025-12-26T20:18:36.355605] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-12-26T20:18:36.355638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-12-26T20:18:36.366807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2025-12-26T20:18:36.367194] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-12-26T20:18:36.367997] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-12-26T20:18:36.368049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:36.368080] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:36.368106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:36.368163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:36.426070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:36.426955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:36.427036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:36.427070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:36.545823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:36.545965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:36.546007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:36.546036] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:36.549519] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: DOWN (p=6.59%)
[2025-12-26T20:18:36.549812] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-12-26T20:18:36.549940] [INFO ] [sig       ] CBZ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:36.690488] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CBZ.txt
[2025-12-26T20:18:36.690636] [INFO ] [sig       ] [609/3548] Completed CBZ in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-26T20:18:36.690677] [INFO ] [sig       ] [610/3548] Forecasting CC...
[2025-12-26T20:18:36.690706] [INFO ] [sig       ] Generating forecast for: CC
[2025-12-26T20:18:36.690737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-12-26T20:18:36.701911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2025-12-26T20:18:36.702249] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-12-26T20:18:36.703047] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-12-26T20:18:36.703109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:36.703146] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:36.703174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:36.703233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:36.759768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:36.760541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:36.760636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:36.760670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:36.884111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:36.884258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:36.884303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:36.884331] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:36.887717] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: DOWN (p=26.33%)
[2025-12-26T20:18:36.887979] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-12-26T20:18:36.888101] [INFO ] [sig       ] CC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:37.030223] [INFO ] [LOCAL     ] Saved forecast: CC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CC.txt
[2025-12-26T20:18:37.030368] [INFO ] [sig       ] [610/3548] Completed CC in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-26T20:18:37.030406] [INFO ] [sig       ] [611/3548] Forecasting CCAP...
[2025-12-26T20:18:37.030435] [INFO ] [sig       ] Generating forecast for: CCAP
[2025-12-26T20:18:37.030465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2025-12-26T20:18:37.139939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2025-12-26T20:18:37.140345] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2025-12-26T20:18:37.141176] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2025-12-26T20:18:37.141228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:37.141259] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:37.141286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:37.141344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:37.203313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:37.204199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:37.204281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:37.204313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:37.338583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:37.338733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:37.338776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:37.338805] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:37.342318] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: DOWN (p=22.66%)
[2025-12-26T20:18:37.342614] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2025-12-26T20:18:37.342741] [INFO ] [sig       ] CCAP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:37.484764] [INFO ] [LOCAL     ] Saved forecast: CCAP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CCAP.txt
[2025-12-26T20:18:37.484954] [INFO ] [sig       ] [611/3548] Completed CCAP in 0.5s | 2.87 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-26T20:18:37.484994] [INFO ] [sig       ] [612/3548] Forecasting CCB...
[2025-12-26T20:18:37.485023] [INFO ] [sig       ] Generating forecast for: CCB
[2025-12-26T20:18:37.485055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2025-12-26T20:18:37.496145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCB'.
[2025-12-26T20:18:37.496521] [INFO ] [FORECASTER] Starting predict_future for CCB
[2025-12-26T20:18:37.497320] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2025-12-26T20:18:37.497371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:37.497403] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:37.497429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:37.497486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:37.555538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:37.556395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:37.556475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:37.556508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:37.678824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:37.678996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:37.679044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:37.679074] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:37.682547] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: UP (p=68.13%)
[2025-12-26T20:18:37.682843] [INFO ] [FORECASTER] Completed predict_future for CCB
[2025-12-26T20:18:37.682968] [INFO ] [sig       ] CCB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:37.826279] [INFO ] [LOCAL     ] Saved forecast: CCB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CCB.txt
[2025-12-26T20:18:37.826421] [INFO ] [sig       ] [612/3548] Completed CCB in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-26T20:18:37.826462] [INFO ] [sig       ] [613/3548] Forecasting CCBG...
[2025-12-26T20:18:37.826491] [INFO ] [sig       ] Generating forecast for: CCBG
[2025-12-26T20:18:37.826523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2025-12-26T20:18:37.838012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2025-12-26T20:18:37.838351] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2025-12-26T20:18:37.839166] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2025-12-26T20:18:37.839219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:37.839250] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:37.839277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:37.839334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:37.899087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:37.899937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:37.900016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:37.900049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:38.017859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:38.018008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:38.018050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:38.018078] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:38.021454] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: DOWN (p=6.81%)
[2025-12-26T20:18:38.021758] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2025-12-26T20:18:38.021882] [INFO ] [sig       ] CCBG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:38.176455] [INFO ] [LOCAL     ] Saved forecast: CCBG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CCBG.txt
[2025-12-26T20:18:38.176633] [INFO ] [sig       ] [613/3548] Completed CCBG in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-26T20:18:38.176674] [INFO ] [sig       ] [614/3548] Forecasting CCCC...
[2025-12-26T20:18:38.176703] [INFO ] [sig       ] Generating forecast for: CCCC
[2025-12-26T20:18:38.176734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2025-12-26T20:18:38.187950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2025-12-26T20:18:38.188347] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2025-12-26T20:18:38.189173] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2025-12-26T20:18:38.189224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:38.189256] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:38.189283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:38.189341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:38.246917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:38.247979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:38.248059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:38.248094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:38.373444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:38.373609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:38.373652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:38.373680] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:38.377001] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: DOWN (p=40.13%)
[2025-12-26T20:18:38.377268] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2025-12-26T20:18:38.377386] [INFO ] [sig       ] CCCC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:38.517370] [INFO ] [LOCAL     ] Saved forecast: CCCC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CCCC.txt
[2025-12-26T20:18:38.517513] [INFO ] [sig       ] [614/3548] Completed CCCC in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-26T20:18:38.517552] [INFO ] [sig       ] [615/3548] Forecasting CCD...
[2025-12-26T20:18:38.517600] [INFO ] [sig       ] Generating forecast for: CCD
[2025-12-26T20:18:38.517632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2025-12-26T20:18:38.529361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2025-12-26T20:18:38.529753] [INFO ] [FORECASTER] Starting predict_future for CCD
[2025-12-26T20:18:38.530518] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2025-12-26T20:18:38.530587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:38.530622] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:38.530650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:38.530713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:38.587322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:38.587947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:38.588050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:38.588084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:38.703534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:38.703720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:38.703763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:38.703791] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:38.707102] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: DOWN (p=0.73%)
[2025-12-26T20:18:38.707368] [INFO ] [FORECASTER] Completed predict_future for CCD
[2025-12-26T20:18:38.707488] [INFO ] [sig       ] CCD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:38.846347] [INFO ] [LOCAL     ] Saved forecast: CCD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CCD.txt
[2025-12-26T20:18:38.846478] [INFO ] [sig       ] [615/3548] Completed CCD in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-26T20:18:38.846515] [INFO ] [sig       ] [616/3548] Forecasting CCEC...
[2025-12-26T20:18:38.846543] [INFO ] [sig       ] Generating forecast for: CCEC
[2025-12-26T20:18:38.846590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEC' from 'https://tdm.silogroup.org/data/derivative_storage/CCEC.csv'.
[2025-12-26T20:18:38.856696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEC'.
[2025-12-26T20:18:38.857004] [INFO ] [FORECASTER] Starting predict_future for CCEC
[2025-12-26T20:18:38.857790] [DEBUG] [LOCAL     ] No optimal features file found for CCEC: ./output/feature-sets/CCEC.txt
[2025-12-26T20:18:38.857841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:38.857872] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:38.857898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:38.857955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:38.914818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:38.915406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:38.915482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:38.915513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:39.022693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:39.022837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:39.022879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:39.022908] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:39.026233] [DEBUG] [FORECASTER] CCEC: Forecast T+1@11:T+2@11: DOWN (p=7.57%)
[2025-12-26T20:18:39.026499] [INFO ] [FORECASTER] Completed predict_future for CCEC
[2025-12-26T20:18:39.026649] [INFO ] [sig       ] CCEC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:39.166428] [INFO ] [LOCAL     ] Saved forecast: CCEC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CCEC.txt
[2025-12-26T20:18:39.166541] [INFO ] [sig       ] [616/3548] Completed CCEC in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-26T20:18:39.166597] [INFO ] [sig       ] [617/3548] Forecasting CCEP...
[2025-12-26T20:18:39.166628] [INFO ] [sig       ] Generating forecast for: CCEP
[2025-12-26T20:18:39.166658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2025-12-26T20:18:39.177870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2025-12-26T20:18:39.178186] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2025-12-26T20:18:39.178988] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2025-12-26T20:18:39.179039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:39.179071] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:39.179100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:39.179157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:39.236162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:39.236783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:39.236864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:39.236905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:39.359992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:39.360145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:39.360188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:39.360217] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:39.363529] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: UP (p=92.02%)
[2025-12-26T20:18:39.363810] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2025-12-26T20:18:39.363933] [INFO ] [sig       ] CCEP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:39.507793] [INFO ] [LOCAL     ] Saved forecast: CCEP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CCEP.txt
[2025-12-26T20:18:39.507918] [INFO ] [sig       ] [617/3548] Completed CCEP in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-26T20:18:39.507956] [INFO ] [sig       ] [618/3548] Forecasting CCI...
[2025-12-26T20:18:39.507985] [INFO ] [sig       ] Generating forecast for: CCI
[2025-12-26T20:18:39.508015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-12-26T20:18:39.520135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2025-12-26T20:18:39.520561] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-12-26T20:18:39.521450] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-12-26T20:18:39.521505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:39.521537] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:39.521564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:39.521643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:39.578491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:39.579404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:39.579487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:39.579518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:39.702807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:39.702969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:39.703012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:39.703042] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:39.706627] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: UP (p=91.56%)
[2025-12-26T20:18:39.706930] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-12-26T20:18:39.707064] [INFO ] [sig       ] CCI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:39.861827] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CCI.txt
[2025-12-26T20:18:39.862010] [INFO ] [sig       ] [618/3548] Completed CCI in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-26T20:18:39.862050] [INFO ] [sig       ] [619/3548] Forecasting CCIF...
[2025-12-26T20:18:39.862081] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-12-26T20:18:39.862111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-12-26T20:18:39.872789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2025-12-26T20:18:39.873193] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-12-26T20:18:39.873982] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-12-26T20:18:39.874034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:39.874080] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:39.874108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:39.874166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:39.931174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:39.932055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:39.932137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:39.932170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:40.049447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:40.049617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:40.049659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:40.049687] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:40.053249] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2025-12-26T20:18:40.053740] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-12-26T20:18:40.053866] [INFO ] [sig       ] CCIF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:40.206862] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CCIF.txt
[2025-12-26T20:18:40.207020] [INFO ] [sig       ] [619/3548] Completed CCIF in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-26T20:18:40.207059] [INFO ] [sig       ] [620/3548] Forecasting CCJ...
[2025-12-26T20:18:40.207088] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-12-26T20:18:40.207120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-12-26T20:18:40.218396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2025-12-26T20:18:40.218777] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-12-26T20:18:40.219604] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-12-26T20:18:40.219655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:40.219685] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:40.219711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:40.219768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:40.277436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:40.278268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:40.278352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:40.278385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:40.398152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:40.398300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:40.398341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:40.398368] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:40.401790] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=2.32%)
[2025-12-26T20:18:40.402099] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-12-26T20:18:40.402229] [INFO ] [sig       ] CCJ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:40.551296] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CCJ.txt
[2025-12-26T20:18:40.551449] [INFO ] [sig       ] [620/3548] Completed CCJ in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-26T20:18:40.551488] [INFO ] [sig       ] [621/3548] Forecasting CCK...
[2025-12-26T20:18:40.551518] [INFO ] [sig       ] Generating forecast for: CCK
[2025-12-26T20:18:40.551549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-12-26T20:18:40.562667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2025-12-26T20:18:40.563003] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-12-26T20:18:40.563788] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-12-26T20:18:40.563839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:40.563871] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:40.563897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:40.563954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:40.619786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:40.620605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:40.620685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:40.620717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:40.741132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:40.741284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:40.741325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:40.741353] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:40.744730] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: DOWN (p=19.88%)
[2025-12-26T20:18:40.745002] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-12-26T20:18:40.745125] [INFO ] [sig       ] CCK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:40.884307] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CCK.txt
[2025-12-26T20:18:40.884449] [INFO ] [sig       ] [621/3548] Completed CCK in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-26T20:18:40.884489] [INFO ] [sig       ] [622/3548] Forecasting CCL...
[2025-12-26T20:18:40.884519] [INFO ] [sig       ] Generating forecast for: CCL
[2025-12-26T20:18:40.884548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-12-26T20:18:40.896206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2025-12-26T20:18:40.896550] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-12-26T20:18:40.897366] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-12-26T20:18:40.897418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:40.897477] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:40.897505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:40.897562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:40.954233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:40.954865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:40.954940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:40.954972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:41.078734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:41.078893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:41.078936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:41.078964] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:41.082326] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=33.39%)
[2025-12-26T20:18:41.082606] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-12-26T20:18:41.082728] [INFO ] [sig       ] CCL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:41.223702] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CCL.txt
[2025-12-26T20:18:41.223829] [INFO ] [sig       ] [622/3548] Completed CCL in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-26T20:18:41.223873] [INFO ] [sig       ] [623/3548] Forecasting CCLD...
[2025-12-26T20:18:41.223905] [INFO ] [sig       ] Generating forecast for: CCLD
[2025-12-26T20:18:41.223935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2025-12-26T20:18:41.234846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2025-12-26T20:18:41.235199] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2025-12-26T20:18:41.235976] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2025-12-26T20:18:41.236026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:41.236056] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:41.236083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:41.236139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:41.292920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:41.293610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:41.293686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:41.293718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:41.413698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:41.413844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:41.413886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:41.413913] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:41.417243] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: DOWN (p=35.64%)
[2025-12-26T20:18:41.417506] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2025-12-26T20:18:41.417646] [INFO ] [sig       ] CCLD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:41.560138] [INFO ] [LOCAL     ] Saved forecast: CCLD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CCLD.txt
[2025-12-26T20:18:41.560278] [INFO ] [sig       ] [623/3548] Completed CCLD in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-26T20:18:41.560316] [INFO ] [sig       ] [624/3548] Forecasting CCNE...
[2025-12-26T20:18:41.560346] [INFO ] [sig       ] Generating forecast for: CCNE
[2025-12-26T20:18:41.560375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2025-12-26T20:18:41.571188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2025-12-26T20:18:41.571506] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2025-12-26T20:18:41.572279] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2025-12-26T20:18:41.572330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:41.572361] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:41.572387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:41.572450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:41.631978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:41.632711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:41.632788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:41.632819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:41.753068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:41.753223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:41.753266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:41.753294] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:41.756877] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: UP (p=85.48%)
[2025-12-26T20:18:41.757194] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2025-12-26T20:18:41.757379] [INFO ] [sig       ] CCNE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:41.908867] [INFO ] [LOCAL     ] Saved forecast: CCNE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CCNE.txt
[2025-12-26T20:18:41.909087] [INFO ] [sig       ] [624/3548] Completed CCNE in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-26T20:18:41.909132] [INFO ] [sig       ] [625/3548] Forecasting CCO...
[2025-12-26T20:18:41.909165] [INFO ] [sig       ] Generating forecast for: CCO
[2025-12-26T20:18:41.909195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-12-26T20:18:41.920704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2025-12-26T20:18:41.921115] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-12-26T20:18:41.921911] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-12-26T20:18:41.921963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:41.921994] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:41.922020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:41.922078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:41.978187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:41.979126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:41.979214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:41.979245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:42.102073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:42.102225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:42.102267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:42.102327] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:42.105851] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: UP (p=88.51%)
[2025-12-26T20:18:42.106133] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-12-26T20:18:42.106289] [INFO ] [sig       ] CCO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:42.255743] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CCO.txt
[2025-12-26T20:18:42.255887] [INFO ] [sig       ] [625/3548] Completed CCO in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-26T20:18:42.255926] [INFO ] [sig       ] [626/3548] Forecasting CCOI...
[2025-12-26T20:18:42.255954] [INFO ] [sig       ] Generating forecast for: CCOI
[2025-12-26T20:18:42.255985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2025-12-26T20:18:42.267033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2025-12-26T20:18:42.267413] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2025-12-26T20:18:42.268215] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2025-12-26T20:18:42.268267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:42.268297] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:42.268323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:42.268381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:42.326512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:42.327354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:42.327436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:42.327468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:42.446091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:42.446302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:42.446372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:42.446436] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:42.450017] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: DOWN (p=13.13%)
[2025-12-26T20:18:42.450292] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2025-12-26T20:18:42.450424] [INFO ] [sig       ] CCOI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:42.594095] [INFO ] [LOCAL     ] Saved forecast: CCOI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CCOI.txt
[2025-12-26T20:18:42.594212] [INFO ] [sig       ] [626/3548] Completed CCOI in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-26T20:18:42.594249] [INFO ] [sig       ] [627/3548] Forecasting CCRN...
[2025-12-26T20:18:42.594279] [INFO ] [sig       ] Generating forecast for: CCRN
[2025-12-26T20:18:42.594307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2025-12-26T20:18:42.605796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2025-12-26T20:18:42.606128] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2025-12-26T20:18:42.606918] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2025-12-26T20:18:42.606971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:42.607003] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:42.607029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:42.607089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:42.664099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:42.664740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:42.664816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:42.664848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:42.782778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:42.782928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:42.782971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:42.783002] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:42.786424] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: DOWN (p=19.49%)
[2025-12-26T20:18:42.786715] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2025-12-26T20:18:42.786837] [INFO ] [sig       ] CCRN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:42.936457] [INFO ] [LOCAL     ] Saved forecast: CCRN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CCRN.txt
[2025-12-26T20:18:42.936595] [INFO ] [sig       ] [627/3548] Completed CCRN in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-26T20:18:42.936635] [INFO ] [sig       ] [628/3548] Forecasting CCS...
[2025-12-26T20:18:42.936664] [INFO ] [sig       ] Generating forecast for: CCS
[2025-12-26T20:18:42.936694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-12-26T20:18:42.947467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2025-12-26T20:18:42.947823] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-12-26T20:18:42.948606] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-12-26T20:18:42.948657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:42.948688] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:42.948714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:42.948771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:43.006193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:43.006860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:43.006952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:43.006984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:43.123942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:43.124064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:43.124107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:43.124134] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:43.127448] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: UP (p=86.57%)
[2025-12-26T20:18:43.127730] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-12-26T20:18:43.127854] [INFO ] [sig       ] CCS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:43.276542] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CCS.txt
[2025-12-26T20:18:43.276708] [INFO ] [sig       ] [628/3548] Completed CCS in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-26T20:18:43.276750] [INFO ] [sig       ] [629/3548] Forecasting CCSI...
[2025-12-26T20:18:43.276780] [INFO ] [sig       ] Generating forecast for: CCSI
[2025-12-26T20:18:43.276810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2025-12-26T20:18:43.287688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2025-12-26T20:18:43.288013] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2025-12-26T20:18:43.288793] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2025-12-26T20:18:43.288844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:43.288898] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:43.288931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:43.288997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:43.345531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:43.346225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:43.346304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:43.346336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:43.459960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:43.460106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:43.460148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:43.460177] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:43.463523] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: DOWN (p=34.87%)
[2025-12-26T20:18:43.463809] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2025-12-26T20:18:43.463929] [INFO ] [sig       ] CCSI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:43.603372] [INFO ] [LOCAL     ] Saved forecast: CCSI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CCSI.txt
[2025-12-26T20:18:43.603499] [INFO ] [sig       ] [629/3548] Completed CCSI in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-26T20:18:43.603537] [INFO ] [sig       ] [630/3548] Forecasting CDC...
[2025-12-26T20:18:43.603565] [INFO ] [sig       ] Generating forecast for: CDC
[2025-12-26T20:18:43.603616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2025-12-26T20:18:43.614708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2025-12-26T20:18:43.615078] [INFO ] [FORECASTER] Starting predict_future for CDC
[2025-12-26T20:18:43.615862] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2025-12-26T20:18:43.615913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:43.615944] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:43.615985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:43.616044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:43.673765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:43.674511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:43.674611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:43.674648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:43.793256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:43.793393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:43.793434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:43.793462] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:43.796789] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: DOWN (p=7.43%)
[2025-12-26T20:18:43.797055] [INFO ] [FORECASTER] Completed predict_future for CDC
[2025-12-26T20:18:43.797177] [INFO ] [sig       ] CDC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:43.939127] [INFO ] [LOCAL     ] Saved forecast: CDC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CDC.txt
[2025-12-26T20:18:43.939251] [INFO ] [sig       ] [630/3548] Completed CDC in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-26T20:18:43.939289] [INFO ] [sig       ] [631/3548] Forecasting CDE...
[2025-12-26T20:18:43.939317] [INFO ] [sig       ] Generating forecast for: CDE
[2025-12-26T20:18:43.939347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-12-26T20:18:43.950293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2025-12-26T20:18:43.950615] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-12-26T20:18:43.951366] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-12-26T20:18:43.951417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:43.951448] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:43.951475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:43.951533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:44.008031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:44.008660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:44.008738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:44.008777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:44.132267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:44.132425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:44.132470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:44.132498] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:44.135911] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: DOWN (p=19.03%)
[2025-12-26T20:18:44.136181] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-12-26T20:18:44.136307] [INFO ] [sig       ] CDE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:44.276019] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CDE.txt
[2025-12-26T20:18:44.276146] [INFO ] [sig       ] [631/3548] Completed CDE in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-26T20:18:44.276184] [INFO ] [sig       ] [632/3548] Forecasting CDIO...
[2025-12-26T20:18:44.276212] [INFO ] [sig       ] Generating forecast for: CDIO
[2025-12-26T20:18:44.276242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2025-12-26T20:18:44.286960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2025-12-26T20:18:44.287261] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2025-12-26T20:18:44.288047] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2025-12-26T20:18:44.288098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:44.288129] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:44.288156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:44.288218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:44.344944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:44.345544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:44.345672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:44.345711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:44.468983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:44.469140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:44.469184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:44.469215] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:44.472640] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: UP (p=64.43%)
[2025-12-26T20:18:44.472910] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2025-12-26T20:18:44.473035] [INFO ] [sig       ] CDIO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:44.612845] [INFO ] [LOCAL     ] Saved forecast: CDIO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CDIO.txt
[2025-12-26T20:18:44.612965] [INFO ] [sig       ] [632/3548] Completed CDIO in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-26T20:18:44.613002] [INFO ] [sig       ] [633/3548] Forecasting CDL...
[2025-12-26T20:18:44.613032] [INFO ] [sig       ] Generating forecast for: CDL
[2025-12-26T20:18:44.613062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2025-12-26T20:18:44.623647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2025-12-26T20:18:44.623974] [INFO ] [FORECASTER] Starting predict_future for CDL
[2025-12-26T20:18:44.624782] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2025-12-26T20:18:44.624836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:44.624869] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:44.624896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:44.624956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:44.681960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:44.682567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:44.682660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:44.682690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:44.791585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:44.791719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:44.791760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:44.791788] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:44.795069] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: UP (p=77.61%)
[2025-12-26T20:18:44.795334] [INFO ] [FORECASTER] Completed predict_future for CDL
[2025-12-26T20:18:44.795457] [INFO ] [sig       ] CDL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:44.934692] [INFO ] [LOCAL     ] Saved forecast: CDL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CDL.txt
[2025-12-26T20:18:44.934810] [INFO ] [sig       ] [633/3548] Completed CDL in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-26T20:18:44.934848] [INFO ] [sig       ] [634/3548] Forecasting CDNA...
[2025-12-26T20:18:44.934876] [INFO ] [sig       ] Generating forecast for: CDNA
[2025-12-26T20:18:44.934912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2025-12-26T20:18:44.945799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2025-12-26T20:18:44.946109] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2025-12-26T20:18:44.946871] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2025-12-26T20:18:44.946922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:44.946953] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:44.946980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:44.947037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:45.003438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:45.004060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:45.004134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:45.004166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:45.123044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:45.123180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:45.123223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:45.123250] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:45.126665] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: DOWN (p=15.17%)
[2025-12-26T20:18:45.126927] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2025-12-26T20:18:45.127047] [INFO ] [sig       ] CDNA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:45.271020] [INFO ] [LOCAL     ] Saved forecast: CDNA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CDNA.txt
[2025-12-26T20:18:45.271154] [INFO ] [sig       ] [634/3548] Completed CDNA in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-26T20:18:45.271193] [INFO ] [sig       ] [635/3548] Forecasting CDNS...
[2025-12-26T20:18:45.271224] [INFO ] [sig       ] Generating forecast for: CDNS
[2025-12-26T20:18:45.271257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2025-12-26T20:18:45.282457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2025-12-26T20:18:45.282788] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2025-12-26T20:18:45.283623] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2025-12-26T20:18:45.283676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:45.283710] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:45.283737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:45.283795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:45.342684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:45.343546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:45.343654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:45.343688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:45.465739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:45.465886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:45.465930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:45.465960] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:45.469410] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: UP (p=53.61%)
[2025-12-26T20:18:45.469714] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2025-12-26T20:18:45.469842] [INFO ] [sig       ] CDNS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:45.620902] [INFO ] [LOCAL     ] Saved forecast: CDNS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CDNS.txt
[2025-12-26T20:18:45.621124] [INFO ] [sig       ] [635/3548] Completed CDNS in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-26T20:18:45.621168] [INFO ] [sig       ] [636/3548] Forecasting CDP...
[2025-12-26T20:18:45.621198] [INFO ] [sig       ] Generating forecast for: CDP
[2025-12-26T20:18:45.621228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-12-26T20:18:45.631946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2025-12-26T20:18:45.632318] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-12-26T20:18:45.633114] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-12-26T20:18:45.633166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:45.633197] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:45.633223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:45.633279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:45.690991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:45.691869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:45.691948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:45.691980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:45.812050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:45.812199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:45.812241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:45.812269] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:45.815658] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: DOWN (p=3.32%)
[2025-12-26T20:18:45.815936] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-12-26T20:18:45.816059] [INFO ] [sig       ] CDP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:45.957549] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CDP.txt
[2025-12-26T20:18:45.957696] [INFO ] [sig       ] [636/3548] Completed CDP in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-26T20:18:45.957736] [INFO ] [sig       ] [637/3548] Forecasting CDRE...
[2025-12-26T20:18:45.957766] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-12-26T20:18:45.957796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-12-26T20:18:45.968304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2025-12-26T20:18:45.968670] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-12-26T20:18:45.969497] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-12-26T20:18:45.969549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:45.969608] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:45.969640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:45.969711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:46.027087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:46.027914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:46.027997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:46.028030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:46.148673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:46.148821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:46.148864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:46.148917] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:46.152412] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: DOWN (p=10.43%)
[2025-12-26T20:18:46.152699] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-12-26T20:18:46.152820] [INFO ] [sig       ] CDRE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:46.293145] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CDRE.txt
[2025-12-26T20:18:46.293278] [INFO ] [sig       ] [637/3548] Completed CDRE in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-26T20:18:46.293319] [INFO ] [sig       ] [638/3548] Forecasting CDRO...
[2025-12-26T20:18:46.293347] [INFO ] [sig       ] Generating forecast for: CDRO
[2025-12-26T20:18:46.293377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2025-12-26T20:18:46.303919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2025-12-26T20:18:46.304278] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2025-12-26T20:18:46.305099] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2025-12-26T20:18:46.305151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:46.305183] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:46.305211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:46.305269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:46.364909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:46.365802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:46.365885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:46.365918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:46.478545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:46.478721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:46.478783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:46.478827] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:46.482555] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: UP (p=93.94%)
[2025-12-26T20:18:46.482859] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2025-12-26T20:18:46.482991] [INFO ] [sig       ] CDRO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:46.639965] [INFO ] [LOCAL     ] Saved forecast: CDRO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CDRO.txt
[2025-12-26T20:18:46.640106] [INFO ] [sig       ] [638/3548] Completed CDRO in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-26T20:18:46.640147] [INFO ] [sig       ] [639/3548] Forecasting CDTX...
[2025-12-26T20:18:46.640176] [INFO ] [sig       ] Generating forecast for: CDTX
[2025-12-26T20:18:46.640205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'.
[2025-12-26T20:18:46.651113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDTX'.
[2025-12-26T20:18:46.651451] [INFO ] [FORECASTER] Starting predict_future for CDTX
[2025-12-26T20:18:46.652234] [DEBUG] [LOCAL     ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt
[2025-12-26T20:18:46.652286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:46.652347] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:46.652384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:46.652464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:46.708341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:46.709098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:46.709176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:46.709208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:46.827083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:46.827235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:46.827282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:46.827310] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:46.830729] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: UP (p=70.09%)
[2025-12-26T20:18:46.830999] [INFO ] [FORECASTER] Completed predict_future for CDTX
[2025-12-26T20:18:46.831123] [INFO ] [sig       ] CDTX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:46.970125] [INFO ] [LOCAL     ] Saved forecast: CDTX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CDTX.txt
[2025-12-26T20:18:46.970266] [INFO ] [sig       ] [639/3548] Completed CDTX in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-26T20:18:46.970306] [INFO ] [sig       ] [640/3548] Forecasting CDXS...
[2025-12-26T20:18:46.970336] [INFO ] [sig       ] Generating forecast for: CDXS
[2025-12-26T20:18:46.970366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2025-12-26T20:18:46.982371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2025-12-26T20:18:46.982818] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2025-12-26T20:18:46.983685] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2025-12-26T20:18:46.983739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:46.983771] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:46.983814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:46.983872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:47.042332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:47.043214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:47.043301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:47.043334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:47.162251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:47.162396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:47.162436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:47.162466] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:47.165818] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: UP (p=52.82%)
[2025-12-26T20:18:47.166084] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2025-12-26T20:18:47.166207] [INFO ] [sig       ] CDXS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:47.308192] [INFO ] [LOCAL     ] Saved forecast: CDXS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CDXS.txt
[2025-12-26T20:18:47.308313] [INFO ] [sig       ] [640/3548] Completed CDXS in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-26T20:18:47.308351] [INFO ] [sig       ] [641/3548] Forecasting CDZI...
[2025-12-26T20:18:47.308380] [INFO ] [sig       ] Generating forecast for: CDZI
[2025-12-26T20:18:47.308409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2025-12-26T20:18:47.319289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2025-12-26T20:18:47.319632] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2025-12-26T20:18:47.320383] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2025-12-26T20:18:47.320434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:47.320467] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:47.320494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:47.320551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:47.377192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:47.377830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:47.377905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:47.377936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:47.500744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:47.500918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:47.500976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:47.501018] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:47.505522] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=3.82%)
[2025-12-26T20:18:47.505988] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2025-12-26T20:18:47.506166] [INFO ] [sig       ] CDZI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:47.662385] [INFO ] [LOCAL     ] Saved forecast: CDZI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CDZI.txt
[2025-12-26T20:18:47.662555] [INFO ] [sig       ] [641/3548] Completed CDZI in 0.4s | 2.87 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-26T20:18:47.662613] [INFO ] [sig       ] [642/3548] Forecasting CE...
[2025-12-26T20:18:47.662645] [INFO ] [sig       ] Generating forecast for: CE
[2025-12-26T20:18:47.662677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-12-26T20:18:47.674554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2025-12-26T20:18:47.674963] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-12-26T20:18:47.675777] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-12-26T20:18:47.675830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:47.675864] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:47.675891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:47.675950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:47.733474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:47.734391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:47.734485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:47.734520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:47.860635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:47.860783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:47.860826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:47.860888] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:47.864338] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: UP (p=90.70%)
[2025-12-26T20:18:47.864628] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-12-26T20:18:47.864755] [INFO ] [sig       ] CE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:48.004517] [INFO ] [LOCAL     ] Saved forecast: CE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CE.txt
[2025-12-26T20:18:48.004650] [INFO ] [sig       ] [642/3548] Completed CE in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-26T20:18:48.004690] [INFO ] [sig       ] [643/3548] Forecasting CECO...
[2025-12-26T20:18:48.004719] [INFO ] [sig       ] Generating forecast for: CECO
[2025-12-26T20:18:48.004749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2025-12-26T20:18:48.016001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2025-12-26T20:18:48.016325] [INFO ] [FORECASTER] Starting predict_future for CECO
[2025-12-26T20:18:48.017114] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2025-12-26T20:18:48.017204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:48.017239] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:48.017266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:48.017330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:48.075605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:48.076261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:48.076342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:48.076374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:48.193625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:48.193767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:48.193809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:48.193836] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:48.197306] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: UP (p=86.36%)
[2025-12-26T20:18:48.197605] [INFO ] [FORECASTER] Completed predict_future for CECO
[2025-12-26T20:18:48.197742] [INFO ] [sig       ] CECO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:48.342278] [INFO ] [LOCAL     ] Saved forecast: CECO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CECO.txt
[2025-12-26T20:18:48.342428] [INFO ] [sig       ] [643/3548] Completed CECO in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-26T20:18:48.342468] [INFO ] [sig       ] [644/3548] Forecasting CEG...
[2025-12-26T20:18:48.342498] [INFO ] [sig       ] Generating forecast for: CEG
[2025-12-26T20:18:48.342530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2025-12-26T20:18:48.354992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2025-12-26T20:18:48.355321] [INFO ] [FORECASTER] Starting predict_future for CEG
[2025-12-26T20:18:48.356119] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2025-12-26T20:18:48.356171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:48.356204] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:48.356232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:48.356292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:48.415068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:48.415743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:48.415818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:48.415849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:48.536546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:48.536714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:48.536757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:48.536787] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:48.540229] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: UP (p=55.22%)
[2025-12-26T20:18:48.540528] [INFO ] [FORECASTER] Completed predict_future for CEG
[2025-12-26T20:18:48.540671] [INFO ] [sig       ] CEG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:48.684415] [INFO ] [LOCAL     ] Saved forecast: CEG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CEG.txt
[2025-12-26T20:18:48.684542] [INFO ] [sig       ] [644/3548] Completed CEG in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-26T20:18:48.684597] [INFO ] [sig       ] [645/3548] Forecasting CELC...
[2025-12-26T20:18:48.684630] [INFO ] [sig       ] Generating forecast for: CELC
[2025-12-26T20:18:48.684661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2025-12-26T20:18:48.697184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2025-12-26T20:18:48.697478] [INFO ] [FORECASTER] Starting predict_future for CELC
[2025-12-26T20:18:48.698246] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2025-12-26T20:18:48.698297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:48.698332] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:48.698359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:48.698416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:48.757816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:48.758561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:48.758661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:48.758694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:48.874586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:48.874740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:48.874784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:48.874816] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:48.878255] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: UP (p=88.26%)
[2025-12-26T20:18:48.878534] [INFO ] [FORECASTER] Completed predict_future for CELC
[2025-12-26T20:18:48.878678] [INFO ] [sig       ] CELC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:49.019542] [INFO ] [LOCAL     ] Saved forecast: CELC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CELC.txt
[2025-12-26T20:18:49.019694] [INFO ] [sig       ] [645/3548] Completed CELC in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-26T20:18:49.019732] [INFO ] [sig       ] [646/3548] Forecasting CELH...
[2025-12-26T20:18:49.019762] [INFO ] [sig       ] Generating forecast for: CELH
[2025-12-26T20:18:49.019792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2025-12-26T20:18:49.031638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2025-12-26T20:18:49.032001] [INFO ] [FORECASTER] Starting predict_future for CELH
[2025-12-26T20:18:49.032780] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2025-12-26T20:18:49.032832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:49.032864] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:49.032890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:49.032948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:49.089959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:49.090637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:49.090715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:49.090748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:49.209966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:49.210127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:49.210171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:49.210200] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:49.213681] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: DOWN (p=29.17%)
[2025-12-26T20:18:49.213959] [INFO ] [FORECASTER] Completed predict_future for CELH
[2025-12-26T20:18:49.214084] [INFO ] [sig       ] CELH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:49.358175] [INFO ] [LOCAL     ] Saved forecast: CELH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CELH.txt
[2025-12-26T20:18:49.358329] [INFO ] [sig       ] [646/3548] Completed CELH in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 16.9m
[2025-12-26T20:18:49.358375] [INFO ] [sig       ] [647/3548] Forecasting CELZ...
[2025-12-26T20:18:49.358406] [INFO ] [sig       ] Generating forecast for: CELZ
[2025-12-26T20:18:49.358436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2025-12-26T20:18:49.369595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2025-12-26T20:18:49.369984] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2025-12-26T20:18:49.370780] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2025-12-26T20:18:49.370831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:49.370862] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:49.370889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:49.370946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:49.427896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:49.428788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:49.428873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:49.428924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:49.543623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:49.543778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:49.543822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:49.543850] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:49.547210] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: UP (p=90.90%)
[2025-12-26T20:18:49.547485] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2025-12-26T20:18:49.547628] [INFO ] [sig       ] CELZ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:49.694460] [INFO ] [LOCAL     ] Saved forecast: CELZ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CELZ.txt
[2025-12-26T20:18:49.694640] [INFO ] [sig       ] [647/3548] Completed CELZ in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-26T20:18:49.694683] [INFO ] [sig       ] [648/3548] Forecasting CENTA...
[2025-12-26T20:18:49.694713] [INFO ] [sig       ] Generating forecast for: CENTA
[2025-12-26T20:18:49.694744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2025-12-26T20:18:49.708565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2025-12-26T20:18:49.709053] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2025-12-26T20:18:49.709882] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2025-12-26T20:18:49.709934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:49.709966] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:49.709992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:49.710049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:49.770155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:49.771256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:49.771342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:49.771374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:49.893883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:49.894033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:49.894076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:49.894105] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:49.897524] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: UP (p=54.55%)
[2025-12-26T20:18:49.897834] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2025-12-26T20:18:49.897963] [INFO ] [sig       ] CENTA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:50.044743] [INFO ] [LOCAL     ] Saved forecast: CENTA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CENTA.txt
[2025-12-26T20:18:50.044914] [INFO ] [sig       ] [648/3548] Completed CENTA in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-26T20:18:50.044954] [INFO ] [sig       ] [649/3548] Forecasting CENX...
[2025-12-26T20:18:50.044986] [INFO ] [sig       ] Generating forecast for: CENX
[2025-12-26T20:18:50.045017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2025-12-26T20:18:50.056920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2025-12-26T20:18:50.057389] [INFO ] [FORECASTER] Starting predict_future for CENX
[2025-12-26T20:18:50.058354] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2025-12-26T20:18:50.058410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:50.058441] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:50.058469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:50.058527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:50.122204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:50.123278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:50.123436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:50.123482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:50.276694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:50.276882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:50.276938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:50.276968] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:50.280931] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: UP (p=70.89%)
[2025-12-26T20:18:50.281281] [INFO ] [FORECASTER] Completed predict_future for CENX
[2025-12-26T20:18:50.281460] [INFO ] [sig       ] CENX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:50.448704] [INFO ] [LOCAL     ] Saved forecast: CENX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CENX.txt
[2025-12-26T20:18:50.448930] [INFO ] [sig       ] [649/3548] Completed CENX in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-26T20:18:50.448988] [INFO ] [sig       ] [650/3548] Forecasting CERS...
[2025-12-26T20:18:50.449027] [INFO ] [sig       ] Generating forecast for: CERS
[2025-12-26T20:18:50.449067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2025-12-26T20:18:50.463087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2025-12-26T20:18:50.463546] [INFO ] [FORECASTER] Starting predict_future for CERS
[2025-12-26T20:18:50.464501] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2025-12-26T20:18:50.464558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:50.464612] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:50.464641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:50.464701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:50.534104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:50.535353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:50.535478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:50.535537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:50.696224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:50.696406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:50.696469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:50.696501] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:50.700144] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: DOWN (p=4.66%)
[2025-12-26T20:18:50.700468] [INFO ] [FORECASTER] Completed predict_future for CERS
[2025-12-26T20:18:50.700633] [INFO ] [sig       ] CERS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:50.859672] [INFO ] [LOCAL     ] Saved forecast: CERS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CERS.txt
[2025-12-26T20:18:50.859839] [INFO ] [sig       ] [650/3548] Completed CERS in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-26T20:18:50.859881] [INFO ] [sig       ] [651/3548] Forecasting CETX...
[2025-12-26T20:18:50.859912] [INFO ] [sig       ] Generating forecast for: CETX
[2025-12-26T20:18:50.859944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2025-12-26T20:18:50.871559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2025-12-26T20:18:50.871997] [INFO ] [FORECASTER] Starting predict_future for CETX
[2025-12-26T20:18:50.872847] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2025-12-26T20:18:50.872902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:50.872934] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:50.872962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:50.873020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:50.936623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:50.937535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:50.937641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:50.937678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:51.049631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:51.049791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:51.049836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:51.049866] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:51.053300] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: DOWN (p=6.04%)
[2025-12-26T20:18:51.053600] [INFO ] [FORECASTER] Completed predict_future for CETX
[2025-12-26T20:18:51.053732] [INFO ] [sig       ] CETX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:51.198248] [INFO ] [LOCAL     ] Saved forecast: CETX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CETX.txt
[2025-12-26T20:18:51.198406] [INFO ] [sig       ] [651/3548] Completed CETX in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-26T20:18:51.198446] [INFO ] [sig       ] [652/3548] Forecasting CEVA...
[2025-12-26T20:18:51.198474] [INFO ] [sig       ] Generating forecast for: CEVA
[2025-12-26T20:18:51.198505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'.
[2025-12-26T20:18:51.210400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEVA'.
[2025-12-26T20:18:51.210769] [INFO ] [FORECASTER] Starting predict_future for CEVA
[2025-12-26T20:18:51.211810] [DEBUG] [LOCAL     ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt
[2025-12-26T20:18:51.211865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:51.211897] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:51.211925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:51.211984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:51.272990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:51.273886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:51.273970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:51.274002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:51.399366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:51.399514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:51.399555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:51.399602] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:51.402924] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: UP (p=73.56%)
[2025-12-26T20:18:51.403190] [INFO ] [FORECASTER] Completed predict_future for CEVA
[2025-12-26T20:18:51.403318] [INFO ] [sig       ] CEVA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:51.542243] [INFO ] [LOCAL     ] Saved forecast: CEVA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CEVA.txt
[2025-12-26T20:18:51.542403] [INFO ] [sig       ] [652/3548] Completed CEVA in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-26T20:18:51.542449] [INFO ] [sig       ] [653/3548] Forecasting CF...
[2025-12-26T20:18:51.542488] [INFO ] [sig       ] Generating forecast for: CF
[2025-12-26T20:18:51.542527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-12-26T20:18:51.555303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CF'.
[2025-12-26T20:18:51.555758] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-12-26T20:18:51.556603] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-12-26T20:18:51.556658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:51.556691] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:51.556719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:51.556780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:51.617544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:51.618423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:51.618503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:51.618536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:51.745597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:51.745755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:51.745800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:51.745829] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:51.749300] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: UP (p=62.65%)
[2025-12-26T20:18:51.749604] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-12-26T20:18:51.749738] [INFO ] [sig       ] CF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:51.905968] [INFO ] [LOCAL     ] Saved forecast: CF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CF.txt
[2025-12-26T20:18:51.906121] [INFO ] [sig       ] [653/3548] Completed CF in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-26T20:18:51.906162] [INFO ] [sig       ] [654/3548] Forecasting CFFN...
[2025-12-26T20:18:51.906192] [INFO ] [sig       ] Generating forecast for: CFFN
[2025-12-26T20:18:51.906222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2025-12-26T20:18:51.918794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2025-12-26T20:18:51.919206] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2025-12-26T20:18:51.920045] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2025-12-26T20:18:51.920098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:51.920146] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:51.920177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:51.920236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:51.978518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:51.979397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:51.979478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:51.979510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:52.100010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:52.100165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:52.100208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:52.100236] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:52.103627] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: DOWN (p=22.80%)
[2025-12-26T20:18:52.103912] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2025-12-26T20:18:52.104038] [INFO ] [sig       ] CFFN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:52.302552] [INFO ] [LOCAL     ] Saved forecast: CFFN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CFFN.txt
[2025-12-26T20:18:52.302735] [INFO ] [sig       ] [654/3548] Completed CFFN in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-26T20:18:52.302792] [INFO ] [sig       ] [655/3548] Forecasting CFG...
[2025-12-26T20:18:52.302832] [INFO ] [sig       ] Generating forecast for: CFG
[2025-12-26T20:18:52.302875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-12-26T20:18:52.317349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2025-12-26T20:18:52.317843] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-12-26T20:18:52.318814] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-12-26T20:18:52.318875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:52.318942] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:52.318970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:52.319029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:52.390403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:52.391300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:52.391386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:52.391420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:52.513017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:52.513173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:52.513216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:52.513245] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:52.516660] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: DOWN (p=46.44%)
[2025-12-26T20:18:52.516963] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-12-26T20:18:52.517100] [INFO ] [sig       ] CFG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:52.664517] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CFG.txt
[2025-12-26T20:18:52.664741] [INFO ] [sig       ] [655/3548] Completed CFG in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-26T20:18:52.664795] [INFO ] [sig       ] [656/3548] Forecasting CFO...
[2025-12-26T20:18:52.664834] [INFO ] [sig       ] Generating forecast for: CFO
[2025-12-26T20:18:52.664876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2025-12-26T20:18:52.679868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2025-12-26T20:18:52.680408] [INFO ] [FORECASTER] Starting predict_future for CFO
[2025-12-26T20:18:52.681491] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2025-12-26T20:18:52.681558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:52.681666] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:52.681705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:52.681792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:52.764203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:52.765092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:52.765173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:52.765206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:52.877970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:52.878116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:52.878157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:52.878186] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:52.881559] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=8.88%)
[2025-12-26T20:18:52.881846] [INFO ] [FORECASTER] Completed predict_future for CFO
[2025-12-26T20:18:52.881968] [INFO ] [sig       ] CFO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:53.020164] [INFO ] [LOCAL     ] Saved forecast: CFO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CFO.txt
[2025-12-26T20:18:53.020282] [INFO ] [sig       ] [656/3548] Completed CFO in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-26T20:18:53.020322] [INFO ] [sig       ] [657/3548] Forecasting CG...
[2025-12-26T20:18:53.020351] [INFO ] [sig       ] Generating forecast for: CG
[2025-12-26T20:18:53.020381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'.
[2025-12-26T20:18:53.031815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CG'.
[2025-12-26T20:18:53.032123] [INFO ] [FORECASTER] Starting predict_future for CG
[2025-12-26T20:18:53.032906] [DEBUG] [LOCAL     ] No optimal features file found for CG: ./output/feature-sets/CG.txt
[2025-12-26T20:18:53.032957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:53.032988] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:53.033015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:53.033072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:53.089776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:53.090477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:53.090555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:53.090609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:53.216237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:53.216392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:53.216435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:53.216467] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:53.220215] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: UP (p=61.77%)
[2025-12-26T20:18:53.220489] [INFO ] [FORECASTER] Completed predict_future for CG
[2025-12-26T20:18:53.220656] [INFO ] [sig       ] CG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:53.364553] [INFO ] [LOCAL     ] Saved forecast: CG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CG.txt
[2025-12-26T20:18:53.364735] [INFO ] [sig       ] [657/3548] Completed CG in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-26T20:18:53.364778] [INFO ] [sig       ] [658/3548] Forecasting CGABL...
[2025-12-26T20:18:53.364814] [INFO ] [sig       ] Generating forecast for: CGABL
[2025-12-26T20:18:53.364845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2025-12-26T20:18:53.376738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2025-12-26T20:18:53.377140] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2025-12-26T20:18:53.377937] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2025-12-26T20:18:53.377989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:53.378021] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:53.378048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:53.378106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:53.435367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:53.436263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:53.436350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:53.436382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:53.557501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:53.557686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:53.557734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:53.557763] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:53.561338] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-12-26T20:18:53.561644] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2025-12-26T20:18:53.561776] [INFO ] [sig       ] CGABL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:53.706714] [INFO ] [LOCAL     ] Saved forecast: CGABL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CGABL.txt
[2025-12-26T20:18:53.706868] [INFO ] [sig       ] [658/3548] Completed CGABL in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-26T20:18:53.706907] [INFO ] [sig       ] [659/3548] Forecasting CGBD...
[2025-12-26T20:18:53.706938] [INFO ] [sig       ] Generating forecast for: CGBD
[2025-12-26T20:18:53.706968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2025-12-26T20:18:53.718400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2025-12-26T20:18:53.718825] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2025-12-26T20:18:53.719684] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2025-12-26T20:18:53.719736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:53.719767] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:53.719793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:53.719851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:53.780789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:53.781723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:53.781814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:53.781847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:53.899275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:53.899425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:53.899468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:53.899533] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:53.902937] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-12-26T20:18:53.903205] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2025-12-26T20:18:53.903327] [INFO ] [sig       ] CGBD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:54.046255] [INFO ] [LOCAL     ] Saved forecast: CGBD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CGBD.txt
[2025-12-26T20:18:54.046394] [INFO ] [sig       ] [659/3548] Completed CGBD in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-26T20:18:54.046434] [INFO ] [sig       ] [660/3548] Forecasting CGC...
[2025-12-26T20:18:54.046463] [INFO ] [sig       ] Generating forecast for: CGC
[2025-12-26T20:18:54.046493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2025-12-26T20:18:54.059228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2025-12-26T20:18:54.059659] [INFO ] [FORECASTER] Starting predict_future for CGC
[2025-12-26T20:18:54.060480] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2025-12-26T20:18:54.060545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:54.060598] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:54.060629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:54.060688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:54.123061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:54.124172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:54.124272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:54.124317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:54.257509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:54.257674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:54.257718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:54.257748] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:54.261173] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: DOWN (p=1.64%)
[2025-12-26T20:18:54.261444] [INFO ] [FORECASTER] Completed predict_future for CGC
[2025-12-26T20:18:54.261589] [INFO ] [sig       ] CGC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:54.418144] [INFO ] [LOCAL     ] Saved forecast: CGC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CGC.txt
[2025-12-26T20:18:54.418297] [INFO ] [sig       ] [660/3548] Completed CGC in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-26T20:18:54.418338] [INFO ] [sig       ] [661/3548] Forecasting CGEM...
[2025-12-26T20:18:54.418367] [INFO ] [sig       ] Generating forecast for: CGEM
[2025-12-26T20:18:54.418397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2025-12-26T20:18:54.429550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2025-12-26T20:18:54.429940] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2025-12-26T20:18:54.430767] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2025-12-26T20:18:54.430819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:54.430851] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:54.430878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:54.430936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:54.498180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:54.499125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:54.499212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:54.499244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:54.649650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:54.649801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:54.649842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:54.649888] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:54.653321] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: DOWN (p=6.83%)
[2025-12-26T20:18:54.653642] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2025-12-26T20:18:54.653777] [INFO ] [sig       ] CGEM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:54.802322] [INFO ] [LOCAL     ] Saved forecast: CGEM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CGEM.txt
[2025-12-26T20:18:54.802484] [INFO ] [sig       ] [661/3548] Completed CGEM in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-26T20:18:54.802529] [INFO ] [sig       ] [662/3548] Forecasting CGEN...
[2025-12-26T20:18:54.802558] [INFO ] [sig       ] Generating forecast for: CGEN
[2025-12-26T20:18:54.802609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2025-12-26T20:18:54.815318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2025-12-26T20:18:54.815750] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2025-12-26T20:18:54.816527] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2025-12-26T20:18:54.816598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:54.816632] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:54.816657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:54.816713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:54.874167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:54.874938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:54.875020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:54.875052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:55.004447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:55.004623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:55.004668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:55.004696] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:55.008103] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: DOWN (p=33.83%)
[2025-12-26T20:18:55.008393] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2025-12-26T20:18:55.008522] [INFO ] [sig       ] CGEN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:55.173944] [INFO ] [LOCAL     ] Saved forecast: CGEN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CGEN.txt
[2025-12-26T20:18:55.174099] [INFO ] [sig       ] [662/3548] Completed CGEN in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-26T20:18:55.174142] [INFO ] [sig       ] [663/3548] Forecasting CGNX...
[2025-12-26T20:18:55.174171] [INFO ] [sig       ] Generating forecast for: CGNX
[2025-12-26T20:18:55.174201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2025-12-26T20:18:55.185126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2025-12-26T20:18:55.185506] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2025-12-26T20:18:55.186295] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2025-12-26T20:18:55.186347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:55.186379] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:55.186406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:55.186464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:55.248196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:55.249358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:55.249447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:55.249524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:55.379952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:55.380104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:55.380147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:55.380176] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:55.383588] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: DOWN (p=49.38%)
[2025-12-26T20:18:55.383860] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2025-12-26T20:18:55.383985] [INFO ] [sig       ] CGNX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:55.533422] [INFO ] [LOCAL     ] Saved forecast: CGNX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CGNX.txt
[2025-12-26T20:18:55.533557] [INFO ] [sig       ] [663/3548] Completed CGNX in 0.4s | 2.87 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-26T20:18:55.533616] [INFO ] [sig       ] [664/3548] Forecasting CGO...
[2025-12-26T20:18:55.533647] [INFO ] [sig       ] Generating forecast for: CGO
[2025-12-26T20:18:55.533677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2025-12-26T20:18:55.545259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2025-12-26T20:18:55.545584] [INFO ] [FORECASTER] Starting predict_future for CGO
[2025-12-26T20:18:55.546348] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2025-12-26T20:18:55.546399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:55.546431] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:55.546457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:55.546515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:55.603314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:55.603938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:55.604014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:55.604046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:55.719690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:55.719841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:55.719883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:55.719912] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:55.723452] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: UP (p=84.14%)
[2025-12-26T20:18:55.723753] [INFO ] [FORECASTER] Completed predict_future for CGO
[2025-12-26T20:18:55.723880] [INFO ] [sig       ] CGO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:55.877184] [INFO ] [LOCAL     ] Saved forecast: CGO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CGO.txt
[2025-12-26T20:18:55.877347] [INFO ] [sig       ] [664/3548] Completed CGO in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-26T20:18:55.877389] [INFO ] [sig       ] [665/3548] Forecasting CGON...
[2025-12-26T20:18:55.877419] [INFO ] [sig       ] Generating forecast for: CGON
[2025-12-26T20:18:55.877450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2025-12-26T20:18:55.889788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2025-12-26T20:18:55.890178] [INFO ] [FORECASTER] Starting predict_future for CGON
[2025-12-26T20:18:55.891096] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2025-12-26T20:18:55.891149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:55.891181] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:55.891217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:55.891315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:55.954201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:55.955139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:55.955235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:55.955273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:56.086937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:56.087095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:56.087139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:56.087167] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:56.090983] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: DOWN (p=4.11%)
[2025-12-26T20:18:56.091320] [INFO ] [FORECASTER] Completed predict_future for CGON
[2025-12-26T20:18:56.091482] [INFO ] [sig       ] CGON: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:56.240222] [INFO ] [LOCAL     ] Saved forecast: CGON	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CGON.txt
[2025-12-26T20:18:56.240376] [INFO ] [sig       ] [665/3548] Completed CGON in 0.4s | 2.87 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-26T20:18:56.240417] [INFO ] [sig       ] [666/3548] Forecasting CGTX...
[2025-12-26T20:18:56.240448] [INFO ] [sig       ] Generating forecast for: CGTX
[2025-12-26T20:18:56.240479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'.
[2025-12-26T20:18:56.252742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGTX'.
[2025-12-26T20:18:56.253127] [INFO ] [FORECASTER] Starting predict_future for CGTX
[2025-12-26T20:18:56.253970] [DEBUG] [LOCAL     ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt
[2025-12-26T20:18:56.254032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:56.254066] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:56.254094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:56.254162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:56.317036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:56.317883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:56.318027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:56.318065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:56.456389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:56.456550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:56.456623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:56.456654] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:56.460215] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: DOWN (p=35.35%)
[2025-12-26T20:18:56.460522] [INFO ] [FORECASTER] Completed predict_future for CGTX
[2025-12-26T20:18:56.460674] [INFO ] [sig       ] CGTX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:56.613366] [INFO ] [LOCAL     ] Saved forecast: CGTX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CGTX.txt
[2025-12-26T20:18:56.613531] [INFO ] [sig       ] [666/3548] Completed CGTX in 0.4s | 2.87 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-26T20:18:56.613601] [INFO ] [sig       ] [667/3548] Forecasting CHCI...
[2025-12-26T20:18:56.613636] [INFO ] [sig       ] Generating forecast for: CHCI
[2025-12-26T20:18:56.613668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2025-12-26T20:18:56.625282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2025-12-26T20:18:56.625674] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2025-12-26T20:18:56.626503] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2025-12-26T20:18:56.626555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:56.626616] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:56.626645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:56.626703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:56.687906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:56.688741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:56.688824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:56.688857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:56.827953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:56.828111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:56.828155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:56.828183] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:56.831900] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: UP (p=64.74%)
[2025-12-26T20:18:56.832239] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2025-12-26T20:18:56.832380] [INFO ] [sig       ] CHCI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:56.995941] [INFO ] [LOCAL     ] Saved forecast: CHCI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CHCI.txt
[2025-12-26T20:18:56.996133] [INFO ] [sig       ] [667/3548] Completed CHCI in 0.4s | 2.87 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-26T20:18:56.996190] [INFO ] [sig       ] [668/3548] Forecasting CHCO...
[2025-12-26T20:18:56.996235] [INFO ] [sig       ] Generating forecast for: CHCO
[2025-12-26T20:18:56.996279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2025-12-26T20:18:57.008516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2025-12-26T20:18:57.008986] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2025-12-26T20:18:57.010002] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2025-12-26T20:18:57.010065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:57.010105] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:57.010143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:57.010220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:57.072948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:57.073851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:57.073937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:57.073971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:57.197000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:57.197149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:57.197191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:57.197219] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:57.200651] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-12-26T20:18:57.200918] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2025-12-26T20:18:57.201042] [INFO ] [sig       ] CHCO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:57.342840] [INFO ] [LOCAL     ] Saved forecast: CHCO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CHCO.txt
[2025-12-26T20:18:57.342975] [INFO ] [sig       ] [668/3548] Completed CHCO in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-26T20:18:57.343014] [INFO ] [sig       ] [669/3548] Forecasting CHD...
[2025-12-26T20:18:57.343043] [INFO ] [sig       ] Generating forecast for: CHD
[2025-12-26T20:18:57.343079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-12-26T20:18:57.353720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2025-12-26T20:18:57.354075] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-12-26T20:18:57.354879] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-12-26T20:18:57.354930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:57.354962] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:57.354988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:57.355045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:57.413278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:57.414085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:57.414167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:57.414200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:57.538426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:57.538590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:57.538635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:57.538665] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:57.542098] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: UP (p=51.24%)
[2025-12-26T20:18:57.542365] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-12-26T20:18:57.542488] [INFO ] [sig       ] CHD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:57.683962] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CHD.txt
[2025-12-26T20:18:57.684135] [INFO ] [sig       ] [669/3548] Completed CHD in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-26T20:18:57.684175] [INFO ] [sig       ] [670/3548] Forecasting CHDN...
[2025-12-26T20:18:57.684205] [INFO ] [sig       ] Generating forecast for: CHDN
[2025-12-26T20:18:57.684235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2025-12-26T20:18:57.695333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2025-12-26T20:18:57.695693] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2025-12-26T20:18:57.696502] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2025-12-26T20:18:57.696556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:57.696609] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:57.696638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:57.696696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:57.755432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:57.756330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:57.756416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:57.756450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:57.881823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:57.881983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:57.882027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:57.882056] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:57.885520] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-12-26T20:18:57.885827] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2025-12-26T20:18:57.885981] [INFO ] [sig       ] CHDN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:58.034966] [INFO ] [LOCAL     ] Saved forecast: CHDN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CHDN.txt
[2025-12-26T20:18:58.035124] [INFO ] [sig       ] [670/3548] Completed CHDN in 0.4s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-26T20:18:58.035165] [INFO ] [sig       ] [671/3548] Forecasting CHE...
[2025-12-26T20:18:58.035194] [INFO ] [sig       ] Generating forecast for: CHE
[2025-12-26T20:18:58.035224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-12-26T20:18:58.046318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2025-12-26T20:18:58.046712] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-12-26T20:18:58.047483] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-12-26T20:18:58.047539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:58.047589] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:58.047619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:58.047677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:58.105119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:58.106002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:58.106087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:58.106120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:58.227250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:58.227405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:58.227448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:58.227477] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:58.231510] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: DOWN (p=39.96%)
[2025-12-26T20:18:58.231840] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-12-26T20:18:58.231976] [INFO ] [sig       ] CHE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:58.378783] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CHE.txt
[2025-12-26T20:18:58.379222] [INFO ] [sig       ] [671/3548] Completed CHE in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-26T20:18:58.379267] [INFO ] [sig       ] [672/3548] Forecasting CHEF...
[2025-12-26T20:18:58.379299] [INFO ] [sig       ] Generating forecast for: CHEF
[2025-12-26T20:18:58.379330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2025-12-26T20:18:58.390338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2025-12-26T20:18:58.390753] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2025-12-26T20:18:58.391530] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2025-12-26T20:18:58.391608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:58.391643] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:58.391669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:58.391726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:58.451169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:58.452098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:58.452183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:58.452215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:58.569327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:58.569481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:58.569522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:58.569550] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:58.572928] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: UP (p=97.70%)
[2025-12-26T20:18:58.573223] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2025-12-26T20:18:58.573345] [INFO ] [sig       ] CHEF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:18:58.718035] [INFO ] [LOCAL     ] Saved forecast: CHEF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CHEF.txt
[2025-12-26T20:18:58.718174] [INFO ] [sig       ] [672/3548] Completed CHEF in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-26T20:18:58.718214] [INFO ] [sig       ] [673/3548] Forecasting CHH...
[2025-12-26T20:18:58.718244] [INFO ] [sig       ] Generating forecast for: CHH
[2025-12-26T20:18:58.718275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-12-26T20:18:58.730098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2025-12-26T20:18:58.730449] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-12-26T20:18:58.731245] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-12-26T20:18:58.731295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:58.731376] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:58.731404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:58.731463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:58.790135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:58.790993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:58.791075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:58.791109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:58.914602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:58.914754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:58.914798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:58.914827] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:58.918283] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: DOWN (p=12.47%)
[2025-12-26T20:18:58.918563] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-12-26T20:18:58.918710] [INFO ] [sig       ] CHH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:59.063533] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CHH.txt
[2025-12-26T20:18:59.063711] [INFO ] [sig       ] [673/3548] Completed CHH in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-26T20:18:59.063756] [INFO ] [sig       ] [674/3548] Forecasting CHI...
[2025-12-26T20:18:59.063786] [INFO ] [sig       ] Generating forecast for: CHI
[2025-12-26T20:18:59.063817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2025-12-26T20:18:59.076026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2025-12-26T20:18:59.076391] [INFO ] [FORECASTER] Starting predict_future for CHI
[2025-12-26T20:18:59.077242] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2025-12-26T20:18:59.077297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:59.077330] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:59.077359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:59.077418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:59.136372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:59.137143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:59.137227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:59.137260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:59.260961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:59.261136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:59.261186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:59.261216] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:59.264762] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: DOWN (p=35.90%)
[2025-12-26T20:18:59.265037] [INFO ] [FORECASTER] Completed predict_future for CHI
[2025-12-26T20:18:59.265164] [INFO ] [sig       ] CHI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:59.408134] [INFO ] [LOCAL     ] Saved forecast: CHI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CHI.txt
[2025-12-26T20:18:59.408267] [INFO ] [sig       ] [674/3548] Completed CHI in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-26T20:18:59.408310] [INFO ] [sig       ] [675/3548] Forecasting CHKP...
[2025-12-26T20:18:59.408340] [INFO ] [sig       ] Generating forecast for: CHKP
[2025-12-26T20:18:59.408371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2025-12-26T20:18:59.420862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2025-12-26T20:18:59.421203] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2025-12-26T20:18:59.422024] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2025-12-26T20:18:59.422077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:59.422110] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:59.422137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:59.422195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:59.481030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:59.481685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:59.481765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:59.481798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:59.605860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:59.605982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:59.606026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:59.606062] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:59.609543] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: DOWN (p=15.12%)
[2025-12-26T20:18:59.609837] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2025-12-26T20:18:59.609962] [INFO ] [sig       ] CHKP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:18:59.750221] [INFO ] [LOCAL     ] Saved forecast: CHKP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CHKP.txt
[2025-12-26T20:18:59.750356] [INFO ] [sig       ] [675/3548] Completed CHKP in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-26T20:18:59.750396] [INFO ] [sig       ] [676/3548] Forecasting CHMI...
[2025-12-26T20:18:59.750425] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-12-26T20:18:59.750455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-12-26T20:18:59.761649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2025-12-26T20:18:59.761990] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-12-26T20:18:59.762780] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-12-26T20:18:59.762832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:18:59.762863] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:18:59.762890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:18:59.762947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:18:59.818984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:18:59.819809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:18:59.819889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:18:59.819921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:18:59.938431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:18:59.938596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:18:59.938643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:18:59.938704] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:18:59.942134] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: DOWN (p=2.70%)
[2025-12-26T20:18:59.942406] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-12-26T20:18:59.942529] [INFO ] [sig       ] CHMI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:00.089891] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CHMI.txt
[2025-12-26T20:19:00.090049] [INFO ] [sig       ] [676/3548] Completed CHMI in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-26T20:19:00.090091] [INFO ] [sig       ] [677/3548] Forecasting CHRD...
[2025-12-26T20:19:00.090121] [INFO ] [sig       ] Generating forecast for: CHRD
[2025-12-26T20:19:00.090151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2025-12-26T20:19:00.101607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2025-12-26T20:19:00.101990] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2025-12-26T20:19:00.102790] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2025-12-26T20:19:00.102843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:00.102875] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:00.102902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:00.102959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:00.160909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:00.161791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:00.161873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:00.161905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:00.285381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:00.285549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:00.285620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:00.285654] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:00.289259] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: UP (p=90.79%)
[2025-12-26T20:19:00.289557] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2025-12-26T20:19:00.289716] [INFO ] [sig       ] CHRD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:00.434073] [INFO ] [LOCAL     ] Saved forecast: CHRD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CHRD.txt
[2025-12-26T20:19:00.434231] [INFO ] [sig       ] [677/3548] Completed CHRD in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-26T20:19:00.434271] [INFO ] [sig       ] [678/3548] Forecasting CHRS...
[2025-12-26T20:19:00.434301] [INFO ] [sig       ] Generating forecast for: CHRS
[2025-12-26T20:19:00.434333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2025-12-26T20:19:00.445435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2025-12-26T20:19:00.445845] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2025-12-26T20:19:00.446672] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2025-12-26T20:19:00.446725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:00.446771] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:00.446800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:00.446859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:00.510605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:00.511491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:00.511594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:00.511631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:00.637009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:00.637161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:00.637204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:00.637234] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:00.640757] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: DOWN (p=5.61%)
[2025-12-26T20:19:00.641056] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2025-12-26T20:19:00.641219] [INFO ] [sig       ] CHRS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:00.784654] [INFO ] [LOCAL     ] Saved forecast: CHRS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CHRS.txt
[2025-12-26T20:19:00.785517] [INFO ] [sig       ] [678/3548] Completed CHRS in 0.4s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-26T20:19:00.785601] [INFO ] [sig       ] [679/3548] Forecasting CHSCL...
[2025-12-26T20:19:00.785636] [INFO ] [sig       ] Generating forecast for: CHSCL
[2025-12-26T20:19:00.785667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2025-12-26T20:19:00.796494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2025-12-26T20:19:00.796901] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2025-12-26T20:19:00.797719] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2025-12-26T20:19:00.797772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:00.797804] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:00.797831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:00.797888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:00.856489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:00.857367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:00.857451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:00.857483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:00.979028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:00.979186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:00.979229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:00.979258] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:00.982871] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: UP (p=91.15%)
[2025-12-26T20:19:00.983172] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2025-12-26T20:19:00.983304] [INFO ] [sig       ] CHSCL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:01.129273] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CHSCL.txt
[2025-12-26T20:19:01.129428] [INFO ] [sig       ] [679/3548] Completed CHSCL in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-26T20:19:01.129470] [INFO ] [sig       ] [680/3548] Forecasting CHSCM...
[2025-12-26T20:19:01.129500] [INFO ] [sig       ] Generating forecast for: CHSCM
[2025-12-26T20:19:01.129531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2025-12-26T20:19:01.143302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2025-12-26T20:19:01.143711] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2025-12-26T20:19:01.144495] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2025-12-26T20:19:01.144547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:01.144603] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:01.144633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:01.144691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:01.209288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:01.210212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:01.210291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:01.210324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:01.322829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:01.322983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:01.323023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:01.323051] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:01.326465] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: UP (p=55.44%)
[2025-12-26T20:19:01.326753] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2025-12-26T20:19:01.326876] [INFO ] [sig       ] CHSCM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:01.469256] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CHSCM.txt
[2025-12-26T20:19:01.469417] [INFO ] [sig       ] [680/3548] Completed CHSCM in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-26T20:19:01.469457] [INFO ] [sig       ] [681/3548] Forecasting CHSCN...
[2025-12-26T20:19:01.469489] [INFO ] [sig       ] Generating forecast for: CHSCN
[2025-12-26T20:19:01.469518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2025-12-26T20:19:01.480014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2025-12-26T20:19:01.480341] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2025-12-26T20:19:01.481126] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2025-12-26T20:19:01.481176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:01.481208] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:01.481234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:01.481291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:01.538510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:01.539427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:01.539511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:01.539544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:01.661967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:01.662120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:01.662163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:01.662193] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:01.665870] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: UP (p=76.76%)
[2025-12-26T20:19:01.666140] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2025-12-26T20:19:01.666266] [INFO ] [sig       ] CHSCN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:01.819468] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CHSCN.txt
[2025-12-26T20:19:01.819668] [INFO ] [sig       ] [681/3548] Completed CHSCN in 0.4s | 2.87 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-26T20:19:01.819718] [INFO ] [sig       ] [682/3548] Forecasting CHSCO...
[2025-12-26T20:19:01.819751] [INFO ] [sig       ] Generating forecast for: CHSCO
[2025-12-26T20:19:01.819781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2025-12-26T20:19:01.831758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2025-12-26T20:19:01.832171] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2025-12-26T20:19:01.833049] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2025-12-26T20:19:01.833103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:01.833135] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:01.833162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:01.833222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:01.900300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:01.901232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:01.901329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:01.901363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:02.028339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:02.028527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:02.028588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:02.028624] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:02.032304] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: DOWN (p=36.75%)
[2025-12-26T20:19:02.032643] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2025-12-26T20:19:02.032783] [INFO ] [sig       ] CHSCO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:02.182102] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CHSCO.txt
[2025-12-26T20:19:02.182262] [INFO ] [sig       ] [682/3548] Completed CHSCO in 0.4s | 2.87 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-26T20:19:02.182301] [INFO ] [sig       ] [683/3548] Forecasting CHSCP...
[2025-12-26T20:19:02.182331] [INFO ] [sig       ] Generating forecast for: CHSCP
[2025-12-26T20:19:02.182361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2025-12-26T20:19:02.193226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2025-12-26T20:19:02.193644] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2025-12-26T20:19:02.194463] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2025-12-26T20:19:02.194515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:02.194545] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:02.194593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:02.194657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:02.253002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:02.253965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:02.254055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:02.254090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:02.370403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:02.370661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:02.370727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:02.370758] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:02.374438] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: DOWN (p=3.26%)
[2025-12-26T20:19:02.374826] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2025-12-26T20:19:02.374968] [INFO ] [sig       ] CHSCP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:02.522911] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CHSCP.txt
[2025-12-26T20:19:02.523068] [INFO ] [sig       ] [683/3548] Completed CHSCP in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-26T20:19:02.523109] [INFO ] [sig       ] [684/3548] Forecasting CHWY...
[2025-12-26T20:19:02.523140] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-12-26T20:19:02.523172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-12-26T20:19:02.538364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2025-12-26T20:19:02.538902] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-12-26T20:19:02.540339] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-12-26T20:19:02.540415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:02.540469] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:02.540516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:02.540638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:02.620916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:02.621899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:02.622021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:02.622058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:02.754390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:02.754553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:02.754623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:02.754654] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:02.758415] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: DOWN (p=9.20%)
[2025-12-26T20:19:02.758716] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-12-26T20:19:02.758843] [INFO ] [sig       ] CHWY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:02.903795] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CHWY.txt
[2025-12-26T20:19:02.903951] [INFO ] [sig       ] [684/3548] Completed CHWY in 0.4s | 2.87 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-26T20:19:02.903991] [INFO ] [sig       ] [685/3548] Forecasting CHY...
[2025-12-26T20:19:02.904021] [INFO ] [sig       ] Generating forecast for: CHY
[2025-12-26T20:19:02.904051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2025-12-26T20:19:02.916326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2025-12-26T20:19:02.916750] [INFO ] [FORECASTER] Starting predict_future for CHY
[2025-12-26T20:19:02.917546] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2025-12-26T20:19:02.917624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:02.917658] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:02.917684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:02.917742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:02.975158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:02.976107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:02.976201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:02.976242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:03.098429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:03.098636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:03.098685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:03.098714] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:03.102656] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: DOWN (p=18.93%)
[2025-12-26T20:19:03.102970] [INFO ] [FORECASTER] Completed predict_future for CHY
[2025-12-26T20:19:03.103105] [INFO ] [sig       ] CHY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:03.260774] [INFO ] [LOCAL     ] Saved forecast: CHY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CHY.txt
[2025-12-26T20:19:03.260951] [INFO ] [sig       ] [685/3548] Completed CHY in 0.4s | 2.87 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-26T20:19:03.260993] [INFO ] [sig       ] [686/3548] Forecasting CI...
[2025-12-26T20:19:03.261025] [INFO ] [sig       ] Generating forecast for: CI
[2025-12-26T20:19:03.261057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-12-26T20:19:03.275204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2025-12-26T20:19:03.275694] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-12-26T20:19:03.276709] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-12-26T20:19:03.276771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:03.276808] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:03.276844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:03.276926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:03.340179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:03.341103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:03.341184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:03.341218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:03.461811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:03.461967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:03.462013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:03.462041] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:03.465474] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: UP (p=92.97%)
[2025-12-26T20:19:03.465775] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-12-26T20:19:03.465901] [INFO ] [sig       ] CI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:03.607043] [INFO ] [LOCAL     ] Saved forecast: CI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CI.txt
[2025-12-26T20:19:03.607206] [INFO ] [sig       ] [686/3548] Completed CI in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-26T20:19:03.607246] [INFO ] [sig       ] [687/3548] Forecasting CIA...
[2025-12-26T20:19:03.607276] [INFO ] [sig       ] Generating forecast for: CIA
[2025-12-26T20:19:03.607306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-12-26T20:19:03.618244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2025-12-26T20:19:03.618636] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-12-26T20:19:03.619432] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-12-26T20:19:03.619483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:03.619513] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:03.619540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:03.619616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:03.675897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:03.676784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:03.676865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:03.676898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:03.792384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:03.792531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:03.792590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:03.792622] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:03.795953] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: UP (p=94.44%)
[2025-12-26T20:19:03.796221] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-12-26T20:19:03.796341] [INFO ] [sig       ] CIA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:03.937381] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CIA.txt
[2025-12-26T20:19:03.937482] [INFO ] [sig       ] [687/3548] Completed CIA in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-26T20:19:03.937520] [INFO ] [sig       ] [688/3548] Forecasting CIB...
[2025-12-26T20:19:03.937549] [INFO ] [sig       ] Generating forecast for: CIB
[2025-12-26T20:19:03.937594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-12-26T20:19:03.949237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2025-12-26T20:19:03.949687] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-12-26T20:19:03.950497] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-12-26T20:19:03.950548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:03.950598] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:03.950626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:03.950685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:04.008116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:04.009134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:04.009228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:04.009264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:04.134126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:04.134302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:04.134345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:04.134376] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:04.137968] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: UP (p=56.32%)
[2025-12-26T20:19:04.138254] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-12-26T20:19:04.138382] [INFO ] [sig       ] CIB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:04.285202] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CIB.txt
[2025-12-26T20:19:04.285382] [INFO ] [sig       ] [688/3548] Completed CIB in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-26T20:19:04.285423] [INFO ] [sig       ] [689/3548] Forecasting CIEN...
[2025-12-26T20:19:04.285453] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-12-26T20:19:04.285483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-12-26T20:19:04.297202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2025-12-26T20:19:04.297628] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-12-26T20:19:04.298446] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-12-26T20:19:04.298499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:04.298546] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:04.298591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:04.298661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:04.355249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:04.356174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:04.356259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:04.356290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:04.479138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:04.479303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:04.479349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:04.479377] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:04.482796] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: DOWN (p=30.45%)
[2025-12-26T20:19:04.483067] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-12-26T20:19:04.483189] [INFO ] [sig       ] CIEN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:04.629186] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CIEN.txt
[2025-12-26T20:19:04.629349] [INFO ] [sig       ] [689/3548] Completed CIEN in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-26T20:19:04.629388] [INFO ] [sig       ] [690/3548] Forecasting CIF...
[2025-12-26T20:19:04.629419] [INFO ] [sig       ] Generating forecast for: CIF
[2025-12-26T20:19:04.629450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-12-26T20:19:04.642463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2025-12-26T20:19:04.643072] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-12-26T20:19:04.644108] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-12-26T20:19:04.644194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:04.644237] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:04.644273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:04.644349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:04.703873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:04.704773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:04.704860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:04.704892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:04.826104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:04.826268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:04.826313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:04.826345] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:04.830720] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: DOWN (p=30.58%)
[2025-12-26T20:19:04.831205] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-12-26T20:19:04.831336] [INFO ] [sig       ] CIF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:04.979991] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CIF.txt
[2025-12-26T20:19:04.980161] [INFO ] [sig       ] [690/3548] Completed CIF in 0.4s | 2.87 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-26T20:19:04.980204] [INFO ] [sig       ] [691/3548] Forecasting CIG...
[2025-12-26T20:19:04.980235] [INFO ] [sig       ] Generating forecast for: CIG
[2025-12-26T20:19:04.980266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-12-26T20:19:04.991837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2025-12-26T20:19:04.992288] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-12-26T20:19:04.993233] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-12-26T20:19:04.993288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:04.993322] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:04.993350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:04.993411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:05.054004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:05.054898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:05.054998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:05.055033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:05.174160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:05.174317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:05.174361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:05.174390] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:05.177865] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: UP (p=86.94%)
[2025-12-26T20:19:05.178203] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-12-26T20:19:05.178342] [INFO ] [sig       ] CIG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:05.324816] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CIG.txt
[2025-12-26T20:19:05.324975] [INFO ] [sig       ] [691/3548] Completed CIG in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-26T20:19:05.325014] [INFO ] [sig       ] [692/3548] Forecasting CIGI...
[2025-12-26T20:19:05.325043] [INFO ] [sig       ] Generating forecast for: CIGI
[2025-12-26T20:19:05.325075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2025-12-26T20:19:05.340195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2025-12-26T20:19:05.340692] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2025-12-26T20:19:05.341737] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2025-12-26T20:19:05.341804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:05.341846] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:05.341884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:05.341968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:05.403474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:05.404398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:05.404484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:05.404516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:05.522873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:05.523033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:05.523077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:05.523106] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:05.526557] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: DOWN (p=37.26%)
[2025-12-26T20:19:05.526866] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2025-12-26T20:19:05.526998] [INFO ] [sig       ] CIGI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:05.668859] [INFO ] [LOCAL     ] Saved forecast: CIGI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CIGI.txt
[2025-12-26T20:19:05.669019] [INFO ] [sig       ] [692/3548] Completed CIGI in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-26T20:19:05.669060] [INFO ] [sig       ] [693/3548] Forecasting CII...
[2025-12-26T20:19:05.669095] [INFO ] [sig       ] Generating forecast for: CII
[2025-12-26T20:19:05.669125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-12-26T20:19:05.680441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2025-12-26T20:19:05.680762] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-12-26T20:19:05.681532] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-12-26T20:19:05.681600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:05.681633] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:05.681658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:05.681718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:05.738353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:05.739206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:05.739287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:05.739318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:05.857151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:05.857302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:05.857379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:05.857409] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:05.860796] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: DOWN (p=28.96%)
[2025-12-26T20:19:05.861068] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-12-26T20:19:05.861189] [INFO ] [sig       ] CII: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:06.004208] [INFO ] [LOCAL     ] Saved forecast: CII	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CII.txt
[2025-12-26T20:19:06.004331] [INFO ] [sig       ] [693/3548] Completed CII in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-26T20:19:06.004375] [INFO ] [sig       ] [694/3548] Forecasting CIM...
[2025-12-26T20:19:06.004406] [INFO ] [sig       ] Generating forecast for: CIM
[2025-12-26T20:19:06.004436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-12-26T20:19:06.016906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2025-12-26T20:19:06.017370] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-12-26T20:19:06.018239] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-12-26T20:19:06.018292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:06.018323] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:06.018350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:06.018407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:06.075014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:06.075983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:06.076069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:06.076101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:06.194128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:06.194296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:06.194339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:06.194367] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:06.197913] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=80.83%)
[2025-12-26T20:19:06.198226] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-12-26T20:19:06.198368] [INFO ] [sig       ] CIM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:06.340073] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CIM.txt
[2025-12-26T20:19:06.340238] [INFO ] [sig       ] [694/3548] Completed CIM in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-26T20:19:06.340278] [INFO ] [sig       ] [695/3548] Forecasting CINF...
[2025-12-26T20:19:06.340314] [INFO ] [sig       ] Generating forecast for: CINF
[2025-12-26T20:19:06.340353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2025-12-26T20:19:06.352760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2025-12-26T20:19:06.353153] [INFO ] [FORECASTER] Starting predict_future for CINF
[2025-12-26T20:19:06.353967] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2025-12-26T20:19:06.354019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:06.354051] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:06.354078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:06.354137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:06.413073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:06.413974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:06.414057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:06.414091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:06.542568] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:06.542739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:06.542784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:06.542814] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:06.546521] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: UP (p=80.10%)
[2025-12-26T20:19:06.546840] [INFO ] [FORECASTER] Completed predict_future for CINF
[2025-12-26T20:19:06.546971] [INFO ] [sig       ] CINF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:06.689028] [INFO ] [LOCAL     ] Saved forecast: CINF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CINF.txt
[2025-12-26T20:19:06.689199] [INFO ] [sig       ] [695/3548] Completed CINF in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-26T20:19:06.689240] [INFO ] [sig       ] [696/3548] Forecasting CING...
[2025-12-26T20:19:06.689273] [INFO ] [sig       ] Generating forecast for: CING
[2025-12-26T20:19:06.689304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2025-12-26T20:19:06.700350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2025-12-26T20:19:06.700763] [INFO ] [FORECASTER] Starting predict_future for CING
[2025-12-26T20:19:06.701529] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2025-12-26T20:19:06.701600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:06.701633] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:06.701660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:06.701723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:06.759824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:06.760705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:06.760791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:06.760825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:06.878000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:06.878152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:06.878196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:06.878242] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:06.881761] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: DOWN (p=15.29%)
[2025-12-26T20:19:06.882037] [INFO ] [FORECASTER] Completed predict_future for CING
[2025-12-26T20:19:06.882162] [INFO ] [sig       ] CING: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:07.025921] [INFO ] [LOCAL     ] Saved forecast: CING	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CING.txt
[2025-12-26T20:19:07.026075] [INFO ] [sig       ] [696/3548] Completed CING in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-26T20:19:07.026115] [INFO ] [sig       ] [697/3548] Forecasting CIO...
[2025-12-26T20:19:07.026145] [INFO ] [sig       ] Generating forecast for: CIO
[2025-12-26T20:19:07.026212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-12-26T20:19:07.037194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIO'.
[2025-12-26T20:19:07.037609] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-12-26T20:19:07.038397] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-12-26T20:19:07.038448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:07.038480] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:07.038506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:07.038563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:07.095116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:07.096000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:07.096079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:07.096112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:07.219156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:07.219321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:07.219396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:07.219437] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:07.224191] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2025-12-26T20:19:07.224629] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-12-26T20:19:07.224815] [INFO ] [sig       ] CIO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:07.388748] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CIO.txt
[2025-12-26T20:19:07.388972] [INFO ] [sig       ] [697/3548] Completed CIO in 0.4s | 2.87 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-26T20:19:07.389014] [INFO ] [sig       ] [698/3548] Forecasting CION...
[2025-12-26T20:19:07.389044] [INFO ] [sig       ] Generating forecast for: CION
[2025-12-26T20:19:07.389082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-12-26T20:19:07.411464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2025-12-26T20:19:07.411852] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-12-26T20:19:07.412654] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-12-26T20:19:07.412706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:07.412736] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:07.412763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:07.412830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:07.469960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:07.470881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:07.470970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:07.471022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:07.610886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:07.611234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:07.611276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:07.611305] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:07.614938] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: DOWN (p=44.81%)
[2025-12-26T20:19:07.615215] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-12-26T20:19:07.615341] [INFO ] [sig       ] CION: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:07.769099] [INFO ] [LOCAL     ] Saved forecast: CION	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CION.txt
[2025-12-26T20:19:07.769255] [INFO ] [sig       ] [698/3548] Completed CION in 0.4s | 2.87 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-26T20:19:07.769295] [INFO ] [sig       ] [699/3548] Forecasting CIVB...
[2025-12-26T20:19:07.769325] [INFO ] [sig       ] Generating forecast for: CIVB
[2025-12-26T20:19:07.769356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2025-12-26T20:19:07.780922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2025-12-26T20:19:07.781312] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2025-12-26T20:19:07.782120] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2025-12-26T20:19:07.782172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:07.782203] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:07.782230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:07.782287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:07.840197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:07.841129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:07.841212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:07.841245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:07.966785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:07.966939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:07.966981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:07.967011] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:07.970672] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: DOWN (p=11.68%)
[2025-12-26T20:19:07.970989] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2025-12-26T20:19:07.971125] [INFO ] [sig       ] CIVB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:08.131512] [INFO ] [LOCAL     ] Saved forecast: CIVB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CIVB.txt
[2025-12-26T20:19:08.131685] [INFO ] [sig       ] [699/3548] Completed CIVB in 0.4s | 2.87 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-26T20:19:08.131730] [INFO ] [sig       ] [700/3548] Forecasting CIVI...
[2025-12-26T20:19:08.131763] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-12-26T20:19:08.131792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-12-26T20:19:08.143642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVI'.
[2025-12-26T20:19:08.144078] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-12-26T20:19:08.145091] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-12-26T20:19:08.145149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:08.145181] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:08.145207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:08.145297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:08.208506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:08.209607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:08.209691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:08.209724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:08.336878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:08.337003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:08.337045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:08.337073] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:08.340557] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: UP (p=61.53%)
[2025-12-26T20:19:08.340890] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-12-26T20:19:08.341029] [INFO ] [sig       ] CIVI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:08.486156] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CIVI.txt
[2025-12-26T20:19:08.486313] [INFO ] [sig       ] [700/3548] Completed CIVI in 0.4s | 2.87 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-26T20:19:08.486354] [INFO ] [sig       ] [701/3548] Forecasting CLB...
[2025-12-26T20:19:08.486383] [INFO ] [sig       ] Generating forecast for: CLB
[2025-12-26T20:19:08.486414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-12-26T20:19:08.497384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2025-12-26T20:19:08.497783] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-12-26T20:19:08.498621] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-12-26T20:19:08.498674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:08.498707] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:08.498734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:08.498797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:08.558588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:08.559460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:08.559541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:08.559596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:08.681315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:08.681466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:08.681507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:08.681535] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:08.685386] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: DOWN (p=37.67%)
[2025-12-26T20:19:08.685670] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-12-26T20:19:08.685792] [INFO ] [sig       ] CLB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:08.827789] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CLB.txt
[2025-12-26T20:19:08.827936] [INFO ] [sig       ] [701/3548] Completed CLB in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-26T20:19:08.827976] [INFO ] [sig       ] [702/3548] Forecasting CLBK...
[2025-12-26T20:19:08.828005] [INFO ] [sig       ] Generating forecast for: CLBK
[2025-12-26T20:19:08.828035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2025-12-26T20:19:08.839218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2025-12-26T20:19:08.839523] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2025-12-26T20:19:08.840293] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2025-12-26T20:19:08.840357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:08.840390] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:08.840416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:08.840474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:08.897734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:08.898742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:08.898833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:08.898867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:09.027771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:09.028129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:09.028174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:09.028203] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:09.032225] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: DOWN (p=20.38%)
[2025-12-26T20:19:09.032509] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2025-12-26T20:19:09.032656] [INFO ] [sig       ] CLBK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:09.177180] [INFO ] [LOCAL     ] Saved forecast: CLBK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CLBK.txt
[2025-12-26T20:19:09.177311] [INFO ] [sig       ] [702/3548] Completed CLBK in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-26T20:19:09.177351] [INFO ] [sig       ] [703/3548] Forecasting CLCO...
[2025-12-26T20:19:09.177380] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-12-26T20:19:09.177411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-12-26T20:19:09.187800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLCO'.
[2025-12-26T20:19:09.188145] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-12-26T20:19:09.188968] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-12-26T20:19:09.189021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:09.189053] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:09.189080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:09.189138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:09.246476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:09.247184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:09.247263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:09.247296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:09.368895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:09.369051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:09.369093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:09.369121] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:09.372546] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: UP (p=85.28%)
[2025-12-26T20:19:09.372842] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-12-26T20:19:09.373007] [INFO ] [sig       ] CLCO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:09.520460] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CLCO.txt
[2025-12-26T20:19:09.520642] [INFO ] [sig       ] [703/3548] Completed CLCO in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-26T20:19:09.520686] [INFO ] [sig       ] [704/3548] Forecasting CLDX...
[2025-12-26T20:19:09.520718] [INFO ] [sig       ] Generating forecast for: CLDX
[2025-12-26T20:19:09.520752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2025-12-26T20:19:09.533799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2025-12-26T20:19:09.534196] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2025-12-26T20:19:09.535016] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2025-12-26T20:19:09.535070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:09.535101] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:09.535128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:09.535187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:09.601211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:09.602569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:09.602698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:09.602733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:09.731776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:09.731930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:09.731972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:09.732002] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:09.735728] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: DOWN (p=2.97%)
[2025-12-26T20:19:09.736019] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2025-12-26T20:19:09.736147] [INFO ] [sig       ] CLDX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:09.883042] [INFO ] [LOCAL     ] Saved forecast: CLDX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CLDX.txt
[2025-12-26T20:19:09.883185] [INFO ] [sig       ] [704/3548] Completed CLDX in 0.4s | 2.87 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-26T20:19:09.883224] [INFO ] [sig       ] [705/3548] Forecasting CLF...
[2025-12-26T20:19:09.883253] [INFO ] [sig       ] Generating forecast for: CLF
[2025-12-26T20:19:09.883283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-12-26T20:19:09.894833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2025-12-26T20:19:09.895229] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-12-26T20:19:09.896058] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-12-26T20:19:09.896110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:09.896142] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:09.896170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:09.896227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:09.954902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:09.955752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:09.955835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:09.955867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:10.089914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:10.090093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:10.090152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:10.090185] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:10.094136] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: DOWN (p=48.76%)
[2025-12-26T20:19:10.094438] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-12-26T20:19:10.094591] [INFO ] [sig       ] CLF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:10.240550] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CLF.txt
[2025-12-26T20:19:10.240711] [INFO ] [sig       ] [705/3548] Completed CLF in 0.4s | 2.87 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-26T20:19:10.240749] [INFO ] [sig       ] [706/3548] Forecasting CLFD...
[2025-12-26T20:19:10.240779] [INFO ] [sig       ] Generating forecast for: CLFD
[2025-12-26T20:19:10.240810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2025-12-26T20:19:10.251880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2025-12-26T20:19:10.252215] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2025-12-26T20:19:10.253014] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2025-12-26T20:19:10.253065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:10.253096] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:10.253123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:10.253180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:10.313594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:10.314512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:10.314617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:10.314653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:10.438129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:10.438282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:10.438325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:10.438354] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:10.441803] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: UP (p=75.96%)
[2025-12-26T20:19:10.442087] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2025-12-26T20:19:10.442212] [INFO ] [sig       ] CLFD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:10.583601] [INFO ] [LOCAL     ] Saved forecast: CLFD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CLFD.txt
[2025-12-26T20:19:10.583761] [INFO ] [sig       ] [706/3548] Completed CLFD in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-26T20:19:10.583806] [INFO ] [sig       ] [707/3548] Forecasting CLH...
[2025-12-26T20:19:10.583837] [INFO ] [sig       ] Generating forecast for: CLH
[2025-12-26T20:19:10.583868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-12-26T20:19:10.595077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2025-12-26T20:19:10.595425] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-12-26T20:19:10.596308] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-12-26T20:19:10.596361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:10.596394] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:10.596421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:10.596479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:10.655185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:10.656031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:10.656116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:10.656151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:10.779249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:10.779399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:10.779441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:10.779469] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:10.782955] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: DOWN (p=31.93%)
[2025-12-26T20:19:10.783259] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-12-26T20:19:10.783383] [INFO ] [sig       ] CLH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:10.925106] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CLH.txt
[2025-12-26T20:19:10.925255] [INFO ] [sig       ] [707/3548] Completed CLH in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-26T20:19:10.925294] [INFO ] [sig       ] [708/3548] Forecasting CLLS...
[2025-12-26T20:19:10.925324] [INFO ] [sig       ] Generating forecast for: CLLS
[2025-12-26T20:19:10.925354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2025-12-26T20:19:10.936332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2025-12-26T20:19:10.936690] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2025-12-26T20:19:10.937465] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2025-12-26T20:19:10.937517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:10.937550] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:10.937600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:10.937662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:10.995607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:10.996421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:10.996505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:10.996538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:11.122226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:11.122393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:11.122444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:11.122474] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:11.126000] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: DOWN (p=49.16%)
[2025-12-26T20:19:11.126276] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2025-12-26T20:19:11.126399] [INFO ] [sig       ] CLLS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:11.264982] [INFO ] [LOCAL     ] Saved forecast: CLLS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CLLS.txt
[2025-12-26T20:19:11.265098] [INFO ] [sig       ] [708/3548] Completed CLLS in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-26T20:19:11.265137] [INFO ] [sig       ] [709/3548] Forecasting CLMB...
[2025-12-26T20:19:11.265165] [INFO ] [sig       ] Generating forecast for: CLMB
[2025-12-26T20:19:11.265201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2025-12-26T20:19:11.277066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2025-12-26T20:19:11.277387] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2025-12-26T20:19:11.278195] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2025-12-26T20:19:11.278247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:11.278277] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:11.278303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:11.278360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:11.334840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:11.335454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:11.335529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:11.335561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:11.452334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:11.452489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:11.452532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:11.452560] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:11.455966] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: UP (p=85.87%)
[2025-12-26T20:19:11.456232] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2025-12-26T20:19:11.456353] [INFO ] [sig       ] CLMB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:11.597532] [INFO ] [LOCAL     ] Saved forecast: CLMB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CLMB.txt
[2025-12-26T20:19:11.597709] [INFO ] [sig       ] [709/3548] Completed CLMB in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-26T20:19:11.597751] [INFO ] [sig       ] [710/3548] Forecasting CLNE...
[2025-12-26T20:19:11.597779] [INFO ] [sig       ] Generating forecast for: CLNE
[2025-12-26T20:19:11.597809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2025-12-26T20:19:11.608794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2025-12-26T20:19:11.609218] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2025-12-26T20:19:11.610008] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2025-12-26T20:19:11.610058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:11.610089] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:11.610115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:11.610173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:11.667091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:11.667997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:11.668078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:11.668110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:11.792818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:11.793049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:11.793103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:11.793132] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:11.796920] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: DOWN (p=44.96%)
[2025-12-26T20:19:11.797274] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2025-12-26T20:19:11.797418] [INFO ] [sig       ] CLNE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:11.943377] [INFO ] [LOCAL     ] Saved forecast: CLNE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CLNE.txt
[2025-12-26T20:19:11.943531] [INFO ] [sig       ] [710/3548] Completed CLNE in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-26T20:19:11.943588] [INFO ] [sig       ] [711/3548] Forecasting CLNN...
[2025-12-26T20:19:11.943621] [INFO ] [sig       ] Generating forecast for: CLNN
[2025-12-26T20:19:11.943651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'.
[2025-12-26T20:19:11.955146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNN'.
[2025-12-26T20:19:11.955651] [INFO ] [FORECASTER] Starting predict_future for CLNN
[2025-12-26T20:19:11.956657] [DEBUG] [LOCAL     ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt
[2025-12-26T20:19:11.956707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:11.956738] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:11.956765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:11.956827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:12.015786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:12.016686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:12.016769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:12.016802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:12.137969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:12.138120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:12.138161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:12.138189] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:12.141616] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: DOWN (p=38.35%)
[2025-12-26T20:19:12.141883] [INFO ] [FORECASTER] Completed predict_future for CLNN
[2025-12-26T20:19:12.142004] [INFO ] [sig       ] CLNN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:12.281801] [INFO ] [LOCAL     ] Saved forecast: CLNN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CLNN.txt
[2025-12-26T20:19:12.281937] [INFO ] [sig       ] [711/3548] Completed CLNN in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-26T20:19:12.281975] [INFO ] [sig       ] [712/3548] Forecasting CLOA...
[2025-12-26T20:19:12.282005] [INFO ] [sig       ] Generating forecast for: CLOA
[2025-12-26T20:19:12.282034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2025-12-26T20:19:12.293638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2025-12-26T20:19:12.294042] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2025-12-26T20:19:12.294871] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2025-12-26T20:19:12.294922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:12.294955] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:12.294980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:12.295037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:12.353132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:12.354085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:12.354174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:12.354206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:12.453797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:12.453964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:12.454008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:12.454036] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:12.457615] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=98.79%)
[2025-12-26T20:19:12.457919] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2025-12-26T20:19:12.458051] [INFO ] [sig       ] CLOA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:12.600350] [INFO ] [LOCAL     ] Saved forecast: CLOA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CLOA.txt
[2025-12-26T20:19:12.600512] [INFO ] [sig       ] [712/3548] Completed CLOA in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-26T20:19:12.600553] [INFO ] [sig       ] [713/3548] Forecasting CLRB...
[2025-12-26T20:19:12.600607] [INFO ] [sig       ] Generating forecast for: CLRB
[2025-12-26T20:19:12.600639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2025-12-26T20:19:12.612496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2025-12-26T20:19:12.612849] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2025-12-26T20:19:12.613654] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2025-12-26T20:19:12.613743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:12.613783] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:12.613811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:12.613869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:12.672381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:12.673269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:12.673353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:12.673386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:12.793799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:12.793953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:12.793995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:12.794024] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:12.797476] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: DOWN (p=10.04%)
[2025-12-26T20:19:12.797769] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2025-12-26T20:19:12.797900] [INFO ] [sig       ] CLRB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:12.947529] [INFO ] [LOCAL     ] Saved forecast: CLRB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CLRB.txt
[2025-12-26T20:19:12.947708] [INFO ] [sig       ] [713/3548] Completed CLRB in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-26T20:19:12.947782] [INFO ] [sig       ] [714/3548] Forecasting CLRO...
[2025-12-26T20:19:12.947816] [INFO ] [sig       ] Generating forecast for: CLRO
[2025-12-26T20:19:12.947854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2025-12-26T20:19:12.962693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2025-12-26T20:19:12.963152] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2025-12-26T20:19:12.964070] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2025-12-26T20:19:12.964122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:12.964155] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:12.964182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:12.964240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:13.022488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:13.023424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:13.023512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:13.023544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:13.137192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:13.137347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:13.137391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:13.137420] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:13.140891] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: UP (p=99.53%)
[2025-12-26T20:19:13.141169] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2025-12-26T20:19:13.141295] [INFO ] [sig       ] CLRO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:13.285272] [INFO ] [LOCAL     ] Saved forecast: CLRO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CLRO.txt
[2025-12-26T20:19:13.285431] [INFO ] [sig       ] [714/3548] Completed CLRO in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-26T20:19:13.285476] [INFO ] [sig       ] [715/3548] Forecasting CLS...
[2025-12-26T20:19:13.285506] [INFO ] [sig       ] Generating forecast for: CLS
[2025-12-26T20:19:13.285538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-12-26T20:19:13.296775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2025-12-26T20:19:13.297158] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-12-26T20:19:13.297960] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-12-26T20:19:13.298011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:13.298042] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:13.298068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:13.298125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:13.355880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:13.356763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:13.356853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:13.356885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:13.479347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:13.479497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:13.479539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:13.479588] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:13.483032] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=75.84%)
[2025-12-26T20:19:13.483318] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-12-26T20:19:13.483448] [INFO ] [sig       ] CLS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:13.625404] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CLS.txt
[2025-12-26T20:19:13.625556] [INFO ] [sig       ] [715/3548] Completed CLS in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-26T20:19:13.625618] [INFO ] [sig       ] [716/3548] Forecasting CLX...
[2025-12-26T20:19:13.625650] [INFO ] [sig       ] Generating forecast for: CLX
[2025-12-26T20:19:13.625680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-12-26T20:19:13.636920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2025-12-26T20:19:13.637308] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-12-26T20:19:13.638125] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-12-26T20:19:13.638176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:13.638206] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:13.638233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:13.638290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:13.696000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:13.696868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:13.696950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:13.696983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:13.822013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:13.822179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:13.822224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:13.822253] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:13.825761] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: UP (p=84.87%)
[2025-12-26T20:19:13.826062] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-12-26T20:19:13.826191] [INFO ] [sig       ] CLX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:13.967601] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CLX.txt
[2025-12-26T20:19:13.967758] [INFO ] [sig       ] [716/3548] Completed CLX in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-26T20:19:13.967803] [INFO ] [sig       ] [717/3548] Forecasting CM...
[2025-12-26T20:19:13.967834] [INFO ] [sig       ] Generating forecast for: CM
[2025-12-26T20:19:13.967864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-12-26T20:19:13.978821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2025-12-26T20:19:13.979165] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-12-26T20:19:13.979946] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-12-26T20:19:13.980008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:13.980045] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:13.980074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:13.980158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:14.037306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:14.038180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:14.038261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:14.038293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:14.157477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:14.157648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:14.157705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:14.157738] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:14.161279] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: UP (p=64.38%)
[2025-12-26T20:19:14.161550] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-12-26T20:19:14.161696] [INFO ] [sig       ] CM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:14.308383] [INFO ] [LOCAL     ] Saved forecast: CM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CM.txt
[2025-12-26T20:19:14.308525] [INFO ] [sig       ] [717/3548] Completed CM in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-26T20:19:14.308564] [INFO ] [sig       ] [718/3548] Forecasting CMA...
[2025-12-26T20:19:14.308614] [INFO ] [sig       ] Generating forecast for: CMA
[2025-12-26T20:19:14.308646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-12-26T20:19:14.320077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMA'.
[2025-12-26T20:19:14.320433] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-12-26T20:19:14.321273] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-12-26T20:19:14.321326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:14.321359] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:14.321385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:14.321443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:14.390292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:14.391315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:14.391414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:14.391451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:14.515249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:14.515417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:14.515468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:14.515499] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:14.519393] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: DOWN (p=47.48%)
[2025-12-26T20:19:14.519721] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-12-26T20:19:14.519869] [INFO ] [sig       ] CMA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:14.664024] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CMA.txt
[2025-12-26T20:19:14.664161] [INFO ] [sig       ] [718/3548] Completed CMA in 0.4s | 2.87 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-26T20:19:14.664200] [INFO ] [sig       ] [719/3548] Forecasting CMC...
[2025-12-26T20:19:14.664231] [INFO ] [sig       ] Generating forecast for: CMC
[2025-12-26T20:19:14.664261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-12-26T20:19:14.675205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2025-12-26T20:19:14.675598] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-12-26T20:19:14.676361] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-12-26T20:19:14.676412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:14.676444] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:14.676470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:14.676527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:14.734275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:14.735157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:14.735237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:14.735269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:14.858005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:14.858152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:14.858193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:14.858222] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:14.861613] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: UP (p=65.52%)
[2025-12-26T20:19:14.861891] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-12-26T20:19:14.862036] [INFO ] [sig       ] CMC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:15.003588] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CMC.txt
[2025-12-26T20:19:15.003772] [INFO ] [sig       ] [719/3548] Completed CMC in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-26T20:19:15.003818] [INFO ] [sig       ] [720/3548] Forecasting CMCM...
[2025-12-26T20:19:15.003849] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-12-26T20:19:15.003879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-12-26T20:19:15.014491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2025-12-26T20:19:15.014853] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-12-26T20:19:15.015651] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-12-26T20:19:15.015702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:15.015735] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:15.015761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:15.015819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:15.073313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:15.074041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:15.074121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:15.074154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:15.190546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:15.190743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:15.190793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:15.190840] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:15.194500] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: DOWN (p=43.71%)
[2025-12-26T20:19:15.194850] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-12-26T20:19:15.194983] [INFO ] [sig       ] CMCM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:15.352230] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CMCM.txt
[2025-12-26T20:19:15.352388] [INFO ] [sig       ] [720/3548] Completed CMCM in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-26T20:19:15.352429] [INFO ] [sig       ] [721/3548] Forecasting CMCO...
[2025-12-26T20:19:15.352460] [INFO ] [sig       ] Generating forecast for: CMCO
[2025-12-26T20:19:15.352490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2025-12-26T20:19:15.364475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2025-12-26T20:19:15.364881] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2025-12-26T20:19:15.365680] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2025-12-26T20:19:15.365732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:15.365763] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:15.365790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:15.365847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:15.422599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:15.423536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:15.423644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:15.423679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:15.547299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:15.547457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:15.547501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:15.547529] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:15.551068] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: UP (p=88.08%)
[2025-12-26T20:19:15.551353] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2025-12-26T20:19:15.551484] [INFO ] [sig       ] CMCO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:15.693170] [INFO ] [LOCAL     ] Saved forecast: CMCO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CMCO.txt
[2025-12-26T20:19:15.693320] [INFO ] [sig       ] [721/3548] Completed CMCO in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-26T20:19:15.693359] [INFO ] [sig       ] [722/3548] Forecasting CMCSA...
[2025-12-26T20:19:15.693389] [INFO ] [sig       ] Generating forecast for: CMCSA
[2025-12-26T20:19:15.693420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2025-12-26T20:19:15.706760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2025-12-26T20:19:15.707366] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2025-12-26T20:19:15.708304] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2025-12-26T20:19:15.708359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:15.708393] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:15.708419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:15.708479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:15.766673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:15.767765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:15.767880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:15.767915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:15.888404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:15.888561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:15.888622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:15.888651] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:15.892064] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: DOWN (p=14.58%)
[2025-12-26T20:19:15.892335] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2025-12-26T20:19:15.892484] [INFO ] [sig       ] CMCSA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:16.036262] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CMCSA.txt
[2025-12-26T20:19:16.036418] [INFO ] [sig       ] [722/3548] Completed CMCSA in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-26T20:19:16.036458] [INFO ] [sig       ] [723/3548] Forecasting CME...
[2025-12-26T20:19:16.036488] [INFO ] [sig       ] Generating forecast for: CME
[2025-12-26T20:19:16.036519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2025-12-26T20:19:16.048560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2025-12-26T20:19:16.049049] [INFO ] [FORECASTER] Starting predict_future for CME
[2025-12-26T20:19:16.049862] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2025-12-26T20:19:16.049914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:16.049946] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:16.049974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:16.050034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:16.106934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:16.107701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:16.107780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:16.107812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:16.230121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:16.230290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:16.230354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:16.230388] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:16.233889] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: DOWN (p=39.77%)
[2025-12-26T20:19:16.234164] [INFO ] [FORECASTER] Completed predict_future for CME
[2025-12-26T20:19:16.234292] [INFO ] [sig       ] CME: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:16.379329] [INFO ] [LOCAL     ] Saved forecast: CME	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CME.txt
[2025-12-26T20:19:16.379486] [INFO ] [sig       ] [723/3548] Completed CME in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-26T20:19:16.379528] [INFO ] [sig       ] [724/3548] Forecasting CMG...
[2025-12-26T20:19:16.379558] [INFO ] [sig       ] Generating forecast for: CMG
[2025-12-26T20:19:16.379609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-12-26T20:19:16.394359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2025-12-26T20:19:16.394917] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-12-26T20:19:16.395841] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-12-26T20:19:16.395898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:16.395937] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:16.395988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:16.396060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:16.457360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:16.458337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:16.458422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:16.458454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:16.579896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:16.580069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:16.580118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:16.580146] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:16.583632] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: UP (p=86.37%)
[2025-12-26T20:19:16.583910] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-12-26T20:19:16.584047] [INFO ] [sig       ] CMG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:16.723974] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CMG.txt
[2025-12-26T20:19:16.724124] [INFO ] [sig       ] [724/3548] Completed CMG in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-26T20:19:16.724161] [INFO ] [sig       ] [725/3548] Forecasting CMI...
[2025-12-26T20:19:16.724190] [INFO ] [sig       ] Generating forecast for: CMI
[2025-12-26T20:19:16.724221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-12-26T20:19:16.736075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2025-12-26T20:19:16.736402] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-12-26T20:19:16.737177] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-12-26T20:19:16.737228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:16.737263] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:16.737288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:16.737345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:16.794435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:16.795115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:16.795194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:16.795226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:16.914615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:16.914763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:16.914805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:16.914833] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:16.918200] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: UP (p=76.72%)
[2025-12-26T20:19:16.918466] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-12-26T20:19:16.918601] [INFO ] [sig       ] CMI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:17.057619] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CMI.txt
[2025-12-26T20:19:17.057748] [INFO ] [sig       ] [725/3548] Completed CMI in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-26T20:19:17.057787] [INFO ] [sig       ] [726/3548] Forecasting CMMB...
[2025-12-26T20:19:17.057817] [INFO ] [sig       ] Generating forecast for: CMMB
[2025-12-26T20:19:17.057849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2025-12-26T20:19:17.068950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2025-12-26T20:19:17.069272] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2025-12-26T20:19:17.070126] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2025-12-26T20:19:17.070179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:17.070210] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:17.070235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:17.070292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:17.126807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:17.127425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:17.127501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:17.127532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:17.243461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:17.243598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:17.243641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:17.243668] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:17.246970] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: DOWN (p=10.82%)
[2025-12-26T20:19:17.247234] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2025-12-26T20:19:17.247354] [INFO ] [sig       ] CMMB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:17.395282] [INFO ] [LOCAL     ] Saved forecast: CMMB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CMMB.txt
[2025-12-26T20:19:17.395454] [INFO ] [sig       ] [726/3548] Completed CMMB in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-26T20:19:17.395495] [INFO ] [sig       ] [727/3548] Forecasting CMP...
[2025-12-26T20:19:17.395523] [INFO ] [sig       ] Generating forecast for: CMP
[2025-12-26T20:19:17.395554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-12-26T20:19:17.408658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2025-12-26T20:19:17.409104] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-12-26T20:19:17.409955] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-12-26T20:19:17.410007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:17.410038] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:17.410064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:17.410122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:17.468595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:17.469529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:17.469631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:17.469665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:17.595359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:17.595519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:17.595562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:17.595610] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:17.599138] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=78.79%)
[2025-12-26T20:19:17.599414] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-12-26T20:19:17.599540] [INFO ] [sig       ] CMP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:17.744950] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CMP.txt
[2025-12-26T20:19:17.745095] [INFO ] [sig       ] [727/3548] Completed CMP in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-26T20:19:17.745135] [INFO ] [sig       ] [728/3548] Forecasting CMPO...
[2025-12-26T20:19:17.745165] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-12-26T20:19:17.745210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-12-26T20:19:17.756493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPO'.
[2025-12-26T20:19:17.756838] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-12-26T20:19:17.757621] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-12-26T20:19:17.757672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:17.757703] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:17.757729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:17.757786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:17.815088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:17.815921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:17.816005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:17.816036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:17.953641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:17.953791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:17.953835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:17.953863] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:17.957607] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: DOWN (p=20.17%)
[2025-12-26T20:19:17.957879] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-12-26T20:19:17.958001] [INFO ] [sig       ] CMPO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:18.109389] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CMPO.txt
[2025-12-26T20:19:18.109523] [INFO ] [sig       ] [728/3548] Completed CMPO in 0.4s | 2.87 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-26T20:19:18.109563] [INFO ] [sig       ] [729/3548] Forecasting CMPS...
[2025-12-26T20:19:18.109632] [INFO ] [sig       ] Generating forecast for: CMPS
[2025-12-26T20:19:18.109684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2025-12-26T20:19:18.121476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2025-12-26T20:19:18.121847] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2025-12-26T20:19:18.122633] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2025-12-26T20:19:18.122685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:18.122716] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:18.122741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:18.122799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:18.180786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:18.181625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:18.181705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:18.181737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:18.304303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:18.304454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:18.304496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:18.304524] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:18.307861] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: DOWN (p=16.54%)
[2025-12-26T20:19:18.308125] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2025-12-26T20:19:18.308245] [INFO ] [sig       ] CMPS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:18.452771] [INFO ] [LOCAL     ] Saved forecast: CMPS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CMPS.txt
[2025-12-26T20:19:18.452901] [INFO ] [sig       ] [729/3548] Completed CMPS in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-26T20:19:18.452940] [INFO ] [sig       ] [730/3548] Forecasting CMPX...
[2025-12-26T20:19:18.452969] [INFO ] [sig       ] Generating forecast for: CMPX
[2025-12-26T20:19:18.452997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2025-12-26T20:19:18.464751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2025-12-26T20:19:18.465080] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2025-12-26T20:19:18.465864] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2025-12-26T20:19:18.465916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:18.465947] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:18.465974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:18.466032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:18.522723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:18.523314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:18.523391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:18.523423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:18.640013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:18.640135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:18.640173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:18.640201] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:18.643456] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: DOWN (p=14.30%)
[2025-12-26T20:19:18.643748] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2025-12-26T20:19:18.643872] [INFO ] [sig       ] CMPX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:18.788042] [INFO ] [LOCAL     ] Saved forecast: CMPX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CMPX.txt
[2025-12-26T20:19:18.788167] [INFO ] [sig       ] [730/3548] Completed CMPX in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-26T20:19:18.788244] [INFO ] [sig       ] [731/3548] Forecasting CMRE...
[2025-12-26T20:19:18.788281] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-12-26T20:19:18.788322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-12-26T20:19:18.799214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2025-12-26T20:19:18.799557] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-12-26T20:19:18.800372] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-12-26T20:19:18.800426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:18.800458] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:18.800486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:18.800545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:18.859237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:18.859958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:18.860049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:18.860088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:18.980396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:18.980551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:18.980610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:18.980640] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:18.984102] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: DOWN (p=18.46%)
[2025-12-26T20:19:18.984370] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-12-26T20:19:18.984491] [INFO ] [sig       ] CMRE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:19.132697] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CMRE.txt
[2025-12-26T20:19:19.132837] [INFO ] [sig       ] [731/3548] Completed CMRE in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-26T20:19:19.132875] [INFO ] [sig       ] [732/3548] Forecasting CMS...
[2025-12-26T20:19:19.132904] [INFO ] [sig       ] Generating forecast for: CMS
[2025-12-26T20:19:19.132934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-12-26T20:19:19.144166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2025-12-26T20:19:19.144477] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-12-26T20:19:19.145268] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-12-26T20:19:19.145321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:19.145352] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:19.145378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:19.145435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:19.201979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:19.202831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:19.202914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:19.202947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:19.331558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:19.331734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:19.331777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:19.331804] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:19.335139] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: DOWN (p=14.62%)
[2025-12-26T20:19:19.335406] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-12-26T20:19:19.335527] [INFO ] [sig       ] CMS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:19.477213] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CMS.txt
[2025-12-26T20:19:19.477346] [INFO ] [sig       ] [732/3548] Completed CMS in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-26T20:19:19.477388] [INFO ] [sig       ] [733/3548] Forecasting CMSA...
[2025-12-26T20:19:19.477418] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-12-26T20:19:19.477448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-12-26T20:19:19.488843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2025-12-26T20:19:19.489201] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-12-26T20:19:19.490006] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-12-26T20:19:19.490059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:19.490092] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:19.490121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:19.490180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:19.548396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:19.549085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:19.549164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:19.549208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:19.660526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:19.660689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:19.660733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:19.660761] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:19.664110] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: DOWN (p=38.50%)
[2025-12-26T20:19:19.664375] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-12-26T20:19:19.664494] [INFO ] [sig       ] CMSA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:19.812640] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CMSA.txt
[2025-12-26T20:19:19.812763] [INFO ] [sig       ] [733/3548] Completed CMSA in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-26T20:19:19.812802] [INFO ] [sig       ] [734/3548] Forecasting CMSC...
[2025-12-26T20:19:19.812833] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-12-26T20:19:19.812865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-12-26T20:19:19.823430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2025-12-26T20:19:19.823761] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-12-26T20:19:19.824506] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-12-26T20:19:19.824556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:19.824606] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:19.824660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:19.824719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:19.886286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:19.887136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:19.887220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:19.887251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:20.000196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:20.000352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:20.000397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:20.000428] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:20.003850] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: UP (p=63.28%)
[2025-12-26T20:19:20.004153] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-12-26T20:19:20.004286] [INFO ] [sig       ] CMSC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:20.155176] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CMSC.txt
[2025-12-26T20:19:20.155329] [INFO ] [sig       ] [734/3548] Completed CMSC in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-26T20:19:20.155367] [INFO ] [sig       ] [735/3548] Forecasting CMSD...
[2025-12-26T20:19:20.155399] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-12-26T20:19:20.155429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-12-26T20:19:20.166346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2025-12-26T20:19:20.166665] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-12-26T20:19:20.167452] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-12-26T20:19:20.167503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:20.167534] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:20.167560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:20.167659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:20.225723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:20.226496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:20.226591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:20.226625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:20.345113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:20.345261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:20.345305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:20.345334] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:20.348700] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: DOWN (p=13.53%)
[2025-12-26T20:19:20.349004] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-12-26T20:19:20.349149] [INFO ] [sig       ] CMSD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:20.495775] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CMSD.txt
[2025-12-26T20:19:20.495898] [INFO ] [sig       ] [735/3548] Completed CMSD in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-26T20:19:20.495938] [INFO ] [sig       ] [736/3548] Forecasting CMTG...
[2025-12-26T20:19:20.495969] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-12-26T20:19:20.496001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-12-26T20:19:20.508018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2025-12-26T20:19:20.508332] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-12-26T20:19:20.509138] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-12-26T20:19:20.509189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:20.509221] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:20.509248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:20.509304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:20.567131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:20.567789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:20.567866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:20.567900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:20.693253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:20.693433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:20.693484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:20.693513] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:20.697055] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: UP (p=87.73%)
[2025-12-26T20:19:20.697346] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-12-26T20:19:20.697467] [INFO ] [sig       ] CMTG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:20.842852] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CMTG.txt
[2025-12-26T20:19:20.842970] [INFO ] [sig       ] [736/3548] Completed CMTG in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-26T20:19:20.843006] [INFO ] [sig       ] [737/3548] Forecasting CMTL...
[2025-12-26T20:19:20.843035] [INFO ] [sig       ] Generating forecast for: CMTL
[2025-12-26T20:19:20.843065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2025-12-26T20:19:20.854284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2025-12-26T20:19:20.854630] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2025-12-26T20:19:20.855401] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2025-12-26T20:19:20.855469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:20.855501] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:20.855527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:20.855603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:20.914570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:20.915437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:20.915519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:20.915555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:21.037693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:21.037867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:21.037913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:21.037943] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:21.041592] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: UP (p=81.21%)
[2025-12-26T20:19:21.041927] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2025-12-26T20:19:21.042063] [INFO ] [sig       ] CMTL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:21.192274] [INFO ] [LOCAL     ] Saved forecast: CMTL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CMTL.txt
[2025-12-26T20:19:21.192428] [INFO ] [sig       ] [737/3548] Completed CMTL in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-26T20:19:21.192467] [INFO ] [sig       ] [738/3548] Forecasting CNA...
[2025-12-26T20:19:21.192498] [INFO ] [sig       ] Generating forecast for: CNA
[2025-12-26T20:19:21.192528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-12-26T20:19:21.203932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2025-12-26T20:19:21.204315] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-12-26T20:19:21.205132] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-12-26T20:19:21.205186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:21.205220] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:21.205247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:21.205307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:21.264223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:21.265065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:21.265149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:21.265182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:21.386951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:21.387111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:21.387155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:21.387183] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:21.390730] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: DOWN (p=2.96%)
[2025-12-26T20:19:21.391005] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-12-26T20:19:21.391128] [INFO ] [sig       ] CNA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:21.535440] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CNA.txt
[2025-12-26T20:19:21.535615] [INFO ] [sig       ] [738/3548] Completed CNA in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-26T20:19:21.535656] [INFO ] [sig       ] [739/3548] Forecasting CNC...
[2025-12-26T20:19:21.535686] [INFO ] [sig       ] Generating forecast for: CNC
[2025-12-26T20:19:21.535717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-12-26T20:19:21.547723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2025-12-26T20:19:21.548139] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-12-26T20:19:21.549001] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-12-26T20:19:21.549055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:21.549095] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:21.549128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:21.549187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:21.608647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:21.609559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:21.609664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:21.609698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:21.734127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:21.734281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:21.734324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:21.734354] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:21.737883] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: UP (p=91.93%)
[2025-12-26T20:19:21.738183] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-12-26T20:19:21.738313] [INFO ] [sig       ] CNC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:21.894470] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CNC.txt
[2025-12-26T20:19:21.894634] [INFO ] [sig       ] [739/3548] Completed CNC in 0.4s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-26T20:19:21.894675] [INFO ] [sig       ] [740/3548] Forecasting CNF...
[2025-12-26T20:19:21.894705] [INFO ] [sig       ] Generating forecast for: CNF
[2025-12-26T20:19:21.894737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-12-26T20:19:21.905813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2025-12-26T20:19:21.906132] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-12-26T20:19:21.906909] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-12-26T20:19:21.906960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:21.906990] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:21.907017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:21.907084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:21.963683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:21.964278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:21.964530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:21.964562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:22.071986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:22.072139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:22.072184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:22.072212] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:22.075549] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: UP (p=75.75%)
[2025-12-26T20:19:22.075834] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-12-26T20:19:22.075956] [INFO ] [sig       ] CNF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:22.217154] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CNF.txt
[2025-12-26T20:19:22.217290] [INFO ] [sig       ] [740/3548] Completed CNF in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-26T20:19:22.217336] [INFO ] [sig       ] [741/3548] Forecasting CNI...
[2025-12-26T20:19:22.217366] [INFO ] [sig       ] Generating forecast for: CNI
[2025-12-26T20:19:22.217396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-12-26T20:19:22.228123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2025-12-26T20:19:22.228510] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-12-26T20:19:22.229349] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-12-26T20:19:22.229401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:22.229432] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:22.229459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:22.229517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:22.291270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:22.292208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:22.292290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:22.292322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:22.413244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:22.413395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:22.413438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:22.413466] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:22.417077] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: DOWN (p=6.29%)
[2025-12-26T20:19:22.417370] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-12-26T20:19:22.417518] [INFO ] [sig       ] CNI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:22.561464] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CNI.txt
[2025-12-26T20:19:22.561648] [INFO ] [sig       ] [741/3548] Completed CNI in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-26T20:19:22.561691] [INFO ] [sig       ] [742/3548] Forecasting CNK...
[2025-12-26T20:19:22.561720] [INFO ] [sig       ] Generating forecast for: CNK
[2025-12-26T20:19:22.561752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-12-26T20:19:22.573696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2025-12-26T20:19:22.574127] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-12-26T20:19:22.574954] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-12-26T20:19:22.575008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:22.575040] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:22.575066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:22.575124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:22.634249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:22.635179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:22.635274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:22.635308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:22.756945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:22.757104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:22.757147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:22.757175] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:22.760603] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: UP (p=91.93%)
[2025-12-26T20:19:22.760873] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-12-26T20:19:22.761012] [INFO ] [sig       ] CNK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:22.905477] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CNK.txt
[2025-12-26T20:19:22.905656] [INFO ] [sig       ] [742/3548] Completed CNK in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-26T20:19:22.905697] [INFO ] [sig       ] [743/3548] Forecasting CNM...
[2025-12-26T20:19:22.905727] [INFO ] [sig       ] Generating forecast for: CNM
[2025-12-26T20:19:22.905759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-12-26T20:19:22.916815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2025-12-26T20:19:22.917184] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-12-26T20:19:22.917967] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-12-26T20:19:22.918018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:22.918048] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:22.918074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:22.918131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:22.975420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:22.976306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:22.976391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:22.976424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:23.105060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:23.105240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:23.105289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:23.105318] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:23.108837] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=5.46%)
[2025-12-26T20:19:23.109131] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-12-26T20:19:23.109265] [INFO ] [sig       ] CNM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:23.251590] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CNM.txt
[2025-12-26T20:19:23.251766] [INFO ] [sig       ] [743/3548] Completed CNM in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-26T20:19:23.251807] [INFO ] [sig       ] [744/3548] Forecasting CNMD...
[2025-12-26T20:19:23.251841] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-12-26T20:19:23.251872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-12-26T20:19:23.263735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2025-12-26T20:19:23.264087] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-12-26T20:19:23.264900] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-12-26T20:19:23.264954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:23.264985] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:23.265011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:23.265069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:23.322978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:23.323853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:23.323942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:23.323976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:23.471835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:23.471991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:23.472052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:23.472082] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:23.475477] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: UP (p=65.14%)
[2025-12-26T20:19:23.475776] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-12-26T20:19:23.475904] [INFO ] [sig       ] CNMD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:23.618085] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CNMD.txt
[2025-12-26T20:19:23.618229] [INFO ] [sig       ] [744/3548] Completed CNMD in 0.4s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-26T20:19:23.618267] [INFO ] [sig       ] [745/3548] Forecasting CNNE...
[2025-12-26T20:19:23.618296] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-12-26T20:19:23.618326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-12-26T20:19:23.631924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2025-12-26T20:19:23.632436] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-12-26T20:19:23.633362] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-12-26T20:19:23.633415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:23.633447] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:23.633473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:23.633533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:23.691731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:23.692805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:23.692900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:23.692933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:23.820111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:23.820334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:23.820385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:23.820415] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:23.824748] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=99.24%)
[2025-12-26T20:19:23.825067] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-12-26T20:19:23.825235] [INFO ] [sig       ] CNNE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:23.970015] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CNNE.txt
[2025-12-26T20:19:23.970203] [INFO ] [sig       ] [745/3548] Completed CNNE in 0.4s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-26T20:19:23.970244] [INFO ] [sig       ] [746/3548] Forecasting CNO...
[2025-12-26T20:19:23.970275] [INFO ] [sig       ] Generating forecast for: CNO
[2025-12-26T20:19:23.970308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-12-26T20:19:23.983802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2025-12-26T20:19:23.984333] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-12-26T20:19:23.985237] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-12-26T20:19:23.985291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:23.985322] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:23.985349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:23.985408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:24.045625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:24.046814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:24.046941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:24.046978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:24.170997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:24.171220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:24.171274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:24.171303] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:24.175139] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: DOWN (p=13.01%)
[2025-12-26T20:19:24.175441] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-12-26T20:19:24.175590] [INFO ] [sig       ] CNO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:24.337603] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CNO.txt
[2025-12-26T20:19:24.337790] [INFO ] [sig       ] [746/3548] Completed CNO in 0.4s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-26T20:19:24.337832] [INFO ] [sig       ] [747/3548] Forecasting CNOB...
[2025-12-26T20:19:24.337861] [INFO ] [sig       ] Generating forecast for: CNOB
[2025-12-26T20:19:24.337892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2025-12-26T20:19:24.350531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2025-12-26T20:19:24.350979] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2025-12-26T20:19:24.351892] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2025-12-26T20:19:24.351947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:24.351981] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:24.352010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:24.352071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:24.427404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:24.428363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:24.428450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:24.428493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:24.556960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:24.557117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:24.557164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:24.557194] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:24.561328] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: UP (p=52.44%)
[2025-12-26T20:19:24.561640] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2025-12-26T20:19:24.561773] [INFO ] [sig       ] CNOB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:24.711128] [INFO ] [LOCAL     ] Saved forecast: CNOB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CNOB.txt
[2025-12-26T20:19:24.711274] [INFO ] [sig       ] [747/3548] Completed CNOB in 0.4s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-26T20:19:24.711363] [INFO ] [sig       ] [748/3548] Forecasting CNP...
[2025-12-26T20:19:24.711412] [INFO ] [sig       ] Generating forecast for: CNP
[2025-12-26T20:19:24.711455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-12-26T20:19:24.723509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2025-12-26T20:19:24.723906] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-12-26T20:19:24.724937] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-12-26T20:19:24.724991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:24.725040] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:24.725070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:24.725137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:24.788425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:24.789346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:24.789433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:24.789468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:24.912185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:24.912354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:24.912399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:24.912427] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:24.915748] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=47.81%)
[2025-12-26T20:19:24.916012] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-12-26T20:19:24.916132] [INFO ] [sig       ] CNP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:25.060439] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CNP.txt
[2025-12-26T20:19:25.060600] [INFO ] [sig       ] [748/3548] Completed CNP in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-26T20:19:25.060641] [INFO ] [sig       ] [749/3548] Forecasting CNQ...
[2025-12-26T20:19:25.060671] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-12-26T20:19:25.060703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-12-26T20:19:25.071871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2025-12-26T20:19:25.072243] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-12-26T20:19:25.073021] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-12-26T20:19:25.073073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:25.073104] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:25.073131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:25.073188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:25.133196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:25.134127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:25.134213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:25.134246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:25.264164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:25.264320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:25.264362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:25.264390] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:25.267765] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: UP (p=52.00%)
[2025-12-26T20:19:25.268033] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-12-26T20:19:25.268157] [INFO ] [sig       ] CNQ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:25.422754] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CNQ.txt
[2025-12-26T20:19:25.422898] [INFO ] [sig       ] [749/3548] Completed CNQ in 0.4s | 2.87 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-26T20:19:25.422938] [INFO ] [sig       ] [750/3548] Forecasting CNS...
[2025-12-26T20:19:25.422967] [INFO ] [sig       ] Generating forecast for: CNS
[2025-12-26T20:19:25.422997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-12-26T20:19:25.433944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2025-12-26T20:19:25.434324] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-12-26T20:19:25.435114] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-12-26T20:19:25.435166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:25.435201] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:25.435237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:25.435312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:25.491854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:25.492508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:25.492603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:25.492637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:25.618662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:25.618813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:25.618855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:25.618899] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:25.622299] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: DOWN (p=17.68%)
[2025-12-26T20:19:25.622586] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-12-26T20:19:25.622710] [INFO ] [sig       ] CNS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:25.764255] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CNS.txt
[2025-12-26T20:19:25.764422] [INFO ] [sig       ] [750/3548] Completed CNS in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-26T20:19:25.764462] [INFO ] [sig       ] [751/3548] Forecasting CNSP...
[2025-12-26T20:19:25.764492] [INFO ] [sig       ] Generating forecast for: CNSP
[2025-12-26T20:19:25.764522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2025-12-26T20:19:25.775428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2025-12-26T20:19:25.775846] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2025-12-26T20:19:25.776649] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2025-12-26T20:19:25.776700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:25.776731] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:25.776788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:25.776847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:25.834678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:25.835540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:25.835640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:25.835674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:25.960058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:25.960207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:25.960252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:25.960280] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:25.963797] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: UP (p=51.03%)
[2025-12-26T20:19:25.964092] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2025-12-26T20:19:25.964225] [INFO ] [sig       ] CNSP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:26.108167] [INFO ] [LOCAL     ] Saved forecast: CNSP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CNSP.txt
[2025-12-26T20:19:26.108302] [INFO ] [sig       ] [751/3548] Completed CNSP in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-26T20:19:26.108341] [INFO ] [sig       ] [752/3548] Forecasting CNTA...
[2025-12-26T20:19:26.108377] [INFO ] [sig       ] Generating forecast for: CNTA
[2025-12-26T20:19:26.108407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2025-12-26T20:19:26.119818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2025-12-26T20:19:26.120166] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2025-12-26T20:19:26.120981] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2025-12-26T20:19:26.121032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:26.121063] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:26.121090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:26.121149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:26.178565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:26.179287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:26.179364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:26.179396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:26.303020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:26.303167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:26.303211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:26.303241] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:26.306614] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: DOWN (p=33.79%)
[2025-12-26T20:19:26.306878] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2025-12-26T20:19:26.307001] [INFO ] [sig       ] CNTA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:26.463084] [INFO ] [LOCAL     ] Saved forecast: CNTA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CNTA.txt
[2025-12-26T20:19:26.463223] [INFO ] [sig       ] [752/3548] Completed CNTA in 0.4s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-26T20:19:26.463263] [INFO ] [sig       ] [753/3548] Forecasting CNTY...
[2025-12-26T20:19:26.463292] [INFO ] [sig       ] Generating forecast for: CNTY
[2025-12-26T20:19:26.463321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2025-12-26T20:19:26.474687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2025-12-26T20:19:26.475033] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2025-12-26T20:19:26.475811] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2025-12-26T20:19:26.475862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:26.475894] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:26.475921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:26.475978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:26.533961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:26.534715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:26.534796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:26.534830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:26.661889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:26.662046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:26.662090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:26.662119] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:26.665630] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: DOWN (p=0.47%)
[2025-12-26T20:19:26.665921] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2025-12-26T20:19:26.666051] [INFO ] [sig       ] CNTY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:26.813723] [INFO ] [LOCAL     ] Saved forecast: CNTY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CNTY.txt
[2025-12-26T20:19:26.813884] [INFO ] [sig       ] [753/3548] Completed CNTY in 0.4s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-26T20:19:26.813924] [INFO ] [sig       ] [754/3548] Forecasting CNVS...
[2025-12-26T20:19:26.813956] [INFO ] [sig       ] Generating forecast for: CNVS
[2025-12-26T20:19:26.813986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2025-12-26T20:19:26.825222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2025-12-26T20:19:26.825602] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2025-12-26T20:19:26.826415] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2025-12-26T20:19:26.826468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:26.826499] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:26.826525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:26.826602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:26.884938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:26.885721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:26.885800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:26.885833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:27.013539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:27.013723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:27.013769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:27.013797] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:27.017716] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: DOWN (p=42.33%)
[2025-12-26T20:19:27.018009] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2025-12-26T20:19:27.018144] [INFO ] [sig       ] CNVS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:27.164474] [INFO ] [LOCAL     ] Saved forecast: CNVS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CNVS.txt
[2025-12-26T20:19:27.164655] [INFO ] [sig       ] [754/3548] Completed CNVS in 0.4s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-26T20:19:27.164701] [INFO ] [sig       ] [755/3548] Forecasting CNX...
[2025-12-26T20:19:27.164732] [INFO ] [sig       ] Generating forecast for: CNX
[2025-12-26T20:19:27.164763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-12-26T20:19:27.175896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2025-12-26T20:19:27.176274] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-12-26T20:19:27.177072] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-12-26T20:19:27.177125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:27.177155] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:27.177181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:27.177243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:27.234906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:27.235790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:27.235877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:27.235910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:27.360921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:27.361081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:27.361123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:27.361170] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:27.364715] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: UP (p=78.76%)
[2025-12-26T20:19:27.365014] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-12-26T20:19:27.365151] [INFO ] [sig       ] CNX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:27.509890] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CNX.txt
[2025-12-26T20:19:27.510043] [INFO ] [sig       ] [755/3548] Completed CNX in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-26T20:19:27.510081] [INFO ] [sig       ] [756/3548] Forecasting CNXC...
[2025-12-26T20:19:27.510112] [INFO ] [sig       ] Generating forecast for: CNXC
[2025-12-26T20:19:27.510143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'.
[2025-12-26T20:19:27.523248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXC'.
[2025-12-26T20:19:27.523660] [INFO ] [FORECASTER] Starting predict_future for CNXC
[2025-12-26T20:19:27.524477] [DEBUG] [LOCAL     ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt
[2025-12-26T20:19:27.524529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:27.524561] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:27.524611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:27.524669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:27.582148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:27.583025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:27.583115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:27.583148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:27.707818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:27.707981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:27.708027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:27.708055] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:27.711730] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: UP (p=79.12%)
[2025-12-26T20:19:27.712038] [INFO ] [FORECASTER] Completed predict_future for CNXC
[2025-12-26T20:19:27.712189] [INFO ] [sig       ] CNXC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:27.856114] [INFO ] [LOCAL     ] Saved forecast: CNXC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CNXC.txt
[2025-12-26T20:19:27.856269] [INFO ] [sig       ] [756/3548] Completed CNXC in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-26T20:19:27.856308] [INFO ] [sig       ] [757/3548] Forecasting CNXN...
[2025-12-26T20:19:27.856337] [INFO ] [sig       ] Generating forecast for: CNXN
[2025-12-26T20:19:27.856368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2025-12-26T20:19:27.868324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2025-12-26T20:19:27.868722] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2025-12-26T20:19:27.869610] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2025-12-26T20:19:27.869663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:27.869695] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:27.869721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:27.869779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:27.926842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:27.927761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:27.927869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:27.927921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:28.052258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:28.052413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:28.052455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:28.052482] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:28.055909] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: UP (p=70.22%)
[2025-12-26T20:19:28.056176] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2025-12-26T20:19:28.056302] [INFO ] [sig       ] CNXN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:28.207173] [INFO ] [LOCAL     ] Saved forecast: CNXN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CNXN.txt
[2025-12-26T20:19:28.207334] [INFO ] [sig       ] [757/3548] Completed CNXN in 0.4s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-26T20:19:28.207377] [INFO ] [sig       ] [758/3548] Forecasting COCO...
[2025-12-26T20:19:28.207406] [INFO ] [sig       ] Generating forecast for: COCO
[2025-12-26T20:19:28.207437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2025-12-26T20:19:28.219955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2025-12-26T20:19:28.220344] [INFO ] [FORECASTER] Starting predict_future for COCO
[2025-12-26T20:19:28.221492] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2025-12-26T20:19:28.221551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:28.221604] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:28.221633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:28.221691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:28.280380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:28.281479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:28.281611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:28.281647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:28.407903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:28.408058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:28.408101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:28.408130] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:28.411705] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: UP (p=89.23%)
[2025-12-26T20:19:28.411983] [INFO ] [FORECASTER] Completed predict_future for COCO
[2025-12-26T20:19:28.412110] [INFO ] [sig       ] COCO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:28.557755] [INFO ] [LOCAL     ] Saved forecast: COCO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/COCO.txt
[2025-12-26T20:19:28.557897] [INFO ] [sig       ] [758/3548] Completed COCO in 0.4s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-26T20:19:28.557938] [INFO ] [sig       ] [759/3548] Forecasting CODA...
[2025-12-26T20:19:28.557969] [INFO ] [sig       ] Generating forecast for: CODA
[2025-12-26T20:19:28.557998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2025-12-26T20:19:28.569056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2025-12-26T20:19:28.569629] [INFO ] [FORECASTER] Starting predict_future for CODA
[2025-12-26T20:19:28.570431] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2025-12-26T20:19:28.570485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:28.570517] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:28.570544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:28.570653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:28.630190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:28.630957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:28.631038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:28.631071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:28.745951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:28.746104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:28.746150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:28.746180] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:28.749678] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: DOWN (p=0.91%)
[2025-12-26T20:19:28.749974] [INFO ] [FORECASTER] Completed predict_future for CODA
[2025-12-26T20:19:28.750106] [INFO ] [sig       ] CODA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:28.890812] [INFO ] [LOCAL     ] Saved forecast: CODA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CODA.txt
[2025-12-26T20:19:28.890947] [INFO ] [sig       ] [759/3548] Completed CODA in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-26T20:19:28.890986] [INFO ] [sig       ] [760/3548] Forecasting CODI...
[2025-12-26T20:19:28.891013] [INFO ] [sig       ] Generating forecast for: CODI
[2025-12-26T20:19:28.891043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-12-26T20:19:28.901738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2025-12-26T20:19:28.902095] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-12-26T20:19:28.902945] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-12-26T20:19:28.902998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:28.903030] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:28.903057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:28.903114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:28.962875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:28.963739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:28.963821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:28.963855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:29.087721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:29.087871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:29.087913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:29.087941] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:29.091316] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=96.65%)
[2025-12-26T20:19:29.091599] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-12-26T20:19:29.091723] [INFO ] [sig       ] CODI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:29.231711] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CODI.txt
[2025-12-26T20:19:29.231862] [INFO ] [sig       ] [760/3548] Completed CODI in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-26T20:19:29.231900] [INFO ] [sig       ] [761/3548] Forecasting COEP...
[2025-12-26T20:19:29.231929] [INFO ] [sig       ] Generating forecast for: COEP
[2025-12-26T20:19:29.231959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2025-12-26T20:19:29.243779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2025-12-26T20:19:29.244153] [INFO ] [FORECASTER] Starting predict_future for COEP
[2025-12-26T20:19:29.244984] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2025-12-26T20:19:29.245074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:29.245110] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:29.245139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:29.245204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:29.303499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:29.304308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:29.304422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:29.304457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:29.429692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:29.429843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:29.429887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:29.429917] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:29.433348] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: UP (p=73.91%)
[2025-12-26T20:19:29.433647] [INFO ] [FORECASTER] Completed predict_future for COEP
[2025-12-26T20:19:29.433778] [INFO ] [sig       ] COEP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:29.578135] [INFO ] [LOCAL     ] Saved forecast: COEP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/COEP.txt
[2025-12-26T20:19:29.578290] [INFO ] [sig       ] [761/3548] Completed COEP in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-26T20:19:29.578333] [INFO ] [sig       ] [762/3548] Forecasting COF...
[2025-12-26T20:19:29.578361] [INFO ] [sig       ] Generating forecast for: COF
[2025-12-26T20:19:29.578392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-12-26T20:19:29.590022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2025-12-26T20:19:29.590402] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-12-26T20:19:29.591218] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-12-26T20:19:29.591272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:29.591304] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:29.591331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:29.591390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:29.651655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:29.652442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:29.652524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:29.652557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:29.775148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:29.775281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:29.775325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:29.775354] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:29.778767] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: DOWN (p=20.61%)
[2025-12-26T20:19:29.779053] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-12-26T20:19:29.779173] [INFO ] [sig       ] COF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:29.923057] [INFO ] [LOCAL     ] Saved forecast: COF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/COF.txt
[2025-12-26T20:19:29.923220] [INFO ] [sig       ] [762/3548] Completed COF in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-26T20:19:29.923266] [INFO ] [sig       ] [763/3548] Forecasting COFS...
[2025-12-26T20:19:29.923302] [INFO ] [sig       ] Generating forecast for: COFS
[2025-12-26T20:19:29.923340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2025-12-26T20:19:29.934197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2025-12-26T20:19:29.934602] [INFO ] [FORECASTER] Starting predict_future for COFS
[2025-12-26T20:19:29.935425] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2025-12-26T20:19:29.935478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:29.935509] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:29.935537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:29.935615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:29.994109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:29.995008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:29.995092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:29.995124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:30.111091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:30.111241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:30.111284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:30.111312] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:30.114895] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: UP (p=93.78%)
[2025-12-26T20:19:30.115173] [INFO ] [FORECASTER] Completed predict_future for COFS
[2025-12-26T20:19:30.115301] [INFO ] [sig       ] COFS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:30.256254] [INFO ] [LOCAL     ] Saved forecast: COFS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/COFS.txt
[2025-12-26T20:19:30.256392] [INFO ] [sig       ] [763/3548] Completed COFS in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-26T20:19:30.256432] [INFO ] [sig       ] [764/3548] Forecasting COIN...
[2025-12-26T20:19:30.256462] [INFO ] [sig       ] Generating forecast for: COIN
[2025-12-26T20:19:30.256491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'.
[2025-12-26T20:19:30.268007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COIN'.
[2025-12-26T20:19:30.268415] [INFO ] [FORECASTER] Starting predict_future for COIN
[2025-12-26T20:19:30.269300] [DEBUG] [LOCAL     ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt
[2025-12-26T20:19:30.269355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:30.269392] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:30.269420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:30.269478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:30.328375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:30.329227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:30.329310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:30.329348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:30.452904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:30.453057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:30.453099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:30.453128] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:30.456485] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: UP (p=87.81%)
[2025-12-26T20:19:30.456779] [INFO ] [FORECASTER] Completed predict_future for COIN
[2025-12-26T20:19:30.456901] [INFO ] [sig       ] COIN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:30.597245] [INFO ] [LOCAL     ] Saved forecast: COIN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/COIN.txt
[2025-12-26T20:19:30.597441] [INFO ] [sig       ] [764/3548] Completed COIN in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-26T20:19:30.597481] [INFO ] [sig       ] [765/3548] Forecasting COKE...
[2025-12-26T20:19:30.597511] [INFO ] [sig       ] Generating forecast for: COKE
[2025-12-26T20:19:30.597541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2025-12-26T20:19:30.608233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COKE'.
[2025-12-26T20:19:30.608548] [INFO ] [FORECASTER] Starting predict_future for COKE
[2025-12-26T20:19:30.609411] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2025-12-26T20:19:30.609474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:30.609512] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:30.609538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:30.609616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:30.667121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:30.667841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:30.667918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:30.667949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:30.785938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:30.786082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:30.786123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:30.786151] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:30.789757] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: UP (p=94.77%)
[2025-12-26T20:19:30.790035] [INFO ] [FORECASTER] Completed predict_future for COKE
[2025-12-26T20:19:30.790161] [INFO ] [sig       ] COKE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:30.931363] [INFO ] [LOCAL     ] Saved forecast: COKE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/COKE.txt
[2025-12-26T20:19:30.931500] [INFO ] [sig       ] [765/3548] Completed COKE in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-26T20:19:30.931537] [INFO ] [sig       ] [766/3548] Forecasting COLB...
[2025-12-26T20:19:30.931566] [INFO ] [sig       ] Generating forecast for: COLB
[2025-12-26T20:19:30.931616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2025-12-26T20:19:30.942349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2025-12-26T20:19:30.942691] [INFO ] [FORECASTER] Starting predict_future for COLB
[2025-12-26T20:19:30.943460] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2025-12-26T20:19:30.943511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:30.943543] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:30.943595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:30.943674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:31.001985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:31.002863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:31.002951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:31.002985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:31.119851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:31.119999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:31.120040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:31.120068] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:31.123405] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: UP (p=79.72%)
[2025-12-26T20:19:31.123713] [INFO ] [FORECASTER] Completed predict_future for COLB
[2025-12-26T20:19:31.123838] [INFO ] [sig       ] COLB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:31.264711] [INFO ] [LOCAL     ] Saved forecast: COLB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/COLB.txt
[2025-12-26T20:19:31.264881] [INFO ] [sig       ] [766/3548] Completed COLB in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-26T20:19:31.264921] [INFO ] [sig       ] [767/3548] Forecasting COLD...
[2025-12-26T20:19:31.264950] [INFO ] [sig       ] Generating forecast for: COLD
[2025-12-26T20:19:31.264981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-12-26T20:19:31.276260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2025-12-26T20:19:31.276592] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-12-26T20:19:31.277361] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-12-26T20:19:31.277411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:31.277443] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:31.277469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:31.277526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:31.333506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:31.334126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:31.334202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:31.334233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:31.453849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:31.454003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:31.454051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:31.454080] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:31.457468] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=17.03%)
[2025-12-26T20:19:31.457756] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-12-26T20:19:31.457882] [INFO ] [sig       ] COLD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:31.598345] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/COLD.txt
[2025-12-26T20:19:31.598497] [INFO ] [sig       ] [767/3548] Completed COLD in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-26T20:19:31.598536] [INFO ] [sig       ] [768/3548] Forecasting COLL...
[2025-12-26T20:19:31.598565] [INFO ] [sig       ] Generating forecast for: COLL
[2025-12-26T20:19:31.598617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2025-12-26T20:19:31.610560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2025-12-26T20:19:31.611013] [INFO ] [FORECASTER] Starting predict_future for COLL
[2025-12-26T20:19:31.611823] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2025-12-26T20:19:31.611874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:31.611953] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:31.611991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:31.612075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:31.668748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:31.669676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:31.669760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:31.669793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:31.800216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:31.800388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:31.800430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:31.800458] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:31.804653] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: DOWN (p=20.14%)
[2025-12-26T20:19:31.804933] [INFO ] [FORECASTER] Completed predict_future for COLL
[2025-12-26T20:19:31.805064] [INFO ] [sig       ] COLL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:31.947461] [INFO ] [LOCAL     ] Saved forecast: COLL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/COLL.txt
[2025-12-26T20:19:31.947633] [INFO ] [sig       ] [768/3548] Completed COLL in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-26T20:19:31.947675] [INFO ] [sig       ] [769/3548] Forecasting COLM...
[2025-12-26T20:19:31.947705] [INFO ] [sig       ] Generating forecast for: COLM
[2025-12-26T20:19:31.947736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2025-12-26T20:19:31.959268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2025-12-26T20:19:31.959653] [INFO ] [FORECASTER] Starting predict_future for COLM
[2025-12-26T20:19:31.960548] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2025-12-26T20:19:31.960624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:31.960660] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:31.960687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:31.960744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:32.018342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:32.019250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:32.019331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:32.019363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:32.137147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:32.137301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:32.137344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:32.137374] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:32.140804] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: UP (p=78.43%)
[2025-12-26T20:19:32.141074] [INFO ] [FORECASTER] Completed predict_future for COLM
[2025-12-26T20:19:32.141200] [INFO ] [sig       ] COLM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:32.280349] [INFO ] [LOCAL     ] Saved forecast: COLM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/COLM.txt
[2025-12-26T20:19:32.280485] [INFO ] [sig       ] [769/3548] Completed COLM in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-26T20:19:32.280524] [INFO ] [sig       ] [770/3548] Forecasting COMM...
[2025-12-26T20:19:32.280552] [INFO ] [sig       ] Generating forecast for: COMM
[2025-12-26T20:19:32.280600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'.
[2025-12-26T20:19:32.291353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMM'.
[2025-12-26T20:19:32.291714] [INFO ] [FORECASTER] Starting predict_future for COMM
[2025-12-26T20:19:32.292471] [DEBUG] [LOCAL     ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt
[2025-12-26T20:19:32.292522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:32.292553] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:32.292598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:32.292658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:32.349989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:32.350780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:32.350860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:32.350893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:32.470550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:32.470710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:32.470750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:32.470778] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:32.474126] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: UP (p=96.43%)
[2025-12-26T20:19:32.474397] [INFO ] [FORECASTER] Completed predict_future for COMM
[2025-12-26T20:19:32.474517] [INFO ] [sig       ] COMM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:32.614902] [INFO ] [LOCAL     ] Saved forecast: COMM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/COMM.txt
[2025-12-26T20:19:32.615032] [INFO ] [sig       ] [770/3548] Completed COMM in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-26T20:19:32.615070] [INFO ] [sig       ] [771/3548] Forecasting COMP...
[2025-12-26T20:19:32.615098] [INFO ] [sig       ] Generating forecast for: COMP
[2025-12-26T20:19:32.615129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-12-26T20:19:32.626133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2025-12-26T20:19:32.626483] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-12-26T20:19:32.627300] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-12-26T20:19:32.627352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:32.627384] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:32.627409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:32.627468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:32.685121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:32.686068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:32.686147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:32.686178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:32.808605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:32.808754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:32.808795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:32.808871] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:32.813265] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: UP (p=56.20%)
[2025-12-26T20:19:32.813546] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-12-26T20:19:32.813706] [INFO ] [sig       ] COMP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:32.953858] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/COMP.txt
[2025-12-26T20:19:32.953988] [INFO ] [sig       ] [771/3548] Completed COMP in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-26T20:19:32.954028] [INFO ] [sig       ] [772/3548] Forecasting CONL...
[2025-12-26T20:19:32.954059] [INFO ] [sig       ] Generating forecast for: CONL
[2025-12-26T20:19:32.954091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2025-12-26T20:19:32.964680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2025-12-26T20:19:32.965010] [INFO ] [FORECASTER] Starting predict_future for CONL
[2025-12-26T20:19:32.965924] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2025-12-26T20:19:32.965993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:32.966028] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:32.966056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:32.966115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:33.027365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:33.028143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:33.028225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:33.028260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:33.151985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:33.152138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:33.152181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:33.152210] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:33.155962] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: UP (p=77.06%)
[2025-12-26T20:19:33.156259] [INFO ] [FORECASTER] Completed predict_future for CONL
[2025-12-26T20:19:33.156393] [INFO ] [sig       ] CONL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:33.303478] [INFO ] [LOCAL     ] Saved forecast: CONL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CONL.txt
[2025-12-26T20:19:33.303689] [INFO ] [sig       ] [772/3548] Completed CONL in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-26T20:19:33.303734] [INFO ] [sig       ] [773/3548] Forecasting COO...
[2025-12-26T20:19:33.303763] [INFO ] [sig       ] Generating forecast for: COO
[2025-12-26T20:19:33.303795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2025-12-26T20:19:33.314643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2025-12-26T20:19:33.315011] [INFO ] [FORECASTER] Starting predict_future for COO
[2025-12-26T20:19:33.315965] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2025-12-26T20:19:33.316019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:33.316052] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:33.316079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:33.316139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:33.378568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:33.379406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:33.379490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:33.379523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:33.499255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:33.499404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:33.499446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:33.499476] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:33.502873] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: UP (p=70.17%)
[2025-12-26T20:19:33.503142] [INFO ] [FORECASTER] Completed predict_future for COO
[2025-12-26T20:19:33.503263] [INFO ] [sig       ] COO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:33.652283] [INFO ] [LOCAL     ] Saved forecast: COO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/COO.txt
[2025-12-26T20:19:33.652431] [INFO ] [sig       ] [773/3548] Completed COO in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-26T20:19:33.652473] [INFO ] [sig       ] [774/3548] Forecasting COP...
[2025-12-26T20:19:33.652503] [INFO ] [sig       ] Generating forecast for: COP
[2025-12-26T20:19:33.652537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-12-26T20:19:33.667702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2025-12-26T20:19:33.668171] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-12-26T20:19:33.669177] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-12-26T20:19:33.669241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:33.669274] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:33.669301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:33.669359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:33.730322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:33.731267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:33.731362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:33.731397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:33.851371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:33.851524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:33.851586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:33.851619] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:33.855221] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: DOWN (p=24.22%)
[2025-12-26T20:19:33.855526] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-12-26T20:19:33.855709] [INFO ] [sig       ] COP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:34.004175] [INFO ] [LOCAL     ] Saved forecast: COP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/COP.txt
[2025-12-26T20:19:34.004337] [INFO ] [sig       ] [774/3548] Completed COP in 0.4s | 2.87 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-26T20:19:34.004378] [INFO ] [sig       ] [775/3548] Forecasting COPP...
[2025-12-26T20:19:34.004409] [INFO ] [sig       ] Generating forecast for: COPP
[2025-12-26T20:19:34.004440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2025-12-26T20:19:34.017130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2025-12-26T20:19:34.017727] [INFO ] [FORECASTER] Starting predict_future for COPP
[2025-12-26T20:19:34.018503] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2025-12-26T20:19:34.018555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:34.018615] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:34.018644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:34.018701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:34.077567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:34.078461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:34.078545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:34.078597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:34.195828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:34.195981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:34.196023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:34.196052] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:34.199485] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: UP (p=69.05%)
[2025-12-26T20:19:34.199789] [INFO ] [FORECASTER] Completed predict_future for COPP
[2025-12-26T20:19:34.199922] [INFO ] [sig       ] COPP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:34.360877] [INFO ] [LOCAL     ] Saved forecast: COPP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/COPP.txt
[2025-12-26T20:19:34.361032] [INFO ] [sig       ] [775/3548] Completed COPP in 0.4s | 2.87 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-26T20:19:34.361079] [INFO ] [sig       ] [776/3548] Forecasting CORZ...
[2025-12-26T20:19:34.361111] [INFO ] [sig       ] Generating forecast for: CORZ
[2025-12-26T20:19:34.361140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2025-12-26T20:19:34.372655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2025-12-26T20:19:34.373048] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2025-12-26T20:19:34.373868] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2025-12-26T20:19:34.373922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:34.373953] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:34.373980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:34.374038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:34.432165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:34.433070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:34.433156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:34.433187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:34.557780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:34.557937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:34.557980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:34.558008] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:34.561406] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: UP (p=93.52%)
[2025-12-26T20:19:34.561709] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2025-12-26T20:19:34.561833] [INFO ] [sig       ] CORZ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:34.703897] [INFO ] [LOCAL     ] Saved forecast: CORZ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CORZ.txt
[2025-12-26T20:19:34.704061] [INFO ] [sig       ] [776/3548] Completed CORZ in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-26T20:19:34.704104] [INFO ] [sig       ] [777/3548] Forecasting CORZZ...
[2025-12-26T20:19:34.704135] [INFO ] [sig       ] Generating forecast for: CORZZ
[2025-12-26T20:19:34.704167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2025-12-26T20:19:34.715072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2025-12-26T20:19:34.715460] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2025-12-26T20:19:34.716264] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2025-12-26T20:19:34.716316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:34.716347] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:34.716373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:34.716429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:34.773093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:34.773969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:34.774058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:34.774090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:34.887815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:34.887970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:34.888013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:34.888043] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:34.891550] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: UP (p=86.71%)
[2025-12-26T20:19:34.891858] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2025-12-26T20:19:34.892006] [INFO ] [sig       ] CORZZ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:35.031500] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CORZZ.txt
[2025-12-26T20:19:35.031650] [INFO ] [sig       ] [777/3548] Completed CORZZ in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-26T20:19:35.031689] [INFO ] [sig       ] [778/3548] Forecasting COTY...
[2025-12-26T20:19:35.031718] [INFO ] [sig       ] Generating forecast for: COTY
[2025-12-26T20:19:35.031749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-12-26T20:19:35.042846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2025-12-26T20:19:35.043184] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-12-26T20:19:35.043988] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-12-26T20:19:35.044040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:35.044070] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:35.044098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:35.044156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:35.100774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:35.101614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:35.101725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:35.101759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:35.226040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:35.226192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:35.226236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:35.226267] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:35.229734] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: UP (p=95.59%)
[2025-12-26T20:19:35.230014] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-12-26T20:19:35.230139] [INFO ] [sig       ] COTY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:35.369610] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/COTY.txt
[2025-12-26T20:19:35.369741] [INFO ] [sig       ] [778/3548] Completed COTY in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-26T20:19:35.369779] [INFO ] [sig       ] [779/3548] Forecasting COWG...
[2025-12-26T20:19:35.369809] [INFO ] [sig       ] Generating forecast for: COWG
[2025-12-26T20:19:35.369839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2025-12-26T20:19:35.380619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2025-12-26T20:19:35.380946] [INFO ] [FORECASTER] Starting predict_future for COWG
[2025-12-26T20:19:35.381729] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2025-12-26T20:19:35.381781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:35.381811] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:35.381838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:35.381900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:35.438994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:35.439837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:35.439918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:35.439950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:35.560344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:35.560497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:35.560560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:35.560611] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:35.564054] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2025-12-26T20:19:35.564330] [INFO ] [FORECASTER] Completed predict_future for COWG
[2025-12-26T20:19:35.564476] [INFO ] [sig       ] COWG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:35.705642] [INFO ] [LOCAL     ] Saved forecast: COWG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/COWG.txt
[2025-12-26T20:19:35.705785] [INFO ] [sig       ] [779/3548] Completed COWG in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-26T20:19:35.705825] [INFO ] [sig       ] [780/3548] Forecasting COYA...
[2025-12-26T20:19:35.705854] [INFO ] [sig       ] Generating forecast for: COYA
[2025-12-26T20:19:35.705883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2025-12-26T20:19:35.716722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2025-12-26T20:19:35.717095] [INFO ] [FORECASTER] Starting predict_future for COYA
[2025-12-26T20:19:35.717880] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2025-12-26T20:19:35.717931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:35.717962] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:35.717989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:35.718046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:35.775877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:35.776789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:35.776877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:35.776910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:35.897303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:35.897456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:35.897501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:35.897529] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:35.901020] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: DOWN (p=4.37%)
[2025-12-26T20:19:35.901308] [INFO ] [FORECASTER] Completed predict_future for COYA
[2025-12-26T20:19:35.901436] [INFO ] [sig       ] COYA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:36.041132] [INFO ] [LOCAL     ] Saved forecast: COYA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/COYA.txt
[2025-12-26T20:19:36.041286] [INFO ] [sig       ] [780/3548] Completed COYA in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-26T20:19:36.041327] [INFO ] [sig       ] [781/3548] Forecasting CP...
[2025-12-26T20:19:36.041358] [INFO ] [sig       ] Generating forecast for: CP
[2025-12-26T20:19:36.041387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-12-26T20:19:36.052396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2025-12-26T20:19:36.052812] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-12-26T20:19:36.053608] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-12-26T20:19:36.053661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:36.053692] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:36.053717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:36.053775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:36.110924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:36.111754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:36.111868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:36.111902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:36.235320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:36.235473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:36.235517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:36.235547] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:36.239075] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: DOWN (p=19.83%)
[2025-12-26T20:19:36.239373] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-12-26T20:19:36.239506] [INFO ] [sig       ] CP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:36.385921] [INFO ] [LOCAL     ] Saved forecast: CP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CP.txt
[2025-12-26T20:19:36.386108] [INFO ] [sig       ] [781/3548] Completed CP in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-26T20:19:36.386150] [INFO ] [sig       ] [782/3548] Forecasting CPA...
[2025-12-26T20:19:36.386181] [INFO ] [sig       ] Generating forecast for: CPA
[2025-12-26T20:19:36.386212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-12-26T20:19:36.397346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2025-12-26T20:19:36.397931] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-12-26T20:19:36.399003] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-12-26T20:19:36.399067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:36.399105] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:36.399132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:36.399190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:36.460945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:36.461694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:36.461775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:36.461807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:36.579528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:36.579704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:36.579762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:36.579798] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:36.583335] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: UP (p=92.18%)
[2025-12-26T20:19:36.583643] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-12-26T20:19:36.583777] [INFO ] [sig       ] CPA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:36.730396] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CPA.txt
[2025-12-26T20:19:36.730534] [INFO ] [sig       ] [782/3548] Completed CPA in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-26T20:19:36.730787] [INFO ] [sig       ] [783/3548] Forecasting CPB...
[2025-12-26T20:19:36.730816] [INFO ] [sig       ] Generating forecast for: CPB
[2025-12-26T20:19:36.730852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2025-12-26T20:19:36.742057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2025-12-26T20:19:36.742388] [INFO ] [FORECASTER] Starting predict_future for CPB
[2025-12-26T20:19:36.743172] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2025-12-26T20:19:36.743223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:36.743291] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:36.743321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:36.743378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:36.803565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:36.804540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:36.804639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:36.804674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:36.921743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:36.921893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:36.921935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:36.921963] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:36.925355] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=84.60%)
[2025-12-26T20:19:36.925653] [INFO ] [FORECASTER] Completed predict_future for CPB
[2025-12-26T20:19:36.925780] [INFO ] [sig       ] CPB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:37.067784] [INFO ] [LOCAL     ] Saved forecast: CPB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CPB.txt
[2025-12-26T20:19:37.067915] [INFO ] [sig       ] [783/3548] Completed CPB in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-26T20:19:37.067954] [INFO ] [sig       ] [784/3548] Forecasting CPF...
[2025-12-26T20:19:37.067984] [INFO ] [sig       ] Generating forecast for: CPF
[2025-12-26T20:19:37.068014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-12-26T20:19:37.078776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2025-12-26T20:19:37.079159] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-12-26T20:19:37.079982] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-12-26T20:19:37.080040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:37.080075] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:37.080103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:37.080162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:37.139125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:37.139862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:37.139943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:37.139976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:37.260986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:37.261137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:37.261179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:37.261209] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:37.264689] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=38.29%)
[2025-12-26T20:19:37.264971] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-12-26T20:19:37.265096] [INFO ] [sig       ] CPF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:37.408773] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CPF.txt
[2025-12-26T20:19:37.408933] [INFO ] [sig       ] [784/3548] Completed CPF in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-26T20:19:37.408976] [INFO ] [sig       ] [785/3548] Forecasting CPIX...
[2025-12-26T20:19:37.409006] [INFO ] [sig       ] Generating forecast for: CPIX
[2025-12-26T20:19:37.409036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2025-12-26T20:19:37.420756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2025-12-26T20:19:37.421090] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2025-12-26T20:19:37.421959] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2025-12-26T20:19:37.422012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:37.422071] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:37.422100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:37.422160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:37.479745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:37.480384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:37.480475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:37.480516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:37.604238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:37.604391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:37.604434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:37.604464] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:37.607935] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: DOWN (p=49.39%)
[2025-12-26T20:19:37.608211] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2025-12-26T20:19:37.608335] [INFO ] [sig       ] CPIX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:37.803566] [INFO ] [LOCAL     ] Saved forecast: CPIX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CPIX.txt
[2025-12-26T20:19:37.803725] [INFO ] [sig       ] [785/3548] Completed CPIX in 0.4s | 2.87 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-26T20:19:37.803765] [INFO ] [sig       ] [786/3548] Forecasting CPK...
[2025-12-26T20:19:37.803794] [INFO ] [sig       ] Generating forecast for: CPK
[2025-12-26T20:19:37.803824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-12-26T20:19:37.814844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2025-12-26T20:19:37.815196] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-12-26T20:19:37.815985] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-12-26T20:19:37.816036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:37.816068] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:37.816094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:37.816152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:37.873438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:37.874231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:37.874311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:37.874343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:37.990706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:37.990860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:37.990904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:37.990934] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:37.994341] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: UP (p=60.85%)
[2025-12-26T20:19:37.994663] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-12-26T20:19:37.994796] [INFO ] [sig       ] CPK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:38.136326] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CPK.txt
[2025-12-26T20:19:38.136464] [INFO ] [sig       ] [786/3548] Completed CPK in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-26T20:19:38.136503] [INFO ] [sig       ] [787/3548] Forecasting CPNG...
[2025-12-26T20:19:38.136533] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-12-26T20:19:38.136603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-12-26T20:19:38.147667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2025-12-26T20:19:38.148021] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-12-26T20:19:38.148810] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-12-26T20:19:38.148860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:38.148911] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:38.148939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:38.148998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:38.206391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:38.207274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:38.207353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:38.207384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:38.332306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:38.332456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:38.332504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:38.332539] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:38.335882] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=87.56%)
[2025-12-26T20:19:38.336147] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-12-26T20:19:38.336270] [INFO ] [sig       ] CPNG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:38.483384] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CPNG.txt
[2025-12-26T20:19:38.483510] [INFO ] [sig       ] [787/3548] Completed CPNG in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-26T20:19:38.483548] [INFO ] [sig       ] [788/3548] Forecasting CPRI...
[2025-12-26T20:19:38.483595] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-12-26T20:19:38.483628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-12-26T20:19:38.496945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2025-12-26T20:19:38.497279] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-12-26T20:19:38.498066] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-12-26T20:19:38.498117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:38.498148] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:38.498175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:38.498233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:38.557860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:38.558533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:38.558630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:38.558665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:38.681008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:38.681157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:38.681198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:38.681279] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:38.684917] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: UP (p=90.61%)
[2025-12-26T20:19:38.685184] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-12-26T20:19:38.685306] [INFO ] [sig       ] CPRI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:38.832501] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CPRI.txt
[2025-12-26T20:19:38.832658] [INFO ] [sig       ] [788/3548] Completed CPRI in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-26T20:19:38.832699] [INFO ] [sig       ] [789/3548] Forecasting CPRX...
[2025-12-26T20:19:38.832729] [INFO ] [sig       ] Generating forecast for: CPRX
[2025-12-26T20:19:38.832759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2025-12-26T20:19:38.843629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2025-12-26T20:19:38.843967] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2025-12-26T20:19:38.844776] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2025-12-26T20:19:38.844829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:38.844862] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:38.844890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:38.844949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:38.903136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:38.904036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:38.904121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:38.904154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:39.020909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:39.021059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:39.021101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:39.021129] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:39.024453] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: UP (p=81.77%)
[2025-12-26T20:19:39.024748] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2025-12-26T20:19:39.024874] [INFO ] [sig       ] CPRX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:39.165755] [INFO ] [LOCAL     ] Saved forecast: CPRX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CPRX.txt
[2025-12-26T20:19:39.165908] [INFO ] [sig       ] [789/3548] Completed CPRX in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-26T20:19:39.165947] [INFO ] [sig       ] [790/3548] Forecasting CPS...
[2025-12-26T20:19:39.165977] [INFO ] [sig       ] Generating forecast for: CPS
[2025-12-26T20:19:39.166009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-12-26T20:19:39.177458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2025-12-26T20:19:39.177995] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-12-26T20:19:39.178773] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-12-26T20:19:39.178823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:39.178854] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:39.178899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:39.178960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:39.238788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:39.239533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:39.239630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:39.239665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:39.363630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:39.363774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:39.363816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:39.363845] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:39.367554] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: DOWN (p=22.46%)
[2025-12-26T20:19:39.367854] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-12-26T20:19:39.367990] [INFO ] [sig       ] CPS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:39.516972] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CPS.txt
[2025-12-26T20:19:39.517095] [INFO ] [sig       ] [790/3548] Completed CPS in 0.4s | 2.87 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-26T20:19:39.517132] [INFO ] [sig       ] [791/3548] Forecasting CPSH...
[2025-12-26T20:19:39.517161] [INFO ] [sig       ] Generating forecast for: CPSH
[2025-12-26T20:19:39.517191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2025-12-26T20:19:39.528067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2025-12-26T20:19:39.528391] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2025-12-26T20:19:39.529193] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2025-12-26T20:19:39.529253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:39.529283] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:39.529308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:39.529365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:39.590972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:39.591899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:39.591978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:39.592009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:39.724505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:39.724669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:39.724710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:39.724738] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:39.728100] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: UP (p=52.94%)
[2025-12-26T20:19:39.728372] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2025-12-26T20:19:39.728495] [INFO ] [sig       ] CPSH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:39.879058] [INFO ] [LOCAL     ] Saved forecast: CPSH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CPSH.txt
[2025-12-26T20:19:39.879201] [INFO ] [sig       ] [791/3548] Completed CPSH in 0.4s | 2.87 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-26T20:19:39.879242] [INFO ] [sig       ] [792/3548] Forecasting CPSS...
[2025-12-26T20:19:39.879272] [INFO ] [sig       ] Generating forecast for: CPSS
[2025-12-26T20:19:39.879301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2025-12-26T20:19:39.891666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2025-12-26T20:19:39.892099] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2025-12-26T20:19:39.892975] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2025-12-26T20:19:39.893030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:39.893065] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:39.893091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:39.893150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:39.966168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:39.967269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:39.967374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:39.967417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:40.082605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:40.082764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:40.082811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:40.082840] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:40.086420] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: UP (p=66.31%)
[2025-12-26T20:19:40.086774] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2025-12-26T20:19:40.086913] [INFO ] [sig       ] CPSS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:40.241377] [INFO ] [LOCAL     ] Saved forecast: CPSS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CPSS.txt
[2025-12-26T20:19:40.241536] [INFO ] [sig       ] [792/3548] Completed CPSS in 0.4s | 2.87 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-26T20:19:40.241602] [INFO ] [sig       ] [793/3548] Forecasting CPZ...
[2025-12-26T20:19:40.241634] [INFO ] [sig       ] Generating forecast for: CPZ
[2025-12-26T20:19:40.241666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2025-12-26T20:19:40.253553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2025-12-26T20:19:40.254133] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2025-12-26T20:19:40.255042] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2025-12-26T20:19:40.255098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:40.255131] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:40.255160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:40.255219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:40.320209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:40.321346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:40.321434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:40.321469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:40.447381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:40.447538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:40.447605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:40.447638] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:40.451125] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: DOWN (p=47.14%)
[2025-12-26T20:19:40.451407] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2025-12-26T20:19:40.451531] [INFO ] [sig       ] CPZ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:40.603170] [INFO ] [LOCAL     ] Saved forecast: CPZ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CPZ.txt
[2025-12-26T20:19:40.603336] [INFO ] [sig       ] [793/3548] Completed CPZ in 0.4s | 2.87 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-26T20:19:40.603374] [INFO ] [sig       ] [794/3548] Forecasting CQP...
[2025-12-26T20:19:40.603403] [INFO ] [sig       ] Generating forecast for: CQP
[2025-12-26T20:19:40.603433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-12-26T20:19:40.614967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2025-12-26T20:19:40.615355] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-12-26T20:19:40.616157] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-12-26T20:19:40.616217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:40.616256] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:40.616292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:40.616367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:40.674901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:40.675834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:40.675916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:40.675947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:40.797985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:40.798137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:40.798181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:40.798209] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:40.802168] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: UP (p=55.60%)
[2025-12-26T20:19:40.802451] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-12-26T20:19:40.802592] [INFO ] [sig       ] CQP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:40.944594] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CQP.txt
[2025-12-26T20:19:40.944754] [INFO ] [sig       ] [794/3548] Completed CQP in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-26T20:19:40.944793] [INFO ] [sig       ] [795/3548] Forecasting CRAI...
[2025-12-26T20:19:40.944822] [INFO ] [sig       ] Generating forecast for: CRAI
[2025-12-26T20:19:40.944854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2025-12-26T20:19:40.955960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2025-12-26T20:19:40.956357] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2025-12-26T20:19:40.957150] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2025-12-26T20:19:40.957201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:40.957232] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:40.957259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:40.957317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:41.014517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:41.015442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:41.015622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:41.015670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:41.140263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:41.140418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:41.140474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:41.140507] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:41.143888] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: UP (p=87.96%)
[2025-12-26T20:19:41.144182] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2025-12-26T20:19:41.144310] [INFO ] [sig       ] CRAI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:41.286435] [INFO ] [LOCAL     ] Saved forecast: CRAI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CRAI.txt
[2025-12-26T20:19:41.286609] [INFO ] [sig       ] [795/3548] Completed CRAI in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-26T20:19:41.286650] [INFO ] [sig       ] [796/3548] Forecasting CRBG...
[2025-12-26T20:19:41.286682] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-12-26T20:19:41.286711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-12-26T20:19:41.297696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2025-12-26T20:19:41.298058] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-12-26T20:19:41.298847] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-12-26T20:19:41.298938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:41.298971] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:41.298998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:41.299055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:41.356104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:41.356974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:41.357054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:41.357086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:41.474901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:41.475057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:41.475103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:41.475135] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:41.478611] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: UP (p=82.41%)
[2025-12-26T20:19:41.478908] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-12-26T20:19:41.479035] [INFO ] [sig       ] CRBG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:41.620406] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CRBG.txt
[2025-12-26T20:19:41.620556] [INFO ] [sig       ] [796/3548] Completed CRBG in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-26T20:19:41.620627] [INFO ] [sig       ] [797/3548] Forecasting CRBP...
[2025-12-26T20:19:41.620667] [INFO ] [sig       ] Generating forecast for: CRBP
[2025-12-26T20:19:41.620705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2025-12-26T20:19:41.632014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2025-12-26T20:19:41.632383] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2025-12-26T20:19:41.633210] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2025-12-26T20:19:41.633263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:41.633294] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:41.633320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:41.633379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:41.693219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:41.694012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:41.694091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:41.694123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:41.828243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:41.828402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:41.828446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:41.828474] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:41.832291] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: UP (p=71.91%)
[2025-12-26T20:19:41.832691] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2025-12-26T20:19:41.832841] [INFO ] [sig       ] CRBP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:41.988927] [INFO ] [LOCAL     ] Saved forecast: CRBP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CRBP.txt
[2025-12-26T20:19:41.989063] [INFO ] [sig       ] [797/3548] Completed CRBP in 0.4s | 2.87 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-26T20:19:41.989103] [INFO ] [sig       ] [798/3548] Forecasting CRC...
[2025-12-26T20:19:41.989132] [INFO ] [sig       ] Generating forecast for: CRC
[2025-12-26T20:19:41.989162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-12-26T20:19:41.999782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2025-12-26T20:19:42.000091] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-12-26T20:19:42.000911] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-12-26T20:19:42.000963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:42.000993] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:42.001019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:42.001076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:42.068631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:42.069718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:42.069820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:42.069865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:42.192328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:42.192479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:42.192523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:42.192555] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:42.195998] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: UP (p=90.76%)
[2025-12-26T20:19:42.196281] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-12-26T20:19:42.196405] [INFO ] [sig       ] CRC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:42.337251] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CRC.txt
[2025-12-26T20:19:42.337445] [INFO ] [sig       ] [798/3548] Completed CRC in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-26T20:19:42.337490] [INFO ] [sig       ] [799/3548] Forecasting CRDF...
[2025-12-26T20:19:42.337520] [INFO ] [sig       ] Generating forecast for: CRDF
[2025-12-26T20:19:42.337550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2025-12-26T20:19:42.348500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2025-12-26T20:19:42.348903] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2025-12-26T20:19:42.349721] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2025-12-26T20:19:42.349774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:42.349806] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:42.349841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:42.349906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:42.406755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:42.407613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:42.407698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:42.407732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:42.527158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:42.527313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:42.527355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:42.527384] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:42.531028] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: DOWN (p=39.45%)
[2025-12-26T20:19:42.531372] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2025-12-26T20:19:42.531510] [INFO ] [sig       ] CRDF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:42.679778] [INFO ] [LOCAL     ] Saved forecast: CRDF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CRDF.txt
[2025-12-26T20:19:42.679930] [INFO ] [sig       ] [799/3548] Completed CRDF in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-26T20:19:42.679976] [INFO ] [sig       ] [800/3548] Forecasting CRDO...
[2025-12-26T20:19:42.680005] [INFO ] [sig       ] Generating forecast for: CRDO
[2025-12-26T20:19:42.680036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2025-12-26T20:19:42.691172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2025-12-26T20:19:42.691485] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2025-12-26T20:19:42.692265] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2025-12-26T20:19:42.692316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:42.692347] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:42.692373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:42.692431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:42.750410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:42.751165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:42.751246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:42.751279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:42.872897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:42.873046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:42.873089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:42.873118] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:42.876513] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: UP (p=88.78%)
[2025-12-26T20:19:42.876810] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2025-12-26T20:19:42.876934] [INFO ] [sig       ] CRDO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:43.017423] [INFO ] [LOCAL     ] Saved forecast: CRDO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CRDO.txt
[2025-12-26T20:19:43.017614] [INFO ] [sig       ] [800/3548] Completed CRDO in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-26T20:19:43.017654] [INFO ] [sig       ] [801/3548] Forecasting CRESY...
[2025-12-26T20:19:43.017683] [INFO ] [sig       ] Generating forecast for: CRESY
[2025-12-26T20:19:43.017713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2025-12-26T20:19:43.029176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2025-12-26T20:19:43.029599] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2025-12-26T20:19:43.030404] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2025-12-26T20:19:43.030465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:43.030506] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:43.030540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:43.030647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:43.086743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:43.087618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:43.087710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:43.087743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:43.209930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:43.210080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:43.210122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:43.210151] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:43.213522] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: UP (p=93.28%)
[2025-12-26T20:19:43.213865] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2025-12-26T20:19:43.213990] [INFO ] [sig       ] CRESY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:43.360247] [INFO ] [LOCAL     ] Saved forecast: CRESY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CRESY.txt
[2025-12-26T20:19:43.360411] [INFO ] [sig       ] [801/3548] Completed CRESY in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-26T20:19:43.360452] [INFO ] [sig       ] [802/3548] Forecasting CREX...
[2025-12-26T20:19:43.360482] [INFO ] [sig       ] Generating forecast for: CREX
[2025-12-26T20:19:43.360512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2025-12-26T20:19:43.371141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2025-12-26T20:19:43.371499] [INFO ] [FORECASTER] Starting predict_future for CREX
[2025-12-26T20:19:43.372292] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2025-12-26T20:19:43.372354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:43.372427] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:43.372462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:43.372521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:43.432184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:43.433307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:43.433444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:43.433488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:43.555745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:43.555906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:43.555951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:43.555979] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:43.559507] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: DOWN (p=15.40%)
[2025-12-26T20:19:43.559824] [INFO ] [FORECASTER] Completed predict_future for CREX
[2025-12-26T20:19:43.559961] [INFO ] [sig       ] CREX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:43.714388] [INFO ] [LOCAL     ] Saved forecast: CREX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CREX.txt
[2025-12-26T20:19:43.714549] [INFO ] [sig       ] [802/3548] Completed CREX in 0.4s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-26T20:19:43.714611] [INFO ] [sig       ] [803/3548] Forecasting CRGO...
[2025-12-26T20:19:43.714644] [INFO ] [sig       ] Generating forecast for: CRGO
[2025-12-26T20:19:43.714674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2025-12-26T20:19:43.725708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2025-12-26T20:19:43.726129] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2025-12-26T20:19:43.726934] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2025-12-26T20:19:43.726986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:43.727017] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:43.727043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:43.727101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:43.793543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:43.794669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:43.794773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:43.794816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:43.957753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:43.957937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:43.958013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:43.958051] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:43.962866] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-26T20:19:43.963362] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2025-12-26T20:19:43.963562] [INFO ] [sig       ] CRGO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:44.160372] [INFO ] [LOCAL     ] Saved forecast: CRGO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CRGO.txt
[2025-12-26T20:19:44.160618] [INFO ] [sig       ] [803/3548] Completed CRGO in 0.4s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-26T20:19:44.160670] [INFO ] [sig       ] [804/3548] Forecasting CRGY...
[2025-12-26T20:19:44.160706] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-12-26T20:19:44.160742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-12-26T20:19:44.178113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2025-12-26T20:19:44.178637] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-12-26T20:19:44.179884] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-12-26T20:19:44.179965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:44.180011] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:44.180050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:44.180137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:44.268819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:44.270115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:44.270245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:44.270298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:44.442806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:44.443011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:44.443080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:44.443126] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:44.448685] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: DOWN (p=29.47%)
[2025-12-26T20:19:44.449257] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-12-26T20:19:44.449478] [INFO ] [sig       ] CRGY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:44.682366] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CRGY.txt
[2025-12-26T20:19:44.682611] [INFO ] [sig       ] [804/3548] Completed CRGY in 0.5s | 2.87 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-26T20:19:44.682673] [INFO ] [sig       ] [805/3548] Forecasting CRH...
[2025-12-26T20:19:44.682713] [INFO ] [sig       ] Generating forecast for: CRH
[2025-12-26T20:19:44.682752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-12-26T20:19:44.698635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2025-12-26T20:19:44.699206] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-12-26T20:19:44.700138] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-12-26T20:19:44.700194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:44.700228] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:44.700257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:44.700351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:44.759524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:44.760497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:44.760614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:44.760651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:44.896158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:44.896339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:44.896393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:44.896470] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:44.901365] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=8.85%)
[2025-12-26T20:19:44.901746] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-12-26T20:19:44.901893] [INFO ] [sig       ] CRH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:45.058981] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CRH.txt
[2025-12-26T20:19:45.059149] [INFO ] [sig       ] [805/3548] Completed CRH in 0.4s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-26T20:19:45.059192] [INFO ] [sig       ] [806/3548] Forecasting CRI...
[2025-12-26T20:19:45.059222] [INFO ] [sig       ] Generating forecast for: CRI
[2025-12-26T20:19:45.059252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-12-26T20:19:45.072326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2025-12-26T20:19:45.072808] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-12-26T20:19:45.073943] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-12-26T20:19:45.074009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:45.074052] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:45.074088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:45.074170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:45.144658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:45.145609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:45.145705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:45.145739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:45.269531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:45.269699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:45.269745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:45.269774] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:45.273809] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: DOWN (p=10.82%)
[2025-12-26T20:19:45.274096] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-12-26T20:19:45.274226] [INFO ] [sig       ] CRI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:45.421773] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CRI.txt
[2025-12-26T20:19:45.421932] [INFO ] [sig       ] [806/3548] Completed CRI in 0.4s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-26T20:19:45.421973] [INFO ] [sig       ] [807/3548] Forecasting CRIS...
[2025-12-26T20:19:45.422003] [INFO ] [sig       ] Generating forecast for: CRIS
[2025-12-26T20:19:45.422034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'.
[2025-12-26T20:19:45.434281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRIS'.
[2025-12-26T20:19:45.434731] [INFO ] [FORECASTER] Starting predict_future for CRIS
[2025-12-26T20:19:45.435566] [DEBUG] [LOCAL     ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt
[2025-12-26T20:19:45.435644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:45.435691] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:45.435719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:45.435778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:45.494326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:45.495190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:45.495272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:45.495304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:45.615680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:45.615834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:45.615876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:45.615905] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:45.619653] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2025-12-26T20:19:45.620047] [INFO ] [FORECASTER] Completed predict_future for CRIS
[2025-12-26T20:19:45.620193] [INFO ] [sig       ] CRIS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:45.764314] [INFO ] [LOCAL     ] Saved forecast: CRIS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CRIS.txt
[2025-12-26T20:19:45.764473] [INFO ] [sig       ] [807/3548] Completed CRIS in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-26T20:19:45.764513] [INFO ] [sig       ] [808/3548] Forecasting CRK...
[2025-12-26T20:19:45.764545] [INFO ] [sig       ] Generating forecast for: CRK
[2025-12-26T20:19:45.764598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-12-26T20:19:45.775996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2025-12-26T20:19:45.776383] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-12-26T20:19:45.777207] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-12-26T20:19:45.777258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:45.777289] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:45.777315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:45.777372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:45.835291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:45.836213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:45.836296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:45.836328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:45.954063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:45.954213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:45.954257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:45.954285] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:45.957678] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: DOWN (p=23.55%)
[2025-12-26T20:19:45.957961] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-12-26T20:19:45.958086] [INFO ] [sig       ] CRK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:46.100420] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CRK.txt
[2025-12-26T20:19:46.100585] [INFO ] [sig       ] [808/3548] Completed CRK in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-26T20:19:46.100627] [INFO ] [sig       ] [809/3548] Forecasting CRL...
[2025-12-26T20:19:46.100657] [INFO ] [sig       ] Generating forecast for: CRL
[2025-12-26T20:19:46.100687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-12-26T20:19:46.111535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2025-12-26T20:19:46.111885] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-12-26T20:19:46.112681] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-12-26T20:19:46.112732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:46.112764] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:46.112791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:46.112848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:46.169818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:46.170662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:46.170741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:46.170772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:46.292996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:46.293144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:46.293186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:46.293214] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:46.296936] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: UP (p=86.59%)
[2025-12-26T20:19:46.297201] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-12-26T20:19:46.297321] [INFO ] [sig       ] CRL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:46.439644] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CRL.txt
[2025-12-26T20:19:46.439825] [INFO ] [sig       ] [809/3548] Completed CRL in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-26T20:19:46.439865] [INFO ] [sig       ] [810/3548] Forecasting CRM...
[2025-12-26T20:19:46.439896] [INFO ] [sig       ] Generating forecast for: CRM
[2025-12-26T20:19:46.439926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-12-26T20:19:46.450545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2025-12-26T20:19:46.450867] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-12-26T20:19:46.451638] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-12-26T20:19:46.451688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:46.451720] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:46.451746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:46.451802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:46.508677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:46.509549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:46.509652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:46.509689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:46.625970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:46.626122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:46.626164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:46.626193] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:46.629561] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: UP (p=92.06%)
[2025-12-26T20:19:46.629865] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-12-26T20:19:46.629987] [INFO ] [sig       ] CRM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:46.776074] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CRM.txt
[2025-12-26T20:19:46.776305] [INFO ] [sig       ] [810/3548] Completed CRM in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-26T20:19:46.776361] [INFO ] [sig       ] [811/3548] Forecasting CRMD...
[2025-12-26T20:19:46.776399] [INFO ] [sig       ] Generating forecast for: CRMD
[2025-12-26T20:19:46.776431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2025-12-26T20:19:46.789352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2025-12-26T20:19:46.789796] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2025-12-26T20:19:46.790674] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2025-12-26T20:19:46.790728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:46.790760] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:46.790788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:46.790846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:46.846815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:46.847637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:46.847727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:46.847760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:46.964273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:46.964421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:46.964464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:46.964493] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:46.967900] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: UP (p=72.76%)
[2025-12-26T20:19:46.968176] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2025-12-26T20:19:46.968300] [INFO ] [sig       ] CRMD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:47.119003] [INFO ] [LOCAL     ] Saved forecast: CRMD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CRMD.txt
[2025-12-26T20:19:47.119147] [INFO ] [sig       ] [811/3548] Completed CRMD in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-26T20:19:47.119186] [INFO ] [sig       ] [812/3548] Forecasting CRML...
[2025-12-26T20:19:47.119214] [INFO ] [sig       ] Generating forecast for: CRML
[2025-12-26T20:19:47.119244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2025-12-26T20:19:47.129959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2025-12-26T20:19:47.130357] [INFO ] [FORECASTER] Starting predict_future for CRML
[2025-12-26T20:19:47.131249] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2025-12-26T20:19:47.131315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:47.131346] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:47.131374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:47.131433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:47.191960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:47.192829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:47.192945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:47.192979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:47.312343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:47.312488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:47.312532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:47.312560] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:47.315887] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: DOWN (p=30.07%)
[2025-12-26T20:19:47.316149] [INFO ] [FORECASTER] Completed predict_future for CRML
[2025-12-26T20:19:47.316269] [INFO ] [sig       ] CRML: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:47.457009] [INFO ] [LOCAL     ] Saved forecast: CRML	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CRML.txt
[2025-12-26T20:19:47.457165] [INFO ] [sig       ] [812/3548] Completed CRML in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-26T20:19:47.457206] [INFO ] [sig       ] [813/3548] Forecasting CRNC...
[2025-12-26T20:19:47.457238] [INFO ] [sig       ] Generating forecast for: CRNC
[2025-12-26T20:19:47.457268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2025-12-26T20:19:47.468559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2025-12-26T20:19:47.469013] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2025-12-26T20:19:47.469887] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2025-12-26T20:19:47.469942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:47.469973] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:47.470000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:47.470059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:47.527911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:47.528783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:47.528869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:47.528925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:47.648496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:47.648662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:47.648705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:47.648734] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:47.652134] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: UP (p=84.61%)
[2025-12-26T20:19:47.652446] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2025-12-26T20:19:47.652592] [INFO ] [sig       ] CRNC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:47.795790] [INFO ] [LOCAL     ] Saved forecast: CRNC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CRNC.txt
[2025-12-26T20:19:47.795945] [INFO ] [sig       ] [813/3548] Completed CRNC in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-26T20:19:47.795984] [INFO ] [sig       ] [814/3548] Forecasting CRNX...
[2025-12-26T20:19:47.796014] [INFO ] [sig       ] Generating forecast for: CRNX
[2025-12-26T20:19:47.796043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2025-12-26T20:19:47.810527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2025-12-26T20:19:47.810928] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2025-12-26T20:19:47.811757] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2025-12-26T20:19:47.811808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:47.811839] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:47.811866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:47.811923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:47.869183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:47.870019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:47.870098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:47.870130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:47.992653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:47.992807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:47.992848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:47.992916] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:47.996356] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: UP (p=93.65%)
[2025-12-26T20:19:47.996666] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2025-12-26T20:19:47.996793] [INFO ] [sig       ] CRNX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:48.138844] [INFO ] [LOCAL     ] Saved forecast: CRNX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CRNX.txt
[2025-12-26T20:19:48.139014] [INFO ] [sig       ] [814/3548] Completed CRNX in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-26T20:19:48.139053] [INFO ] [sig       ] [815/3548] Forecasting CRON...
[2025-12-26T20:19:48.139083] [INFO ] [sig       ] Generating forecast for: CRON
[2025-12-26T20:19:48.139113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2025-12-26T20:19:48.149984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2025-12-26T20:19:48.150317] [INFO ] [FORECASTER] Starting predict_future for CRON
[2025-12-26T20:19:48.151177] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2025-12-26T20:19:48.151230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:48.151262] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:48.151290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:48.151348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:48.212434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:48.213278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:48.213358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:48.213391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:48.338298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:48.338446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:48.338487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:48.338517] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:48.341924] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-12-26T20:19:48.342208] [INFO ] [FORECASTER] Completed predict_future for CRON
[2025-12-26T20:19:48.342333] [INFO ] [sig       ] CRON: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:48.486701] [INFO ] [LOCAL     ] Saved forecast: CRON	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CRON.txt
[2025-12-26T20:19:48.486948] [INFO ] [sig       ] [815/3548] Completed CRON in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-26T20:19:48.486992] [INFO ] [sig       ] [816/3548] Forecasting CROX...
[2025-12-26T20:19:48.487023] [INFO ] [sig       ] Generating forecast for: CROX
[2025-12-26T20:19:48.487068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2025-12-26T20:19:48.498764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2025-12-26T20:19:48.499102] [INFO ] [FORECASTER] Starting predict_future for CROX
[2025-12-26T20:19:48.499905] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2025-12-26T20:19:48.499957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:48.499988] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:48.500015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:48.500079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:48.557819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:48.558726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:48.558811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:48.558861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:48.676101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:48.676254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:48.676295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:48.676323] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:48.679849] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-12-26T20:19:48.680145] [INFO ] [FORECASTER] Completed predict_future for CROX
[2025-12-26T20:19:48.680274] [INFO ] [sig       ] CROX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:48.823596] [INFO ] [LOCAL     ] Saved forecast: CROX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CROX.txt
[2025-12-26T20:19:48.823759] [INFO ] [sig       ] [816/3548] Completed CROX in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-26T20:19:48.823798] [INFO ] [sig       ] [817/3548] Forecasting CRS...
[2025-12-26T20:19:48.823828] [INFO ] [sig       ] Generating forecast for: CRS
[2025-12-26T20:19:48.823860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-12-26T20:19:48.835449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2025-12-26T20:19:48.835904] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-12-26T20:19:48.836718] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-12-26T20:19:48.836773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:48.836805] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:48.836833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:48.836890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:48.895125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:48.896008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:48.896090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:48.896124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:49.017728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:49.017883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:49.017926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:49.017954] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:49.021561] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: DOWN (p=2.70%)
[2025-12-26T20:19:49.021866] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-12-26T20:19:49.021999] [INFO ] [sig       ] CRS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:49.167223] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CRS.txt
[2025-12-26T20:19:49.167362] [INFO ] [sig       ] [817/3548] Completed CRS in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-26T20:19:49.167401] [INFO ] [sig       ] [818/3548] Forecasting CRSP...
[2025-12-26T20:19:49.167431] [INFO ] [sig       ] Generating forecast for: CRSP
[2025-12-26T20:19:49.167462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2025-12-26T20:19:49.179119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2025-12-26T20:19:49.179491] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2025-12-26T20:19:49.180411] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2025-12-26T20:19:49.180465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:49.180499] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:49.180550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:49.180658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:49.239736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:49.240697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:49.240797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:49.240841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:49.362972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:49.363128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:49.363171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:49.363199] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:49.366782] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: DOWN (p=24.55%)
[2025-12-26T20:19:49.367054] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2025-12-26T20:19:49.367187] [INFO ] [sig       ] CRSP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:49.533516] [INFO ] [LOCAL     ] Saved forecast: CRSP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CRSP.txt
[2025-12-26T20:19:49.533692] [INFO ] [sig       ] [818/3548] Completed CRSP in 0.4s | 2.87 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-26T20:19:49.533736] [INFO ] [sig       ] [819/3548] Forecasting CRTO...
[2025-12-26T20:19:49.533768] [INFO ] [sig       ] Generating forecast for: CRTO
[2025-12-26T20:19:49.533799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2025-12-26T20:19:49.545230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2025-12-26T20:19:49.545661] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2025-12-26T20:19:49.546456] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2025-12-26T20:19:49.546508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:49.546611] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:49.546646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:49.546722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:49.606563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:49.607446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:49.607534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:49.607567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:49.729264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:49.729419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:49.729467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:49.729496] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:49.732915] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: DOWN (p=14.77%)
[2025-12-26T20:19:49.733189] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2025-12-26T20:19:49.733314] [INFO ] [sig       ] CRTO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:49.878274] [INFO ] [LOCAL     ] Saved forecast: CRTO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CRTO.txt
[2025-12-26T20:19:49.878401] [INFO ] [sig       ] [819/3548] Completed CRTO in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-26T20:19:49.878441] [INFO ] [sig       ] [820/3548] Forecasting CRUS...
[2025-12-26T20:19:49.878470] [INFO ] [sig       ] Generating forecast for: CRUS
[2025-12-26T20:19:49.878500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2025-12-26T20:19:49.889857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2025-12-26T20:19:49.890256] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2025-12-26T20:19:49.891081] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2025-12-26T20:19:49.891132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:49.891163] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:49.891189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:49.891246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:49.950981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:49.951856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:49.951939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:49.951972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:50.071430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:50.071594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:50.071639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:50.071667] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:50.075046] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: UP (p=98.43%)
[2025-12-26T20:19:50.075323] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2025-12-26T20:19:50.075443] [INFO ] [sig       ] CRUS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:50.219376] [INFO ] [LOCAL     ] Saved forecast: CRUS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CRUS.txt
[2025-12-26T20:19:50.219506] [INFO ] [sig       ] [820/3548] Completed CRUS in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-26T20:19:50.219544] [INFO ] [sig       ] [821/3548] Forecasting CRVL...
[2025-12-26T20:19:50.219588] [INFO ] [sig       ] Generating forecast for: CRVL
[2025-12-26T20:19:50.219620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2025-12-26T20:19:50.231204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2025-12-26T20:19:50.231537] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2025-12-26T20:19:50.232392] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2025-12-26T20:19:50.232454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:50.232488] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:50.232514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:50.232587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:50.307165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:50.308071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:50.308164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:50.308197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:50.424538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:50.424702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:50.424745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:50.424774] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:50.428132] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: UP (p=99.90%)
[2025-12-26T20:19:50.428418] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2025-12-26T20:19:50.428543] [INFO ] [sig       ] CRVL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:50.568775] [INFO ] [LOCAL     ] Saved forecast: CRVL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CRVL.txt
[2025-12-26T20:19:50.568947] [INFO ] [sig       ] [821/3548] Completed CRVL in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-26T20:19:50.568988] [INFO ] [sig       ] [822/3548] Forecasting CRVO...
[2025-12-26T20:19:50.569017] [INFO ] [sig       ] Generating forecast for: CRVO
[2025-12-26T20:19:50.569054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2025-12-26T20:19:50.579959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2025-12-26T20:19:50.580261] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2025-12-26T20:19:50.581074] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2025-12-26T20:19:50.581123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:50.581154] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:50.581181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:50.581238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:50.638151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:50.639043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:50.639132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:50.639163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:50.756153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:50.756303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:50.756346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:50.756407] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:50.759855] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: UP (p=86.55%)
[2025-12-26T20:19:50.760138] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2025-12-26T20:19:50.760263] [INFO ] [sig       ] CRVO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:50.900052] [INFO ] [LOCAL     ] Saved forecast: CRVO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CRVO.txt
[2025-12-26T20:19:50.900174] [INFO ] [sig       ] [822/3548] Completed CRVO in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-26T20:19:50.900212] [INFO ] [sig       ] [823/3548] Forecasting CRVS...
[2025-12-26T20:19:50.900241] [INFO ] [sig       ] Generating forecast for: CRVS
[2025-12-26T20:19:50.900270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2025-12-26T20:19:50.910893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2025-12-26T20:19:50.911182] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2025-12-26T20:19:50.911967] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2025-12-26T20:19:50.912018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:50.912049] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:50.912075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:50.912132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:50.968176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:50.969032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:50.969113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:50.969144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:51.092733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:51.092878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:51.092920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:51.092948] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:51.096259] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: UP (p=76.73%)
[2025-12-26T20:19:51.096524] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2025-12-26T20:19:51.096663] [INFO ] [sig       ] CRVS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:51.240122] [INFO ] [LOCAL     ] Saved forecast: CRVS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CRVS.txt
[2025-12-26T20:19:51.240256] [INFO ] [sig       ] [823/3548] Completed CRVS in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-26T20:19:51.240296] [INFO ] [sig       ] [824/3548] Forecasting CRWD...
[2025-12-26T20:19:51.240326] [INFO ] [sig       ] Generating forecast for: CRWD
[2025-12-26T20:19:51.240355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2025-12-26T20:19:51.253449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2025-12-26T20:19:51.253775] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2025-12-26T20:19:51.254648] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2025-12-26T20:19:51.254698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:51.254729] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:51.254756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:51.254814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:51.311834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:51.312422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:51.312504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:51.312538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:51.431385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:51.431515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:51.431556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:51.431615] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:51.434981] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: DOWN (p=13.11%)
[2025-12-26T20:19:51.435246] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2025-12-26T20:19:51.435365] [INFO ] [sig       ] CRWD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:51.575667] [INFO ] [LOCAL     ] Saved forecast: CRWD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CRWD.txt
[2025-12-26T20:19:51.575805] [INFO ] [sig       ] [824/3548] Completed CRWD in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-26T20:19:51.575843] [INFO ] [sig       ] [825/3548] Forecasting CRWS...
[2025-12-26T20:19:51.575872] [INFO ] [sig       ] Generating forecast for: CRWS
[2025-12-26T20:19:51.575903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2025-12-26T20:19:51.586522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2025-12-26T20:19:51.586852] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2025-12-26T20:19:51.587645] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2025-12-26T20:19:51.587695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:51.587727] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:51.587753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:51.587811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:51.644173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:51.644796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:51.644874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:51.644905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:51.753897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:51.754041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:51.754083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:51.754111] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:51.757475] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: UP (p=93.05%)
[2025-12-26T20:19:51.757770] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2025-12-26T20:19:51.757898] [INFO ] [sig       ] CRWS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:51.903689] [INFO ] [LOCAL     ] Saved forecast: CRWS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CRWS.txt
[2025-12-26T20:19:51.903842] [INFO ] [sig       ] [825/3548] Completed CRWS in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-26T20:19:51.903880] [INFO ] [sig       ] [826/3548] Forecasting CSAN...
[2025-12-26T20:19:51.903909] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-12-26T20:19:51.903940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-12-26T20:19:51.915165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2025-12-26T20:19:51.915479] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-12-26T20:19:51.916345] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-12-26T20:19:51.916396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:51.916427] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:51.916454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:51.916511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:51.973239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:51.974119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:51.974214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:51.974247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:52.093017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:52.093163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:52.093207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:52.093235] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:52.096615] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: UP (p=86.73%)
[2025-12-26T20:19:52.096886] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-12-26T20:19:52.097005] [INFO ] [sig       ] CSAN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:52.237946] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CSAN.txt
[2025-12-26T20:19:52.238066] [INFO ] [sig       ] [826/3548] Completed CSAN in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-26T20:19:52.238103] [INFO ] [sig       ] [827/3548] Forecasting CSB...
[2025-12-26T20:19:52.238132] [INFO ] [sig       ] Generating forecast for: CSB
[2025-12-26T20:19:52.238162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2025-12-26T20:19:52.249178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2025-12-26T20:19:52.249479] [INFO ] [FORECASTER] Starting predict_future for CSB
[2025-12-26T20:19:52.250251] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2025-12-26T20:19:52.250302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:52.250333] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:52.250359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:52.250416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:52.308386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:52.309025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:52.309101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:52.309133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:52.419541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:52.419694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:52.419736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:52.419765] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:52.423113] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: DOWN (p=43.14%)
[2025-12-26T20:19:52.423383] [INFO ] [FORECASTER] Completed predict_future for CSB
[2025-12-26T20:19:52.423504] [INFO ] [sig       ] CSB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:52.570247] [INFO ] [LOCAL     ] Saved forecast: CSB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CSB.txt
[2025-12-26T20:19:52.570370] [INFO ] [sig       ] [827/3548] Completed CSB in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-26T20:19:52.570408] [INFO ] [sig       ] [828/3548] Forecasting CSCO...
[2025-12-26T20:19:52.570437] [INFO ] [sig       ] Generating forecast for: CSCO
[2025-12-26T20:19:52.570472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2025-12-26T20:19:52.582664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2025-12-26T20:19:52.583018] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2025-12-26T20:19:52.583849] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2025-12-26T20:19:52.583900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:52.583930] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:52.583955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:52.584013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:52.642088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:52.642988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:52.643070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:52.643102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:52.762657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:52.762806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:52.762847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:52.762876] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:52.766372] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: UP (p=66.89%)
[2025-12-26T20:19:52.766661] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2025-12-26T20:19:52.766783] [INFO ] [sig       ] CSCO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:52.905550] [INFO ] [LOCAL     ] Saved forecast: CSCO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CSCO.txt
[2025-12-26T20:19:52.905697] [INFO ] [sig       ] [828/3548] Completed CSCO in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-26T20:19:52.905736] [INFO ] [sig       ] [829/3548] Forecasting CSGP...
[2025-12-26T20:19:52.905766] [INFO ] [sig       ] Generating forecast for: CSGP
[2025-12-26T20:19:52.905795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2025-12-26T20:19:52.917416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2025-12-26T20:19:52.917783] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2025-12-26T20:19:52.918558] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2025-12-26T20:19:52.918626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:52.918656] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:52.918683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:52.918739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:52.975286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:52.975987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:52.976107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:52.976140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:53.095116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:53.095268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:53.095312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:53.095341] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:53.098731] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: DOWN (p=14.46%)
[2025-12-26T20:19:53.099021] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2025-12-26T20:19:53.099141] [INFO ] [sig       ] CSGP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:53.237716] [INFO ] [LOCAL     ] Saved forecast: CSGP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CSGP.txt
[2025-12-26T20:19:53.237872] [INFO ] [sig       ] [829/3548] Completed CSGP in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-26T20:19:53.237912] [INFO ] [sig       ] [830/3548] Forecasting CSGS...
[2025-12-26T20:19:53.237940] [INFO ] [sig       ] Generating forecast for: CSGS
[2025-12-26T20:19:53.237971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2025-12-26T20:19:53.248860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2025-12-26T20:19:53.249211] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2025-12-26T20:19:53.249985] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2025-12-26T20:19:53.250035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:53.250066] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:53.250091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:53.250148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:53.307021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:53.307705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:53.307781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:53.307813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:53.427176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:53.427316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:53.427356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:53.427384] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:53.430721] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: DOWN (p=10.03%)
[2025-12-26T20:19:53.430989] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2025-12-26T20:19:53.431110] [INFO ] [sig       ] CSGS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:53.570803] [INFO ] [LOCAL     ] Saved forecast: CSGS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CSGS.txt
[2025-12-26T20:19:53.570928] [INFO ] [sig       ] [830/3548] Completed CSGS in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-26T20:19:53.570966] [INFO ] [sig       ] [831/3548] Forecasting CSIQ...
[2025-12-26T20:19:53.570995] [INFO ] [sig       ] Generating forecast for: CSIQ
[2025-12-26T20:19:53.571024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2025-12-26T20:19:53.582066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2025-12-26T20:19:53.582391] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2025-12-26T20:19:53.583164] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2025-12-26T20:19:53.583231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:53.583263] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:53.583289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:53.583347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:53.639896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:53.640530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:53.640628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:53.640662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:53.770355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:53.770510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:53.770554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:53.770601] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:53.773991] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: DOWN (p=8.53%)
[2025-12-26T20:19:53.774281] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2025-12-26T20:19:53.774411] [INFO ] [sig       ] CSIQ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:53.925249] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CSIQ.txt
[2025-12-26T20:19:53.925392] [INFO ] [sig       ] [831/3548] Completed CSIQ in 0.4s | 2.87 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-26T20:19:53.925445] [INFO ] [sig       ] [832/3548] Forecasting CSPI...
[2025-12-26T20:19:53.925477] [INFO ] [sig       ] Generating forecast for: CSPI
[2025-12-26T20:19:53.925518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2025-12-26T20:19:53.936877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2025-12-26T20:19:53.937200] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2025-12-26T20:19:53.938015] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2025-12-26T20:19:53.938066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:53.938099] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:53.938126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:53.938185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:53.995350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:53.996019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:53.996095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:53.996127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:54.108666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:54.108815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:54.108857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:54.108908] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:54.112324] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: UP (p=85.71%)
[2025-12-26T20:19:54.112620] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2025-12-26T20:19:54.112749] [INFO ] [sig       ] CSPI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:54.270506] [INFO ] [LOCAL     ] Saved forecast: CSPI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CSPI.txt
[2025-12-26T20:19:54.270701] [INFO ] [sig       ] [832/3548] Completed CSPI in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-26T20:19:54.270743] [INFO ] [sig       ] [833/3548] Forecasting CSQ...
[2025-12-26T20:19:54.270773] [INFO ] [sig       ] Generating forecast for: CSQ
[2025-12-26T20:19:54.270803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2025-12-26T20:19:54.282317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2025-12-26T20:19:54.282716] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2025-12-26T20:19:54.283516] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2025-12-26T20:19:54.283566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:54.283619] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:54.283647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:54.283705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:54.344953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:54.345712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:54.345793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:54.345826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:54.468389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:54.468524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:54.468565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:54.468613] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:54.472104] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: DOWN (p=8.87%)
[2025-12-26T20:19:54.472376] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2025-12-26T20:19:54.472511] [INFO ] [sig       ] CSQ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:54.617530] [INFO ] [LOCAL     ] Saved forecast: CSQ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CSQ.txt
[2025-12-26T20:19:54.617685] [INFO ] [sig       ] [833/3548] Completed CSQ in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-26T20:19:54.617725] [INFO ] [sig       ] [834/3548] Forecasting CSTL...
[2025-12-26T20:19:54.617753] [INFO ] [sig       ] Generating forecast for: CSTL
[2025-12-26T20:19:54.617784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2025-12-26T20:19:54.628980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2025-12-26T20:19:54.629308] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2025-12-26T20:19:54.630089] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2025-12-26T20:19:54.630139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:54.630170] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:54.630196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:54.630253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:54.689504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:54.690310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:54.690391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:54.690425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:54.822529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:54.822700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:54.822744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:54.822773] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:54.826651] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: DOWN (p=44.50%)
[2025-12-26T20:19:54.826935] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2025-12-26T20:19:54.827061] [INFO ] [sig       ] CSTL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:55.005524] [INFO ] [LOCAL     ] Saved forecast: CSTL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CSTL.txt
[2025-12-26T20:19:55.005702] [INFO ] [sig       ] [834/3548] Completed CSTL in 0.4s | 2.87 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-26T20:19:55.005748] [INFO ] [sig       ] [835/3548] Forecasting CSTM...
[2025-12-26T20:19:55.005780] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-12-26T20:19:55.005813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-12-26T20:19:55.018182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2025-12-26T20:19:55.018554] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-12-26T20:19:55.019410] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-12-26T20:19:55.019462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:55.019493] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:55.019519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:55.019602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:55.076952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:55.077746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:55.077829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:55.077863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:55.201115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:55.201258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:55.201301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:55.201331] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:55.204833] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: UP (p=85.80%)
[2025-12-26T20:19:55.205114] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-12-26T20:19:55.205240] [INFO ] [sig       ] CSTM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:55.355221] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CSTM.txt
[2025-12-26T20:19:55.355388] [INFO ] [sig       ] [835/3548] Completed CSTM in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-26T20:19:55.355427] [INFO ] [sig       ] [836/3548] Forecasting CSWC...
[2025-12-26T20:19:55.355456] [INFO ] [sig       ] Generating forecast for: CSWC
[2025-12-26T20:19:55.355487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2025-12-26T20:19:55.366892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2025-12-26T20:19:55.367284] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2025-12-26T20:19:55.368099] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2025-12-26T20:19:55.368151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:55.368236] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:55.368265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:55.368324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:55.426102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:55.426991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:55.427073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:55.427105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:55.556237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:55.556401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:55.556457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:55.556487] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:55.560602] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: DOWN (p=38.68%)
[2025-12-26T20:19:55.560948] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2025-12-26T20:19:55.561102] [INFO ] [sig       ] CSWC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:55.717542] [INFO ] [LOCAL     ] Saved forecast: CSWC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CSWC.txt
[2025-12-26T20:19:55.717719] [INFO ] [sig       ] [836/3548] Completed CSWC in 0.4s | 2.87 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-26T20:19:55.717759] [INFO ] [sig       ] [837/3548] Forecasting CSX...
[2025-12-26T20:19:55.717789] [INFO ] [sig       ] Generating forecast for: CSX
[2025-12-26T20:19:55.717818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2025-12-26T20:19:55.729614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2025-12-26T20:19:55.729985] [INFO ] [FORECASTER] Starting predict_future for CSX
[2025-12-26T20:19:55.731000] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2025-12-26T20:19:55.731052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:55.731083] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:55.731297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:55.731354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:55.790844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:55.791750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:55.791833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:55.791866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:55.917770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:55.917922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:55.917965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:55.917993] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:55.921443] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: DOWN (p=16.88%)
[2025-12-26T20:19:55.921740] [INFO ] [FORECASTER] Completed predict_future for CSX
[2025-12-26T20:19:55.921866] [INFO ] [sig       ] CSX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:56.065645] [INFO ] [LOCAL     ] Saved forecast: CSX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CSX.txt
[2025-12-26T20:19:56.065839] [INFO ] [sig       ] [837/3548] Completed CSX in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-26T20:19:56.065890] [INFO ] [sig       ] [838/3548] Forecasting CTAS...
[2025-12-26T20:19:56.065922] [INFO ] [sig       ] Generating forecast for: CTAS
[2025-12-26T20:19:56.065953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2025-12-26T20:19:56.077323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2025-12-26T20:19:56.077704] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2025-12-26T20:19:56.078489] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2025-12-26T20:19:56.078541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:56.078597] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:56.078639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:56.078701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:56.135540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:56.136357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:56.136440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:56.136472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:56.253187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:56.253354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:56.253418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:56.253447] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:56.256984] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: UP (p=54.85%)
[2025-12-26T20:19:56.257454] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2025-12-26T20:19:56.257594] [INFO ] [sig       ] CTAS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:56.395668] [INFO ] [LOCAL     ] Saved forecast: CTAS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CTAS.txt
[2025-12-26T20:19:56.395806] [INFO ] [sig       ] [838/3548] Completed CTAS in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-26T20:19:56.395846] [INFO ] [sig       ] [839/3548] Forecasting CTBB...
[2025-12-26T20:19:56.395875] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-12-26T20:19:56.395905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-12-26T20:19:56.408300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2025-12-26T20:19:56.408760] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-12-26T20:19:56.409630] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-12-26T20:19:56.409685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:56.409725] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:56.409755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:56.409814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:56.469453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:56.470332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:56.470415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:56.470448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:56.586909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:56.587067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:56.587111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:56.587177] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:56.590727] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=74.87%)
[2025-12-26T20:19:56.591041] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-12-26T20:19:56.591175] [INFO ] [sig       ] CTBB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:56.735166] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CTBB.txt
[2025-12-26T20:19:56.735320] [INFO ] [sig       ] [839/3548] Completed CTBB in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-26T20:19:56.735362] [INFO ] [sig       ] [840/3548] Forecasting CTBI...
[2025-12-26T20:19:56.735390] [INFO ] [sig       ] Generating forecast for: CTBI
[2025-12-26T20:19:56.735421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2025-12-26T20:19:56.746478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2025-12-26T20:19:56.746885] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2025-12-26T20:19:56.747705] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2025-12-26T20:19:56.747757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:56.747788] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:56.747814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:56.747872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:56.805156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:56.806026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:56.806109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:56.806141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:56.930360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:56.930503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:56.930547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:56.930591] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:56.933976] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: UP (p=92.50%)
[2025-12-26T20:19:56.934250] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2025-12-26T20:19:56.934376] [INFO ] [sig       ] CTBI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:57.074713] [INFO ] [LOCAL     ] Saved forecast: CTBI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CTBI.txt
[2025-12-26T20:19:57.074846] [INFO ] [sig       ] [840/3548] Completed CTBI in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-26T20:19:57.074886] [INFO ] [sig       ] [841/3548] Forecasting CTDD...
[2025-12-26T20:19:57.074918] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-12-26T20:19:57.074948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-12-26T20:19:57.086096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2025-12-26T20:19:57.086493] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-12-26T20:19:57.087313] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-12-26T20:19:57.087366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:57.087399] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:57.087427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:57.087486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:57.146828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:57.147632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:57.147714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:57.147748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:57.263756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:57.263905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:57.263949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:57.263979] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:57.267405] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=72.32%)
[2025-12-26T20:19:57.267697] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-12-26T20:19:57.267822] [INFO ] [sig       ] CTDD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:57.411516] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CTDD.txt
[2025-12-26T20:19:57.411656] [INFO ] [sig       ] [841/3548] Completed CTDD in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-26T20:19:57.411697] [INFO ] [sig       ] [842/3548] Forecasting CTKB...
[2025-12-26T20:19:57.411727] [INFO ] [sig       ] Generating forecast for: CTKB
[2025-12-26T20:19:57.411757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2025-12-26T20:19:57.423089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2025-12-26T20:19:57.423427] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2025-12-26T20:19:57.424219] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2025-12-26T20:19:57.424270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:57.424319] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:57.424347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:57.424405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:57.483894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:57.484670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:57.484754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:57.484788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:57.604236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:57.604381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:57.604427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:57.604456] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:57.607873] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: DOWN (p=22.10%)
[2025-12-26T20:19:57.608157] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2025-12-26T20:19:57.608282] [INFO ] [sig       ] CTKB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:57.750725] [INFO ] [LOCAL     ] Saved forecast: CTKB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CTKB.txt
[2025-12-26T20:19:57.750859] [INFO ] [sig       ] [842/3548] Completed CTKB in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-26T20:19:57.750898] [INFO ] [sig       ] [843/3548] Forecasting CTLP...
[2025-12-26T20:19:57.750927] [INFO ] [sig       ] Generating forecast for: CTLP
[2025-12-26T20:19:57.750957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2025-12-26T20:19:57.761987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2025-12-26T20:19:57.762328] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2025-12-26T20:19:57.763144] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2025-12-26T20:19:57.763213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:57.763254] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:57.763289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:57.763359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:57.822019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:57.822878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:57.822967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:57.823001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:57.941666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:57.941812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:57.941855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:57.941882] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:57.945197] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: UP (p=71.58%)
[2025-12-26T20:19:57.945462] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2025-12-26T20:19:57.945600] [INFO ] [sig       ] CTLP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:58.089422] [INFO ] [LOCAL     ] Saved forecast: CTLP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CTLP.txt
[2025-12-26T20:19:58.089600] [INFO ] [sig       ] [843/3548] Completed CTLP in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-26T20:19:58.089642] [INFO ] [sig       ] [844/3548] Forecasting CTMX...
[2025-12-26T20:19:58.089673] [INFO ] [sig       ] Generating forecast for: CTMX
[2025-12-26T20:19:58.089704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2025-12-26T20:19:58.100884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2025-12-26T20:19:58.101220] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2025-12-26T20:19:58.102000] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2025-12-26T20:19:58.102052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:58.102083] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:58.102110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:58.102167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:58.159154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:58.159894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:58.159974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:58.160006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:58.281679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:58.281804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:58.281847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:58.281876] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:58.285483] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: DOWN (p=46.52%)
[2025-12-26T20:19:58.285812] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2025-12-26T20:19:58.285945] [INFO ] [sig       ] CTMX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:58.428013] [INFO ] [LOCAL     ] Saved forecast: CTMX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CTMX.txt
[2025-12-26T20:19:58.428149] [INFO ] [sig       ] [844/3548] Completed CTMX in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-26T20:19:58.428187] [INFO ] [sig       ] [845/3548] Forecasting CTNM...
[2025-12-26T20:19:58.428216] [INFO ] [sig       ] Generating forecast for: CTNM
[2025-12-26T20:19:58.428246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2025-12-26T20:19:58.439244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2025-12-26T20:19:58.439587] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2025-12-26T20:19:58.440355] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2025-12-26T20:19:58.440408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:58.440440] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:58.440468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:58.440526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:58.499063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:58.499808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:58.499890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:58.499922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:58.620461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:58.620621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:58.620666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:58.620696] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:58.624167] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: DOWN (p=14.19%)
[2025-12-26T20:19:58.624446] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2025-12-26T20:19:58.624588] [INFO ] [sig       ] CTNM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:19:58.770340] [INFO ] [LOCAL     ] Saved forecast: CTNM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CTNM.txt
[2025-12-26T20:19:58.770481] [INFO ] [sig       ] [845/3548] Completed CTNM in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-26T20:19:58.770526] [INFO ] [sig       ] [846/3548] Forecasting CTO...
[2025-12-26T20:19:58.770556] [INFO ] [sig       ] Generating forecast for: CTO
[2025-12-26T20:19:58.770604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-12-26T20:19:58.781817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2025-12-26T20:19:58.782154] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-12-26T20:19:58.782927] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-12-26T20:19:58.782978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:58.783009] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:58.783036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:58.783093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:58.841857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:58.842736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:58.842848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:58.842883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:58.967852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:58.968003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:58.968047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:58.968077] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:58.971912] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: UP (p=84.43%)
[2025-12-26T20:19:58.972278] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-12-26T20:19:58.972444] [INFO ] [sig       ] CTO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:59.116750] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CTO.txt
[2025-12-26T20:19:59.116884] [INFO ] [sig       ] [846/3548] Completed CTO in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-26T20:19:59.116923] [INFO ] [sig       ] [847/3548] Forecasting CTRA...
[2025-12-26T20:19:59.116954] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-12-26T20:19:59.116987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-12-26T20:19:59.128043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2025-12-26T20:19:59.128384] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-12-26T20:19:59.129198] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-12-26T20:19:59.129249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:59.129280] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:59.129306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:59.129364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:59.185899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:59.186568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:59.186662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:59.186694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:59.300638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:59.300780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:59.300822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:59.300851] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:59.304252] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=85.62%)
[2025-12-26T20:19:59.304537] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-12-26T20:19:59.304699] [INFO ] [sig       ] CTRA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:59.448608] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CTRA.txt
[2025-12-26T20:19:59.448743] [INFO ] [sig       ] [847/3548] Completed CTRA in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-26T20:19:59.448782] [INFO ] [sig       ] [848/3548] Forecasting CTRE...
[2025-12-26T20:19:59.448813] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-12-26T20:19:59.448842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-12-26T20:19:59.459823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2025-12-26T20:19:59.460165] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-12-26T20:19:59.460947] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-12-26T20:19:59.460998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:59.461030] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:59.461056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:59.461113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:59.517809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:59.518569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:59.518666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:59.518699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:59.642258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:59.642403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:59.642444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:59.642472] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:59.645807] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=66.01%)
[2025-12-26T20:19:59.646073] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-12-26T20:19:59.646194] [INFO ] [sig       ] CTRE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:19:59.793180] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CTRE.txt
[2025-12-26T20:19:59.793317] [INFO ] [sig       ] [848/3548] Completed CTRE in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-26T20:19:59.793356] [INFO ] [sig       ] [849/3548] Forecasting CTRM...
[2025-12-26T20:19:59.793385] [INFO ] [sig       ] Generating forecast for: CTRM
[2025-12-26T20:19:59.793415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2025-12-26T20:19:59.807699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2025-12-26T20:19:59.808160] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2025-12-26T20:19:59.809180] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2025-12-26T20:19:59.809240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:19:59.809278] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:19:59.809310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:19:59.809385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:19:59.871434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:19:59.872336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:19:59.872425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:19:59.872457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:19:59.987178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:19:59.987326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:19:59.987370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:19:59.987417] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:19:59.990778] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: DOWN (p=5.20%)
[2025-12-26T20:19:59.991045] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2025-12-26T20:19:59.991168] [INFO ] [sig       ] CTRM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:00.130939] [INFO ] [LOCAL     ] Saved forecast: CTRM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CTRM.txt
[2025-12-26T20:20:00.131104] [INFO ] [sig       ] [849/3548] Completed CTRM in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-26T20:20:00.131145] [INFO ] [sig       ] [850/3548] Forecasting CTRN...
[2025-12-26T20:20:00.131175] [INFO ] [sig       ] Generating forecast for: CTRN
[2025-12-26T20:20:00.131205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2025-12-26T20:20:00.142906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2025-12-26T20:20:00.143355] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2025-12-26T20:20:00.144226] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2025-12-26T20:20:00.144281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:00.144314] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:00.144341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:00.144399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:00.202854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:00.203758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:00.203841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:00.203873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:00.327400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:00.327560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:00.327625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:00.327656] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:00.331254] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: DOWN (p=18.78%)
[2025-12-26T20:20:00.331615] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2025-12-26T20:20:00.331756] [INFO ] [sig       ] CTRN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:00.476460] [INFO ] [LOCAL     ] Saved forecast: CTRN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CTRN.txt
[2025-12-26T20:20:00.476640] [INFO ] [sig       ] [850/3548] Completed CTRN in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-26T20:20:00.476682] [INFO ] [sig       ] [851/3548] Forecasting CTS...
[2025-12-26T20:20:00.476712] [INFO ] [sig       ] Generating forecast for: CTS
[2025-12-26T20:20:00.476741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-12-26T20:20:00.488375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2025-12-26T20:20:00.488747] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-12-26T20:20:00.489543] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-12-26T20:20:00.489614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:00.489647] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:00.489673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:00.489732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:00.547326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:00.547983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:00.548080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:00.548115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:00.668286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:00.668436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:00.668480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:00.668509] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:00.671974] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: DOWN (p=29.56%)
[2025-12-26T20:20:00.672252] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-12-26T20:20:00.672378] [INFO ] [sig       ] CTS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:00.810317] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CTS.txt
[2025-12-26T20:20:00.810439] [INFO ] [sig       ] [851/3548] Completed CTS in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-26T20:20:00.810477] [INFO ] [sig       ] [852/3548] Forecasting CTSH...
[2025-12-26T20:20:00.810506] [INFO ] [sig       ] Generating forecast for: CTSH
[2025-12-26T20:20:00.810535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2025-12-26T20:20:00.822004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2025-12-26T20:20:00.822403] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2025-12-26T20:20:00.823240] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2025-12-26T20:20:00.823294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:00.823328] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:00.823354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:00.823412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:00.881021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:00.881938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:00.882024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:00.882057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:01.000651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:01.000803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:01.000847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:01.000876] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:01.004243] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: DOWN (p=38.46%)
[2025-12-26T20:20:01.004514] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2025-12-26T20:20:01.004669] [INFO ] [sig       ] CTSH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:01.147599] [INFO ] [LOCAL     ] Saved forecast: CTSH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CTSH.txt
[2025-12-26T20:20:01.147782] [INFO ] [sig       ] [852/3548] Completed CTSH in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-26T20:20:01.147835] [INFO ] [sig       ] [853/3548] Forecasting CTVA...
[2025-12-26T20:20:01.147868] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-12-26T20:20:01.147898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-12-26T20:20:01.159891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2025-12-26T20:20:01.160462] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-12-26T20:20:01.161639] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-12-26T20:20:01.161696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:01.161765] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:01.161812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:01.161874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:01.221785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:01.222607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:01.222691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:01.222726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:01.350095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:01.350210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:01.350253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:01.350283] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:01.354080] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: UP (p=62.16%)
[2025-12-26T20:20:01.354400] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-12-26T20:20:01.354538] [INFO ] [sig       ] CTVA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:01.503380] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CTVA.txt
[2025-12-26T20:20:01.503523] [INFO ] [sig       ] [853/3548] Completed CTVA in 0.4s | 2.87 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-26T20:20:01.503565] [INFO ] [sig       ] [854/3548] Forecasting CUBE...
[2025-12-26T20:20:01.503616] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-12-26T20:20:01.503648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-12-26T20:20:01.514704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2025-12-26T20:20:01.515021] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-12-26T20:20:01.515803] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-12-26T20:20:01.515854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:01.515886] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:01.515912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:01.515969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:01.573225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:01.574022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:01.574104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:01.574137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:01.697919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:01.698014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:01.698062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:01.698092] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:01.701657] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: UP (p=92.37%)
[2025-12-26T20:20:01.701989] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-12-26T20:20:01.702125] [INFO ] [sig       ] CUBE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:01.886911] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CUBE.txt
[2025-12-26T20:20:01.887176] [INFO ] [sig       ] [854/3548] Completed CUBE in 0.4s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-26T20:20:01.887250] [INFO ] [sig       ] [855/3548] Forecasting CUBI...
[2025-12-26T20:20:01.887306] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-12-26T20:20:01.887356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-12-26T20:20:01.904015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2025-12-26T20:20:01.904530] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-12-26T20:20:01.905955] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-12-26T20:20:01.906076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:01.906125] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:01.906163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:01.906251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:01.971686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:01.972841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:01.972932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:01.972965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:02.110665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:02.110844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:02.110888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:02.110916] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:02.114651] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=21.41%)
[2025-12-26T20:20:02.115021] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-12-26T20:20:02.115169] [INFO ] [sig       ] CUBI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:02.281140] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CUBI.txt
[2025-12-26T20:20:02.281512] [INFO ] [sig       ] [855/3548] Completed CUBI in 0.4s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-26T20:20:02.281557] [INFO ] [sig       ] [856/3548] Forecasting CUK...
[2025-12-26T20:20:02.281608] [INFO ] [sig       ] Generating forecast for: CUK
[2025-12-26T20:20:02.281643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-12-26T20:20:02.293417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2025-12-26T20:20:02.293803] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-12-26T20:20:02.294621] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-12-26T20:20:02.294674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:02.294706] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:02.294734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:02.294793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:02.357801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:02.358603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:02.358684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:02.358716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:02.486590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:02.486743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:02.486787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:02.486852] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:02.490634] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: UP (p=52.87%)
[2025-12-26T20:20:02.490952] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-12-26T20:20:02.491104] [INFO ] [sig       ] CUK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:02.653331] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CUK.txt
[2025-12-26T20:20:02.653498] [INFO ] [sig       ] [856/3548] Completed CUK in 0.4s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-26T20:20:02.653539] [INFO ] [sig       ] [857/3548] Forecasting CULP...
[2025-12-26T20:20:02.653590] [INFO ] [sig       ] Generating forecast for: CULP
[2025-12-26T20:20:02.653632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-12-26T20:20:02.665306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2025-12-26T20:20:02.665755] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-12-26T20:20:02.666644] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-12-26T20:20:02.666698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:02.666731] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:02.666757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:02.666816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:02.728213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:02.729184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:02.729273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:02.729306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:02.841945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:02.842097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:02.842143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:02.842172] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:02.845822] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=84.79%)
[2025-12-26T20:20:02.846126] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-12-26T20:20:02.846261] [INFO ] [sig       ] CULP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:03.013873] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CULP.txt
[2025-12-26T20:20:03.014034] [INFO ] [sig       ] [857/3548] Completed CULP in 0.4s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-26T20:20:03.014075] [INFO ] [sig       ] [858/3548] Forecasting CURI...
[2025-12-26T20:20:03.014107] [INFO ] [sig       ] Generating forecast for: CURI
[2025-12-26T20:20:03.014138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2025-12-26T20:20:03.088144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2025-12-26T20:20:03.088503] [INFO ] [FORECASTER] Starting predict_future for CURI
[2025-12-26T20:20:03.089327] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2025-12-26T20:20:03.089380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:03.089410] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:03.089437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:03.089495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:03.145713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:03.146536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:03.146638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:03.146672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:03.267006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:03.267168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:03.267400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:03.267430] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:03.271208] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: UP (p=75.97%)
[2025-12-26T20:20:03.271552] [INFO ] [FORECASTER] Completed predict_future for CURI
[2025-12-26T20:20:03.271711] [INFO ] [sig       ] CURI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:03.414719] [INFO ] [LOCAL     ] Saved forecast: CURI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CURI.txt
[2025-12-26T20:20:03.414855] [INFO ] [sig       ] [858/3548] Completed CURI in 0.4s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-26T20:20:03.414894] [INFO ] [sig       ] [859/3548] Forecasting CUZ...
[2025-12-26T20:20:03.414923] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-12-26T20:20:03.414954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-12-26T20:20:03.425817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2025-12-26T20:20:03.426137] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-12-26T20:20:03.426907] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-12-26T20:20:03.426957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:03.426988] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:03.427014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:03.427070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:03.483856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:03.484551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:03.484653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:03.484686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:03.600735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:03.600915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:03.600975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:03.601023] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:03.604672] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=70.22%)
[2025-12-26T20:20:03.604965] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-12-26T20:20:03.605099] [INFO ] [sig       ] CUZ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:03.744918] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CUZ.txt
[2025-12-26T20:20:03.745053] [INFO ] [sig       ] [859/3548] Completed CUZ in 0.3s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-26T20:20:03.745092] [INFO ] [sig       ] [860/3548] Forecasting CVAC...
[2025-12-26T20:20:03.745121] [INFO ] [sig       ] Generating forecast for: CVAC
[2025-12-26T20:20:03.745151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'.
[2025-12-26T20:20:03.756012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVAC'.
[2025-12-26T20:20:03.756310] [INFO ] [FORECASTER] Starting predict_future for CVAC
[2025-12-26T20:20:03.757116] [DEBUG] [LOCAL     ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt
[2025-12-26T20:20:03.757166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:03.757197] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:03.757223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:03.757280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:03.813423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:03.814052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:03.814127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:03.814159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:03.932734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:03.932823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:03.932858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:03.932886] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:03.935968] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: DOWN (p=42.06%)
[2025-12-26T20:20:03.936228] [INFO ] [FORECASTER] Completed predict_future for CVAC
[2025-12-26T20:20:03.936347] [INFO ] [sig       ] CVAC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:04.093013] [INFO ] [LOCAL     ] Saved forecast: CVAC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CVAC.txt
[2025-12-26T20:20:04.093230] [INFO ] [sig       ] [860/3548] Completed CVAC in 0.3s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-26T20:20:04.093280] [INFO ] [sig       ] [861/3548] Forecasting CVBF...
[2025-12-26T20:20:04.093314] [INFO ] [sig       ] Generating forecast for: CVBF
[2025-12-26T20:20:04.093346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2025-12-26T20:20:04.106246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2025-12-26T20:20:04.106705] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2025-12-26T20:20:04.107769] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2025-12-26T20:20:04.107822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:04.107855] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:04.107883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:04.107941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:04.170866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:04.171999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:04.172086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:04.172120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:04.300162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:04.300328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:04.300375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:04.300406] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:04.304084] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: UP (p=76.57%)
[2025-12-26T20:20:04.304375] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2025-12-26T20:20:04.304529] [INFO ] [sig       ] CVBF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:04.457121] [INFO ] [LOCAL     ] Saved forecast: CVBF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CVBF.txt
[2025-12-26T20:20:04.457271] [INFO ] [sig       ] [861/3548] Completed CVBF in 0.4s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-26T20:20:04.457312] [INFO ] [sig       ] [862/3548] Forecasting CVCO...
[2025-12-26T20:20:04.457342] [INFO ] [sig       ] Generating forecast for: CVCO
[2025-12-26T20:20:04.457373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2025-12-26T20:20:04.469493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2025-12-26T20:20:04.469896] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2025-12-26T20:20:04.470721] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2025-12-26T20:20:04.470779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:04.470822] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:04.470856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:04.470939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:04.535724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:04.536597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:04.536685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:04.536719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:04.666880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:04.667069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:04.667122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:04.667152] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:04.671005] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: DOWN (p=5.50%)
[2025-12-26T20:20:04.671319] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2025-12-26T20:20:04.671464] [INFO ] [sig       ] CVCO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:04.814366] [INFO ] [LOCAL     ] Saved forecast: CVCO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CVCO.txt
[2025-12-26T20:20:04.814523] [INFO ] [sig       ] [862/3548] Completed CVCO in 0.4s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-26T20:20:04.814563] [INFO ] [sig       ] [863/3548] Forecasting CVE...
[2025-12-26T20:20:04.814614] [INFO ] [sig       ] Generating forecast for: CVE
[2025-12-26T20:20:04.814645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-12-26T20:20:04.826776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2025-12-26T20:20:04.827138] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-12-26T20:20:04.827928] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-12-26T20:20:04.827979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:04.828010] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:04.828037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:04.828104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:04.884464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:04.885314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:04.885430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:04.885461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:05.010076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:05.010234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:05.010280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:05.010308] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:05.013648] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=51.23%)
[2025-12-26T20:20:05.013914] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-12-26T20:20:05.014034] [INFO ] [sig       ] CVE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:05.154475] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CVE.txt
[2025-12-26T20:20:05.154647] [INFO ] [sig       ] [863/3548] Completed CVE in 0.3s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-26T20:20:05.154688] [INFO ] [sig       ] [864/3548] Forecasting CVEO...
[2025-12-26T20:20:05.154718] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-12-26T20:20:05.154748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-12-26T20:20:05.166395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2025-12-26T20:20:05.166767] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-12-26T20:20:05.167528] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-12-26T20:20:05.167628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:05.167663] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:05.167689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:05.167777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:05.224233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:05.225118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:05.225206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:05.225238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:05.345005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:05.345197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:05.345249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:05.345279] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:05.348826] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: DOWN (p=17.51%)
[2025-12-26T20:20:05.349135] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-12-26T20:20:05.349258] [INFO ] [sig       ] CVEO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:05.489406] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CVEO.txt
[2025-12-26T20:20:05.489532] [INFO ] [sig       ] [864/3548] Completed CVEO in 0.3s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-26T20:20:05.489586] [INFO ] [sig       ] [865/3548] Forecasting CVGI...
[2025-12-26T20:20:05.489619] [INFO ] [sig       ] Generating forecast for: CVGI
[2025-12-26T20:20:05.489648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2025-12-26T20:20:05.500626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2025-12-26T20:20:05.500931] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2025-12-26T20:20:05.501711] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2025-12-26T20:20:05.501763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:05.501794] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:05.501820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:05.501877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:05.558738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:05.559340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:05.559415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:05.559447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:05.676698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:05.676849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:05.676890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:05.676917] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:05.680379] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: DOWN (p=19.60%)
[2025-12-26T20:20:05.680672] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2025-12-26T20:20:05.680796] [INFO ] [sig       ] CVGI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:05.817912] [INFO ] [LOCAL     ] Saved forecast: CVGI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CVGI.txt
[2025-12-26T20:20:05.818031] [INFO ] [sig       ] [865/3548] Completed CVGI in 0.3s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-26T20:20:05.818069] [INFO ] [sig       ] [866/3548] Forecasting CVI...
[2025-12-26T20:20:05.818097] [INFO ] [sig       ] Generating forecast for: CVI
[2025-12-26T20:20:05.818126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-12-26T20:20:05.829185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2025-12-26T20:20:05.829503] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-12-26T20:20:05.830294] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-12-26T20:20:05.830361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:05.830393] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:05.830420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:05.830478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:05.886380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:05.886995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:05.887073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:05.887104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:06.004330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:06.004475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:06.004515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:06.004544] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:06.007898] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: UP (p=93.03%)
[2025-12-26T20:20:06.008176] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-12-26T20:20:06.008298] [INFO ] [sig       ] CVI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:06.147978] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CVI.txt
[2025-12-26T20:20:06.148129] [INFO ] [sig       ] [866/3548] Completed CVI in 0.3s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-26T20:20:06.148171] [INFO ] [sig       ] [867/3548] Forecasting CVKD...
[2025-12-26T20:20:06.148201] [INFO ] [sig       ] Generating forecast for: CVKD
[2025-12-26T20:20:06.148230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2025-12-26T20:20:06.159282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2025-12-26T20:20:06.159620] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2025-12-26T20:20:06.160378] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2025-12-26T20:20:06.160429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:06.160461] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:06.160488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:06.160545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:06.217497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:06.218164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:06.218241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:06.218273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:06.336001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:06.336156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:06.336200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:06.336231] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:06.339630] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: UP (p=98.67%)
[2025-12-26T20:20:06.339909] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2025-12-26T20:20:06.340033] [INFO ] [sig       ] CVKD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:06.482129] [INFO ] [LOCAL     ] Saved forecast: CVKD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CVKD.txt
[2025-12-26T20:20:06.482256] [INFO ] [sig       ] [867/3548] Completed CVKD in 0.3s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-26T20:20:06.482295] [INFO ] [sig       ] [868/3548] Forecasting CVNA...
[2025-12-26T20:20:06.482323] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-12-26T20:20:06.482352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-12-26T20:20:06.494399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2025-12-26T20:20:06.494851] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-12-26T20:20:06.495694] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-12-26T20:20:06.495747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:06.495785] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:06.495826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:06.495889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:06.556290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:06.557225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:06.557311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:06.557347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:06.696414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:06.696603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:06.696649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:06.696677] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:06.700389] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=11.31%)
[2025-12-26T20:20:06.700787] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-12-26T20:20:06.700949] [INFO ] [sig       ] CVNA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:06.854296] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CVNA.txt
[2025-12-26T20:20:06.854456] [INFO ] [sig       ] [868/3548] Completed CVNA in 0.4s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-26T20:20:06.854496] [INFO ] [sig       ] [869/3548] Forecasting CVRX...
[2025-12-26T20:20:06.854527] [INFO ] [sig       ] Generating forecast for: CVRX
[2025-12-26T20:20:06.854557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2025-12-26T20:20:06.866048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2025-12-26T20:20:06.866450] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2025-12-26T20:20:06.867261] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2025-12-26T20:20:06.867313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:06.867525] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:06.867551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:06.867628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:06.923519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:06.924398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:06.924478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:06.924510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:07.045860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:07.046018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:07.046061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:07.046090] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:07.049739] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: DOWN (p=26.01%)
[2025-12-26T20:20:07.050053] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2025-12-26T20:20:07.050192] [INFO ] [sig       ] CVRX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:07.195498] [INFO ] [LOCAL     ] Saved forecast: CVRX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CVRX.txt
[2025-12-26T20:20:07.195683] [INFO ] [sig       ] [869/3548] Completed CVRX in 0.3s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-26T20:20:07.195726] [INFO ] [sig       ] [870/3548] Forecasting CVS...
[2025-12-26T20:20:07.195756] [INFO ] [sig       ] Generating forecast for: CVS
[2025-12-26T20:20:07.195787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-12-26T20:20:07.206927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2025-12-26T20:20:07.207272] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-12-26T20:20:07.208059] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-12-26T20:20:07.208110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:07.208168] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:07.208197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:07.208256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:07.265105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:07.265985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:07.266066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:07.266099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:07.387992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:07.388142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:07.388185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:07.388213] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:07.391612] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: UP (p=74.74%)
[2025-12-26T20:20:07.391881] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-12-26T20:20:07.392003] [INFO ] [sig       ] CVS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:07.531985] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CVS.txt
[2025-12-26T20:20:07.532109] [INFO ] [sig       ] [870/3548] Completed CVS in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-26T20:20:07.532147] [INFO ] [sig       ] [871/3548] Forecasting CVX...
[2025-12-26T20:20:07.532181] [INFO ] [sig       ] Generating forecast for: CVX
[2025-12-26T20:20:07.532211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-12-26T20:20:07.543844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2025-12-26T20:20:07.544164] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-12-26T20:20:07.544951] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-12-26T20:20:07.545001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:07.545032] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:07.545058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:07.545115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:07.603747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:07.604465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:07.604544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:07.604599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:07.728014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:07.728167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:07.728211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:07.728239] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:07.731679] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: UP (p=78.25%)
[2025-12-26T20:20:07.731970] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-12-26T20:20:07.732093] [INFO ] [sig       ] CVX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:07.871623] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CVX.txt
[2025-12-26T20:20:07.871788] [INFO ] [sig       ] [871/3548] Completed CVX in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-26T20:20:07.871827] [INFO ] [sig       ] [872/3548] Forecasting CWAN...
[2025-12-26T20:20:07.871857] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-12-26T20:20:07.871886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-12-26T20:20:07.885668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2025-12-26T20:20:07.886097] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-12-26T20:20:07.887083] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-12-26T20:20:07.887143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:07.887183] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:07.887215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:07.887293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:07.948958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:07.949837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:07.949916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:07.949948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:08.071120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:08.071280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:08.071325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:08.071353] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:08.074740] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=90.92%)
[2025-12-26T20:20:08.075006] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-12-26T20:20:08.075126] [INFO ] [sig       ] CWAN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:08.215116] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CWAN.txt
[2025-12-26T20:20:08.215272] [INFO ] [sig       ] [872/3548] Completed CWAN in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-26T20:20:08.215312] [INFO ] [sig       ] [873/3548] Forecasting CWBC...
[2025-12-26T20:20:08.215343] [INFO ] [sig       ] Generating forecast for: CWBC
[2025-12-26T20:20:08.215373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2025-12-26T20:20:08.226255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2025-12-26T20:20:08.226549] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2025-12-26T20:20:08.227322] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2025-12-26T20:20:08.227373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:08.227405] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:08.227431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:08.227489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:08.284632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:08.285264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:08.285340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:08.285372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:08.406331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:08.406506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:08.406599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:08.406670] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:08.410180] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: UP (p=92.05%)
[2025-12-26T20:20:08.410536] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2025-12-26T20:20:08.410699] [INFO ] [sig       ] CWBC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:08.573106] [INFO ] [LOCAL     ] Saved forecast: CWBC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CWBC.txt
[2025-12-26T20:20:08.573299] [INFO ] [sig       ] [873/3548] Completed CWBC in 0.4s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-26T20:20:08.573338] [INFO ] [sig       ] [874/3548] Forecasting CWCO...
[2025-12-26T20:20:08.573368] [INFO ] [sig       ] Generating forecast for: CWCO
[2025-12-26T20:20:08.573398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2025-12-26T20:20:08.584827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2025-12-26T20:20:08.585217] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2025-12-26T20:20:08.586023] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2025-12-26T20:20:08.586075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:08.586106] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:08.586133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:08.586195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:08.643240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:08.644124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:08.644208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:08.644242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:08.763200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:08.763353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:08.763397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:08.763426] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:08.766847] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: UP (p=97.27%)
[2025-12-26T20:20:08.767154] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2025-12-26T20:20:08.767289] [INFO ] [sig       ] CWCO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:08.907519] [INFO ] [LOCAL     ] Saved forecast: CWCO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CWCO.txt
[2025-12-26T20:20:08.907680] [INFO ] [sig       ] [874/3548] Completed CWCO in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-26T20:20:08.907721] [INFO ] [sig       ] [875/3548] Forecasting CWD...
[2025-12-26T20:20:08.907751] [INFO ] [sig       ] Generating forecast for: CWD
[2025-12-26T20:20:08.907781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2025-12-26T20:20:08.918708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWD'.
[2025-12-26T20:20:08.919038] [INFO ] [FORECASTER] Starting predict_future for CWD
[2025-12-26T20:20:08.919822] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2025-12-26T20:20:08.919873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:08.919905] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:08.919931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:08.919989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:08.976785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:08.977503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:08.977600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:08.977636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:09.087455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:09.087621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:09.087666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:09.087695] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:09.091054] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: DOWN (p=11.81%)
[2025-12-26T20:20:09.091328] [INFO ] [FORECASTER] Completed predict_future for CWD
[2025-12-26T20:20:09.091451] [INFO ] [sig       ] CWD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:09.230747] [INFO ] [LOCAL     ] Saved forecast: CWD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CWD.txt
[2025-12-26T20:20:09.230873] [INFO ] [sig       ] [875/3548] Completed CWD in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-26T20:20:09.230911] [INFO ] [sig       ] [876/3548] Forecasting CWEN...
[2025-12-26T20:20:09.230941] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-12-26T20:20:09.230971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-12-26T20:20:09.241946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2025-12-26T20:20:09.242248] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-12-26T20:20:09.243032] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-12-26T20:20:09.243083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:09.243114] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:09.243140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:09.243198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:09.300361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:09.301011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:09.301092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:09.301123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:09.417989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:09.418132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:09.418179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:09.418214] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:09.421628] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: DOWN (p=1.98%)
[2025-12-26T20:20:09.421912] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-12-26T20:20:09.422039] [INFO ] [sig       ] CWEN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:09.573837] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CWEN.txt
[2025-12-26T20:20:09.573988] [INFO ] [sig       ] [876/3548] Completed CWEN in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-26T20:20:09.574028] [INFO ] [sig       ] [877/3548] Forecasting CWH...
[2025-12-26T20:20:09.574058] [INFO ] [sig       ] Generating forecast for: CWH
[2025-12-26T20:20:09.574088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-12-26T20:20:09.585278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2025-12-26T20:20:09.585670] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-12-26T20:20:09.586426] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-12-26T20:20:09.586477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:09.586523] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:09.586551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:09.586635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:09.643150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:09.644048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:09.644131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:09.644163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:09.762167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:09.762318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:09.762360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:09.762388] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:09.765860] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: UP (p=76.70%)
[2025-12-26T20:20:09.766131] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-12-26T20:20:09.766259] [INFO ] [sig       ] CWH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:09.909786] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CWH.txt
[2025-12-26T20:20:09.909947] [INFO ] [sig       ] [877/3548] Completed CWH in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-26T20:20:09.909989] [INFO ] [sig       ] [878/3548] Forecasting CWK...
[2025-12-26T20:20:09.910019] [INFO ] [sig       ] Generating forecast for: CWK
[2025-12-26T20:20:09.910051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-12-26T20:20:09.922092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2025-12-26T20:20:09.922407] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-12-26T20:20:09.923179] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-12-26T20:20:09.923231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:09.923262] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:09.923289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:09.923351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:09.980488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:09.981122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:09.981199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:09.981231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:10.101682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:10.101833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:10.101880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:10.101910] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:10.105392] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: UP (p=95.02%)
[2025-12-26T20:20:10.105887] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-12-26T20:20:10.106016] [INFO ] [sig       ] CWK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:10.266678] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CWK.txt
[2025-12-26T20:20:10.266836] [INFO ] [sig       ] [878/3548] Completed CWK in 0.4s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-26T20:20:10.266876] [INFO ] [sig       ] [879/3548] Forecasting CXDO...
[2025-12-26T20:20:10.266906] [INFO ] [sig       ] Generating forecast for: CXDO
[2025-12-26T20:20:10.266938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2025-12-26T20:20:10.278433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2025-12-26T20:20:10.278853] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2025-12-26T20:20:10.279669] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2025-12-26T20:20:10.279720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:10.279752] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:10.279779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:10.279840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:10.338665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:10.339551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:10.339658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:10.339691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:10.455999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:10.456153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:10.456195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:10.456225] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:10.460092] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: DOWN (p=40.56%)
[2025-12-26T20:20:10.460402] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2025-12-26T20:20:10.460547] [INFO ] [sig       ] CXDO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:10.605558] [INFO ] [LOCAL     ] Saved forecast: CXDO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CXDO.txt
[2025-12-26T20:20:10.605734] [INFO ] [sig       ] [879/3548] Completed CXDO in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-26T20:20:10.605775] [INFO ] [sig       ] [880/3548] Forecasting CXE...
[2025-12-26T20:20:10.605806] [INFO ] [sig       ] Generating forecast for: CXE
[2025-12-26T20:20:10.605837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-12-26T20:20:10.616769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2025-12-26T20:20:10.617152] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-12-26T20:20:10.617970] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-12-26T20:20:10.618023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:10.618055] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:10.618082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:10.618140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:10.675091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:10.675984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:10.676099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:10.676133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:10.786984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:10.787141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:10.787185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:10.787215] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:10.790818] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: UP (p=95.84%)
[2025-12-26T20:20:10.791099] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-12-26T20:20:10.791228] [INFO ] [sig       ] CXE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:10.932997] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CXE.txt
[2025-12-26T20:20:10.933123] [INFO ] [sig       ] [880/3548] Completed CXE in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-26T20:20:10.933162] [INFO ] [sig       ] [881/3548] Forecasting CXSE...
[2025-12-26T20:20:10.933198] [INFO ] [sig       ] Generating forecast for: CXSE
[2025-12-26T20:20:10.933229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2025-12-26T20:20:10.943929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2025-12-26T20:20:10.944225] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2025-12-26T20:20:10.945001] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2025-12-26T20:20:10.945051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:10.945082] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:10.945109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:10.945166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:11.001569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:11.002264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:11.002343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:11.002374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:11.111931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:11.112083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:11.112126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:11.112155] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:11.115495] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: DOWN (p=36.95%)
[2025-12-26T20:20:11.115781] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2025-12-26T20:20:11.115900] [INFO ] [sig       ] CXSE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:11.256247] [INFO ] [LOCAL     ] Saved forecast: CXSE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CXSE.txt
[2025-12-26T20:20:11.256376] [INFO ] [sig       ] [881/3548] Completed CXSE in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-26T20:20:11.256414] [INFO ] [sig       ] [882/3548] Forecasting CYD...
[2025-12-26T20:20:11.256443] [INFO ] [sig       ] Generating forecast for: CYD
[2025-12-26T20:20:11.256474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-12-26T20:20:11.267643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2025-12-26T20:20:11.267946] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-12-26T20:20:11.268733] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-12-26T20:20:11.268784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:11.268815] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:11.268842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:11.268929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:11.326067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:11.326956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:11.327038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:11.327070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:11.446119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:11.446271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:11.446315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:11.446344] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:11.449704] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: UP (p=68.53%)
[2025-12-26T20:20:11.449976] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-12-26T20:20:11.450098] [INFO ] [sig       ] CYD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:11.592977] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CYD.txt
[2025-12-26T20:20:11.593115] [INFO ] [sig       ] [882/3548] Completed CYD in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-26T20:20:11.593154] [INFO ] [sig       ] [883/3548] Forecasting CYH...
[2025-12-26T20:20:11.593184] [INFO ] [sig       ] Generating forecast for: CYH
[2025-12-26T20:20:11.593213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-12-26T20:20:11.604025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2025-12-26T20:20:11.604331] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-12-26T20:20:11.605174] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-12-26T20:20:11.605226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:11.605257] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:11.605283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:11.605340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:11.662359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:11.663311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:11.663402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:11.663435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:11.787806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:11.787978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:11.788023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:11.788052] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:11.792104] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: DOWN (p=27.93%)
[2025-12-26T20:20:11.792422] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-12-26T20:20:11.792766] [INFO ] [sig       ] CYH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:11.953127] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CYH.txt
[2025-12-26T20:20:11.953309] [INFO ] [sig       ] [883/3548] Completed CYH in 0.4s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-26T20:20:11.953350] [INFO ] [sig       ] [884/3548] Forecasting CYN...
[2025-12-26T20:20:11.953381] [INFO ] [sig       ] Generating forecast for: CYN
[2025-12-26T20:20:11.953411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2025-12-26T20:20:11.964150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2025-12-26T20:20:11.964450] [INFO ] [FORECASTER] Starting predict_future for CYN
[2025-12-26T20:20:11.965230] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2025-12-26T20:20:11.965283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:11.965314] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:11.965340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:11.965398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:12.021803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:12.022456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:12.022533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:12.022566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:12.139024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:12.139170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:12.139211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:12.139256] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:12.142626] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: DOWN (p=28.42%)
[2025-12-26T20:20:12.142896] [INFO ] [FORECASTER] Completed predict_future for CYN
[2025-12-26T20:20:12.143019] [INFO ] [sig       ] CYN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:12.284744] [INFO ] [LOCAL     ] Saved forecast: CYN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CYN.txt
[2025-12-26T20:20:12.284910] [INFO ] [sig       ] [884/3548] Completed CYN in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-26T20:20:12.284957] [INFO ] [sig       ] [885/3548] Forecasting CYRX...
[2025-12-26T20:20:12.284990] [INFO ] [sig       ] Generating forecast for: CYRX
[2025-12-26T20:20:12.285023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2025-12-26T20:20:12.296531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2025-12-26T20:20:12.296932] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2025-12-26T20:20:12.297745] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2025-12-26T20:20:12.297798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:12.297835] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:12.297870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:12.297929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:12.361272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:12.362429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:12.362536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:12.362614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:12.496759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:12.496910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:12.496954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:12.496983] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:12.500450] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: DOWN (p=1.51%)
[2025-12-26T20:20:12.500744] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2025-12-26T20:20:12.500881] [INFO ] [sig       ] CYRX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:12.641063] [INFO ] [LOCAL     ] Saved forecast: CYRX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CYRX.txt
[2025-12-26T20:20:12.641187] [INFO ] [sig       ] [885/3548] Completed CYRX in 0.4s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-26T20:20:12.641225] [INFO ] [sig       ] [886/3548] Forecasting CYTK...
[2025-12-26T20:20:12.641254] [INFO ] [sig       ] Generating forecast for: CYTK
[2025-12-26T20:20:12.641289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2025-12-26T20:20:12.652353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2025-12-26T20:20:12.652720] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2025-12-26T20:20:12.653546] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2025-12-26T20:20:12.653617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:12.653651] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:12.653678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:12.653734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:12.713174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:12.714019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:12.714100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:12.714151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:12.837345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:12.837496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:12.837540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:12.837588] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:12.841073] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: DOWN (p=3.26%)
[2025-12-26T20:20:12.841348] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2025-12-26T20:20:12.841472] [INFO ] [sig       ] CYTK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:12.983603] [INFO ] [LOCAL     ] Saved forecast: CYTK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/CYTK.txt
[2025-12-26T20:20:12.983730] [INFO ] [sig       ] [886/3548] Completed CYTK in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-26T20:20:12.983768] [INFO ] [sig       ] [887/3548] Forecasting CZFS...
[2025-12-26T20:20:12.983797] [INFO ] [sig       ] Generating forecast for: CZFS
[2025-12-26T20:20:12.983827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2025-12-26T20:20:12.994055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2025-12-26T20:20:12.994320] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2025-12-26T20:20:12.995286] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2025-12-26T20:20:12.995338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:12.995397] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:12.995426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:12.995485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:13.054779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:13.055554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:13.055654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:13.055688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:13.153757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:13.153912] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-26T20:20:13.153958] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:13.153989] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:13.157466] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: UP (p=98.94%)
[2025-12-26T20:20:13.157762] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2025-12-26T20:20:13.157899] [INFO ] [sig       ] CZFS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:13.301698] [INFO ] [LOCAL     ] Saved forecast: CZFS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CZFS.txt
[2025-12-26T20:20:13.301829] [INFO ] [sig       ] [887/3548] Completed CZFS in 0.3s | 2.87 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-26T20:20:13.301867] [INFO ] [sig       ] [888/3548] Forecasting CZNC...
[2025-12-26T20:20:13.301897] [INFO ] [sig       ] Generating forecast for: CZNC
[2025-12-26T20:20:13.301927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2025-12-26T20:20:13.312638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2025-12-26T20:20:13.313037] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2025-12-26T20:20:13.313984] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2025-12-26T20:20:13.314038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:13.314068] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:13.314095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:13.314159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:13.371056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:13.371886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:13.371968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:13.372000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:13.490817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:13.490965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:13.491007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:13.491035] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:13.494367] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: UP (p=95.26%)
[2025-12-26T20:20:13.494657] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2025-12-26T20:20:13.494780] [INFO ] [sig       ] CZNC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:13.636691] [INFO ] [LOCAL     ] Saved forecast: CZNC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CZNC.txt
[2025-12-26T20:20:13.636824] [INFO ] [sig       ] [888/3548] Completed CZNC in 0.3s | 2.87 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-26T20:20:13.636863] [INFO ] [sig       ] [889/3548] Forecasting CZWI...
[2025-12-26T20:20:13.636893] [INFO ] [sig       ] Generating forecast for: CZWI
[2025-12-26T20:20:13.636922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2025-12-26T20:20:13.647704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZWI'.
[2025-12-26T20:20:13.648065] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2025-12-26T20:20:13.648874] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2025-12-26T20:20:13.649077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:13.649110] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:13.649136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:13.649193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:13.707662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:13.708330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:13.708411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:13.708444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:13.823666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:13.823816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:13.823859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:13.823887] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:13.827348] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: UP (p=90.86%)
[2025-12-26T20:20:13.827638] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2025-12-26T20:20:13.827760] [INFO ] [sig       ] CZWI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:13.967772] [INFO ] [LOCAL     ] Saved forecast: CZWI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/CZWI.txt
[2025-12-26T20:20:13.967925] [INFO ] [sig       ] [889/3548] Completed CZWI in 0.3s | 2.87 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-26T20:20:13.967971] [INFO ] [sig       ] [890/3548] Forecasting DAIO...
[2025-12-26T20:20:13.968001] [INFO ] [sig       ] Generating forecast for: DAIO
[2025-12-26T20:20:13.968032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'.
[2025-12-26T20:20:13.978549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAIO'.
[2025-12-26T20:20:13.978959] [INFO ] [FORECASTER] Starting predict_future for DAIO
[2025-12-26T20:20:13.979795] [DEBUG] [LOCAL     ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt
[2025-12-26T20:20:13.979845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:13.979876] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:13.979901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:13.979958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:14.036690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:14.037539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:14.037644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:14.037678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:14.145744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:14.145897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:14.145939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:14.146002] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:14.149440] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: DOWN (p=14.62%)
[2025-12-26T20:20:14.149747] [INFO ] [FORECASTER] Completed predict_future for DAIO
[2025-12-26T20:20:14.149876] [INFO ] [sig       ] DAIO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:14.293239] [INFO ] [LOCAL     ] Saved forecast: DAIO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DAIO.txt
[2025-12-26T20:20:14.293380] [INFO ] [sig       ] [890/3548] Completed DAIO in 0.3s | 2.87 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-26T20:20:14.293419] [INFO ] [sig       ] [891/3548] Forecasting DAL...
[2025-12-26T20:20:14.293448] [INFO ] [sig       ] Generating forecast for: DAL
[2025-12-26T20:20:14.293479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-12-26T20:20:14.304193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2025-12-26T20:20:14.304495] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-12-26T20:20:14.305265] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-12-26T20:20:14.305316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:14.305346] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:14.305373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:14.305430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:14.361800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:14.362401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:14.362478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:14.362508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:14.484454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:14.484616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:14.484659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:14.484687] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:14.488002] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: UP (p=69.21%)
[2025-12-26T20:20:14.488271] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-12-26T20:20:14.488391] [INFO ] [sig       ] DAL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:14.628953] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DAL.txt
[2025-12-26T20:20:14.629066] [INFO ] [sig       ] [891/3548] Completed DAL in 0.3s | 2.87 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-26T20:20:14.629104] [INFO ] [sig       ] [892/3548] Forecasting DAN...
[2025-12-26T20:20:14.629133] [INFO ] [sig       ] Generating forecast for: DAN
[2025-12-26T20:20:14.629162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-12-26T20:20:14.639975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2025-12-26T20:20:14.640280] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-12-26T20:20:14.641057] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-12-26T20:20:14.641108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:14.641139] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:14.641165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:14.641222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:14.698238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:14.698857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:14.698947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:14.698979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:14.820590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:14.820714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:14.820756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:14.820785] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:14.824016] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: UP (p=55.24%)
[2025-12-26T20:20:14.824290] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-12-26T20:20:14.824415] [INFO ] [sig       ] DAN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:14.963764] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DAN.txt
[2025-12-26T20:20:14.963916] [INFO ] [sig       ] [892/3548] Completed DAN in 0.3s | 2.87 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-26T20:20:14.963956] [INFO ] [sig       ] [893/3548] Forecasting DAO...
[2025-12-26T20:20:14.963985] [INFO ] [sig       ] Generating forecast for: DAO
[2025-12-26T20:20:14.964018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-12-26T20:20:14.974771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2025-12-26T20:20:14.975117] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-12-26T20:20:14.975908] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-12-26T20:20:14.975959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:14.975990] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:14.976016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:14.976074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:15.032688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:15.033500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:15.033598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:15.033632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:15.157843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:15.157991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:15.158032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:15.158060] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:15.161417] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: UP (p=72.36%)
[2025-12-26T20:20:15.161722] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-12-26T20:20:15.161850] [INFO ] [sig       ] DAO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:15.300529] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DAO.txt
[2025-12-26T20:20:15.300711] [INFO ] [sig       ] [893/3548] Completed DAO in 0.3s | 2.87 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-26T20:20:15.300751] [INFO ] [sig       ] [894/3548] Forecasting DAPP...
[2025-12-26T20:20:15.300781] [INFO ] [sig       ] Generating forecast for: DAPP
[2025-12-26T20:20:15.300809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2025-12-26T20:20:15.311597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2025-12-26T20:20:15.311939] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2025-12-26T20:20:15.312738] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2025-12-26T20:20:15.312789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:15.312820] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:15.312846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:15.312903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:15.369330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:15.370192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:15.370274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:15.370306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:15.495971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:15.496125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:15.496169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:15.496197] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:15.499653] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: UP (p=94.66%)
[2025-12-26T20:20:15.499944] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2025-12-26T20:20:15.500072] [INFO ] [sig       ] DAPP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:15.642295] [INFO ] [LOCAL     ] Saved forecast: DAPP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DAPP.txt
[2025-12-26T20:20:15.642447] [INFO ] [sig       ] [894/3548] Completed DAPP in 0.3s | 2.87 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-26T20:20:15.642487] [INFO ] [sig       ] [895/3548] Forecasting DARE...
[2025-12-26T20:20:15.642517] [INFO ] [sig       ] Generating forecast for: DARE
[2025-12-26T20:20:15.642548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2025-12-26T20:20:15.657874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2025-12-26T20:20:15.658279] [INFO ] [FORECASTER] Starting predict_future for DARE
[2025-12-26T20:20:15.659158] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2025-12-26T20:20:15.659210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:15.659242] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:15.659269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:15.659325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:15.719551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:15.720380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:15.720459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:15.720491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:15.830924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:15.831042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:15.831082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:15.831110] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:15.834357] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: DOWN (p=15.59%)
[2025-12-26T20:20:15.834659] [INFO ] [FORECASTER] Completed predict_future for DARE
[2025-12-26T20:20:15.834780] [INFO ] [sig       ] DARE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:15.976097] [INFO ] [LOCAL     ] Saved forecast: DARE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DARE.txt
[2025-12-26T20:20:15.976252] [INFO ] [sig       ] [895/3548] Completed DARE in 0.3s | 2.87 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-26T20:20:15.976292] [INFO ] [sig       ] [896/3548] Forecasting DASH...
[2025-12-26T20:20:15.976323] [INFO ] [sig       ] Generating forecast for: DASH
[2025-12-26T20:20:15.976352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2025-12-26T20:20:15.988276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2025-12-26T20:20:15.988676] [INFO ] [FORECASTER] Starting predict_future for DASH
[2025-12-26T20:20:15.989475] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2025-12-26T20:20:15.989526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:15.989558] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:15.989604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:15.989662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:16.047349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:16.048201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:16.048282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:16.048314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:16.169800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:16.169949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:16.169991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:16.170020] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:16.173727] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: DOWN (p=7.87%)
[2025-12-26T20:20:16.174003] [INFO ] [FORECASTER] Completed predict_future for DASH
[2025-12-26T20:20:16.174125] [INFO ] [sig       ] DASH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:16.316130] [INFO ] [LOCAL     ] Saved forecast: DASH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DASH.txt
[2025-12-26T20:20:16.316283] [INFO ] [sig       ] [896/3548] Completed DASH in 0.3s | 2.87 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-26T20:20:16.316322] [INFO ] [sig       ] [897/3548] Forecasting DAVA...
[2025-12-26T20:20:16.316351] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-12-26T20:20:16.316382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-12-26T20:20:16.327466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2025-12-26T20:20:16.327872] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-12-26T20:20:16.328672] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-12-26T20:20:16.328722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:16.328753] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:16.328780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:16.328836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:16.385169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:16.386057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:16.386195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:16.386240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:16.512840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:16.513015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:16.513063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:16.513092] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:16.516671] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=65.68%)
[2025-12-26T20:20:16.517017] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-12-26T20:20:16.517156] [INFO ] [sig       ] DAVA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:16.661721] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DAVA.txt
[2025-12-26T20:20:16.661883] [INFO ] [sig       ] [897/3548] Completed DAVA in 0.3s | 2.87 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-26T20:20:16.661923] [INFO ] [sig       ] [898/3548] Forecasting DAVE...
[2025-12-26T20:20:16.661953] [INFO ] [sig       ] Generating forecast for: DAVE
[2025-12-26T20:20:16.661983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2025-12-26T20:20:16.673615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2025-12-26T20:20:16.673994] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2025-12-26T20:20:16.674850] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2025-12-26T20:20:16.674903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:16.674937] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:16.674965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:16.675024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:16.731590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:16.732438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:16.732520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:16.732552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:16.854606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:16.854754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:16.854797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:16.854825] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:16.858144] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: DOWN (p=37.18%)
[2025-12-26T20:20:16.858416] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2025-12-26T20:20:16.858540] [INFO ] [sig       ] DAVE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:16.998049] [INFO ] [LOCAL     ] Saved forecast: DAVE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DAVE.txt
[2025-12-26T20:20:16.998201] [INFO ] [sig       ] [898/3548] Completed DAVE in 0.3s | 2.87 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-26T20:20:16.998241] [INFO ] [sig       ] [899/3548] Forecasting DAWN...
[2025-12-26T20:20:16.998272] [INFO ] [sig       ] Generating forecast for: DAWN
[2025-12-26T20:20:16.998302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2025-12-26T20:20:17.009549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2025-12-26T20:20:17.009919] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2025-12-26T20:20:17.010698] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2025-12-26T20:20:17.010749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:17.010780] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:17.010806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:17.010863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:17.067045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:17.067929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:17.068010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:17.068042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:17.184716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:17.184864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:17.184907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:17.184936] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:17.188292] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: UP (p=90.68%)
[2025-12-26T20:20:17.188565] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2025-12-26T20:20:17.188706] [INFO ] [sig       ] DAWN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:17.330479] [INFO ] [LOCAL     ] Saved forecast: DAWN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DAWN.txt
[2025-12-26T20:20:17.330645] [INFO ] [sig       ] [899/3548] Completed DAWN in 0.3s | 2.87 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-26T20:20:17.330685] [INFO ] [sig       ] [900/3548] Forecasting DB...
[2025-12-26T20:20:17.330715] [INFO ] [sig       ] Generating forecast for: DB
[2025-12-26T20:20:17.330745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-12-26T20:20:17.341958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2025-12-26T20:20:17.342336] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-12-26T20:20:17.343193] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-12-26T20:20:17.343246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:17.343277] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:17.343303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:17.343360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:17.400001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:17.400866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:17.400944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:17.400975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:17.526471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:17.526645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:17.526689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:17.526719] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:17.530439] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: DOWN (p=0.64%)
[2025-12-26T20:20:17.530814] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-12-26T20:20:17.530971] [INFO ] [sig       ] DB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:17.671807] [INFO ] [LOCAL     ] Saved forecast: DB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DB.txt
[2025-12-26T20:20:17.671959] [INFO ] [sig       ] [900/3548] Completed DB in 0.3s | 2.87 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-26T20:20:17.671998] [INFO ] [sig       ] [901/3548] Forecasting DBI...
[2025-12-26T20:20:17.672026] [INFO ] [sig       ] Generating forecast for: DBI
[2025-12-26T20:20:17.672054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-12-26T20:20:17.682800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2025-12-26T20:20:17.683111] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-12-26T20:20:17.684089] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-12-26T20:20:17.684141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:17.684187] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:17.684216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:17.684273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:17.741427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:17.742048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:17.742125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:17.742156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:17.859750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:17.859895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:17.859939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:17.859968] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:17.863330] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: UP (p=90.71%)
[2025-12-26T20:20:17.863623] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-12-26T20:20:17.863746] [INFO ] [sig       ] DBI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:18.003476] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DBI.txt
[2025-12-26T20:20:18.003623] [INFO ] [sig       ] [901/3548] Completed DBI in 0.3s | 2.87 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-26T20:20:18.003664] [INFO ] [sig       ] [902/3548] Forecasting DBL...
[2025-12-26T20:20:18.003693] [INFO ] [sig       ] Generating forecast for: DBL
[2025-12-26T20:20:18.003724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-12-26T20:20:18.015264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2025-12-26T20:20:18.015614] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-12-26T20:20:18.016370] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-12-26T20:20:18.016420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:18.016451] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:18.016482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:18.016541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:18.073210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:18.073881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:18.073958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:18.073990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:18.194133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:18.194270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:18.194312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:18.194340] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:18.197726] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: DOWN (p=25.60%)
[2025-12-26T20:20:18.197996] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-12-26T20:20:18.198116] [INFO ] [sig       ] DBL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:18.339496] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DBL.txt
[2025-12-26T20:20:18.339644] [INFO ] [sig       ] [902/3548] Completed DBL in 0.3s | 2.87 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-26T20:20:18.339685] [INFO ] [sig       ] [903/3548] Forecasting DBRG...
[2025-12-26T20:20:18.339714] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-12-26T20:20:18.339745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-12-26T20:20:18.350724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2025-12-26T20:20:18.351052] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-12-26T20:20:18.351831] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-12-26T20:20:18.351886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:18.351917] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:18.351943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:18.352000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:18.410877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:18.411711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:18.411793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:18.411826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:18.535742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:18.535887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:18.535948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:18.535983] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:18.539878] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: DOWN (p=7.42%)
[2025-12-26T20:20:18.540189] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-12-26T20:20:18.540326] [INFO ] [sig       ] DBRG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:18.686035] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DBRG.txt
[2025-12-26T20:20:18.686156] [INFO ] [sig       ] [903/3548] Completed DBRG in 0.3s | 2.87 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-26T20:20:18.686195] [INFO ] [sig       ] [904/3548] Forecasting DBX...
[2025-12-26T20:20:18.686224] [INFO ] [sig       ] Generating forecast for: DBX
[2025-12-26T20:20:18.686254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2025-12-26T20:20:18.696945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2025-12-26T20:20:18.697265] [INFO ] [FORECASTER] Starting predict_future for DBX
[2025-12-26T20:20:18.698102] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2025-12-26T20:20:18.698154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:18.698213] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:18.698242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:18.698303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:18.754810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:18.755420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:18.755497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:18.755528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:18.874558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:18.874715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:18.874757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:18.874784] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:18.878119] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: DOWN (p=7.57%)
[2025-12-26T20:20:18.878390] [INFO ] [FORECASTER] Completed predict_future for DBX
[2025-12-26T20:20:18.878515] [INFO ] [sig       ] DBX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:19.017377] [INFO ] [LOCAL     ] Saved forecast: DBX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DBX.txt
[2025-12-26T20:20:19.017497] [INFO ] [sig       ] [904/3548] Completed DBX in 0.3s | 2.87 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-26T20:20:19.017541] [INFO ] [sig       ] [905/3548] Forecasting DCBO...
[2025-12-26T20:20:19.017587] [INFO ] [sig       ] Generating forecast for: DCBO
[2025-12-26T20:20:19.017621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2025-12-26T20:20:19.028965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2025-12-26T20:20:19.029345] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2025-12-26T20:20:19.030133] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2025-12-26T20:20:19.030183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:19.030214] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:19.030240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:19.030297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:19.087293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:19.088120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:19.088198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:19.088230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:19.209160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:19.209310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:19.209357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:19.209385] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:19.212797] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: DOWN (p=0.38%)
[2025-12-26T20:20:19.213084] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2025-12-26T20:20:19.213210] [INFO ] [sig       ] DCBO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:19.357177] [INFO ] [LOCAL     ] Saved forecast: DCBO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DCBO.txt
[2025-12-26T20:20:19.357331] [INFO ] [sig       ] [905/3548] Completed DCBO in 0.3s | 2.87 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-26T20:20:19.357370] [INFO ] [sig       ] [906/3548] Forecasting DCI...
[2025-12-26T20:20:19.357401] [INFO ] [sig       ] Generating forecast for: DCI
[2025-12-26T20:20:19.357432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-12-26T20:20:19.368400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2025-12-26T20:20:19.368778] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-12-26T20:20:19.369599] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-12-26T20:20:19.369651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:19.369684] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:19.369711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:19.369771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:19.431399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:19.432301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:19.432380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:19.432411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:19.559017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:19.559175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:19.559217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:19.559245] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:19.562825] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: DOWN (p=7.67%)
[2025-12-26T20:20:19.563173] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-12-26T20:20:19.563318] [INFO ] [sig       ] DCI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:19.721301] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DCI.txt
[2025-12-26T20:20:19.721452] [INFO ] [sig       ] [906/3548] Completed DCI in 0.4s | 2.87 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-26T20:20:19.721496] [INFO ] [sig       ] [907/3548] Forecasting DCO...
[2025-12-26T20:20:19.721527] [INFO ] [sig       ] Generating forecast for: DCO
[2025-12-26T20:20:19.721558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-12-26T20:20:19.732525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2025-12-26T20:20:19.732872] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-12-26T20:20:19.733655] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-12-26T20:20:19.733706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:19.733737] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:19.733764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:19.733821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:19.793716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:19.794346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:19.794423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:19.794454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:19.913292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:19.913450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:19.913494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:19.913556] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:19.917044] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: DOWN (p=6.84%)
[2025-12-26T20:20:19.917443] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-12-26T20:20:19.917786] [INFO ] [sig       ] DCO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:20.061023] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DCO.txt
[2025-12-26T20:20:20.061204] [INFO ] [sig       ] [907/3548] Completed DCO in 0.3s | 2.87 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-26T20:20:20.061244] [INFO ] [sig       ] [908/3548] Forecasting DCOM...
[2025-12-26T20:20:20.061274] [INFO ] [sig       ] Generating forecast for: DCOM
[2025-12-26T20:20:20.061305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2025-12-26T20:20:20.073325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2025-12-26T20:20:20.073768] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2025-12-26T20:20:20.074560] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2025-12-26T20:20:20.074632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:20.074664] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:20.074690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:20.074747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:20.131524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:20.132392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:20.132477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:20.132510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:20.252173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:20.252320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:20.252362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:20.252407] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:20.255770] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: DOWN (p=12.46%)
[2025-12-26T20:20:20.256038] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2025-12-26T20:20:20.256158] [INFO ] [sig       ] DCOM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:20.395211] [INFO ] [LOCAL     ] Saved forecast: DCOM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DCOM.txt
[2025-12-26T20:20:20.395366] [INFO ] [sig       ] [908/3548] Completed DCOM in 0.3s | 2.87 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-26T20:20:20.395407] [INFO ] [sig       ] [909/3548] Forecasting DCTH...
[2025-12-26T20:20:20.395438] [INFO ] [sig       ] Generating forecast for: DCTH
[2025-12-26T20:20:20.395469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2025-12-26T20:20:20.408024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2025-12-26T20:20:20.408375] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2025-12-26T20:20:20.409205] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2025-12-26T20:20:20.409255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:20.409285] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:20.409310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:20.409368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:20.465370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:20.466085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:20.466162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:20.466194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:20.588996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:20.589147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:20.589189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:20.589218] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:20.592645] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: UP (p=69.81%)
[2025-12-26T20:20:20.592918] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2025-12-26T20:20:20.593044] [INFO ] [sig       ] DCTH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:20.746654] [INFO ] [LOCAL     ] Saved forecast: DCTH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DCTH.txt
[2025-12-26T20:20:20.746816] [INFO ] [sig       ] [909/3548] Completed DCTH in 0.4s | 2.87 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-26T20:20:20.746856] [INFO ] [sig       ] [910/3548] Forecasting DD...
[2025-12-26T20:20:20.746886] [INFO ] [sig       ] Generating forecast for: DD
[2025-12-26T20:20:20.746917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-12-26T20:20:20.758518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2025-12-26T20:20:20.758939] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-12-26T20:20:20.759803] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-12-26T20:20:20.759856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:20.759887] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:20.759913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:20.759975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:20.817367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:20.818253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:20.818340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:20.818392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:20.946187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:20.946369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:20.946439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:20.946493] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:20.951290] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: UP (p=70.96%)
[2025-12-26T20:20:20.951702] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-12-26T20:20:20.951877] [INFO ] [sig       ] DD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:21.096246] [INFO ] [LOCAL     ] Saved forecast: DD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DD.txt
[2025-12-26T20:20:21.096408] [INFO ] [sig       ] [910/3548] Completed DD in 0.3s | 2.87 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-26T20:20:21.096448] [INFO ] [sig       ] [911/3548] Forecasting DDD...
[2025-12-26T20:20:21.096479] [INFO ] [sig       ] Generating forecast for: DDD
[2025-12-26T20:20:21.096509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-12-26T20:20:21.107636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2025-12-26T20:20:21.108004] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-12-26T20:20:21.108810] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-12-26T20:20:21.108861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:21.111814] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:21.111849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:21.111911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:21.169216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:21.170116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:21.170200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:21.170233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:21.294112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:21.294268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:21.294312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:21.294342] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:21.298107] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: DOWN (p=8.70%)
[2025-12-26T20:20:21.298400] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-12-26T20:20:21.298530] [INFO ] [sig       ] DDD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:21.443720] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DDD.txt
[2025-12-26T20:20:21.443883] [INFO ] [sig       ] [911/3548] Completed DDD in 0.3s | 2.87 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-26T20:20:21.443924] [INFO ] [sig       ] [912/3548] Forecasting DDI...
[2025-12-26T20:20:21.443955] [INFO ] [sig       ] Generating forecast for: DDI
[2025-12-26T20:20:21.443986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2025-12-26T20:20:21.455191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2025-12-26T20:20:21.455606] [INFO ] [FORECASTER] Starting predict_future for DDI
[2025-12-26T20:20:21.456392] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2025-12-26T20:20:21.456445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:21.456479] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:21.456508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:21.456600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:21.515308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:21.516203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:21.516291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:21.516322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:21.637959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:21.638115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:21.638158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:21.638188] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:21.641797] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: DOWN (p=40.78%)
[2025-12-26T20:20:21.642149] [INFO ] [FORECASTER] Completed predict_future for DDI
[2025-12-26T20:20:21.642296] [INFO ] [sig       ] DDI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:21.793929] [INFO ] [LOCAL     ] Saved forecast: DDI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DDI.txt
[2025-12-26T20:20:21.794142] [INFO ] [sig       ] [912/3548] Completed DDI in 0.4s | 2.87 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-26T20:20:21.794202] [INFO ] [sig       ] [913/3548] Forecasting DDL...
[2025-12-26T20:20:21.794249] [INFO ] [sig       ] Generating forecast for: DDL
[2025-12-26T20:20:21.794295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-12-26T20:20:21.810526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2025-12-26T20:20:21.811046] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-12-26T20:20:21.812189] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-12-26T20:20:21.812262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:21.812303] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:21.812337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:21.812418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:21.889782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:21.890677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:21.890760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:21.890794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:22.014436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:22.014600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:22.014643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:22.014672] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:22.018220] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-12-26T20:20:22.018488] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-12-26T20:20:22.018630] [INFO ] [sig       ] DDL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:22.164002] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DDL.txt
[2025-12-26T20:20:22.164153] [INFO ] [sig       ] [913/3548] Completed DDL in 0.4s | 2.87 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-26T20:20:22.164192] [INFO ] [sig       ] [914/3548] Forecasting DDOG...
[2025-12-26T20:20:22.164222] [INFO ] [sig       ] Generating forecast for: DDOG
[2025-12-26T20:20:22.164252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2025-12-26T20:20:22.176221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2025-12-26T20:20:22.176653] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2025-12-26T20:20:22.177451] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2025-12-26T20:20:22.177518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:22.177551] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:22.177605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:22.177686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:22.236419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:22.237325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:22.237452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:22.237500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:22.360004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:22.360150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:22.360191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:22.360219] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:22.363598] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: UP (p=83.87%)
[2025-12-26T20:20:22.363867] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2025-12-26T20:20:22.363987] [INFO ] [sig       ] DDOG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:22.507891] [INFO ] [LOCAL     ] Saved forecast: DDOG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DDOG.txt
[2025-12-26T20:20:22.508048] [INFO ] [sig       ] [914/3548] Completed DDOG in 0.3s | 2.87 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-26T20:20:22.508087] [INFO ] [sig       ] [915/3548] Forecasting DDS...
[2025-12-26T20:20:22.508117] [INFO ] [sig       ] Generating forecast for: DDS
[2025-12-26T20:20:22.508149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-12-26T20:20:22.518680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2025-12-26T20:20:22.519047] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-12-26T20:20:22.519848] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-12-26T20:20:22.519899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:22.519930] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:22.519956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:22.520013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:22.578382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:22.579229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:22.579308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:22.579340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:22.703675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:22.703833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:22.703875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:22.703904] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:22.707322] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: UP (p=78.78%)
[2025-12-26T20:20:22.707618] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-12-26T20:20:22.707745] [INFO ] [sig       ] DDS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:22.856878] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DDS.txt
[2025-12-26T20:20:22.857027] [INFO ] [sig       ] [915/3548] Completed DDS in 0.3s | 2.87 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-26T20:20:22.857066] [INFO ] [sig       ] [916/3548] Forecasting DE...
[2025-12-26T20:20:22.857098] [INFO ] [sig       ] Generating forecast for: DE
[2025-12-26T20:20:22.857128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-12-26T20:20:22.868240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2025-12-26T20:20:22.868612] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-12-26T20:20:22.869434] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-12-26T20:20:22.869495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:22.869526] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:22.869553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:22.869632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:22.928133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:22.928927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:22.929012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:22.929045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:23.048146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:23.048310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:23.048353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:23.048381] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:23.051770] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: DOWN (p=11.21%)
[2025-12-26T20:20:23.052050] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-12-26T20:20:23.052175] [INFO ] [sig       ] DE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:23.243445] [INFO ] [LOCAL     ] Saved forecast: DE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DE.txt
[2025-12-26T20:20:23.243620] [INFO ] [sig       ] [916/3548] Completed DE in 0.4s | 2.87 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-26T20:20:23.243668] [INFO ] [sig       ] [917/3548] Forecasting DEA...
[2025-12-26T20:20:23.243696] [INFO ] [sig       ] Generating forecast for: DEA
[2025-12-26T20:20:23.243726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-12-26T20:20:23.254378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2025-12-26T20:20:23.254696] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-12-26T20:20:23.255456] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-12-26T20:20:23.255507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:23.255543] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:23.255594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:23.255674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:23.312239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:23.312965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:23.313043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:23.313074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:23.432760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:23.432923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:23.432978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:23.433019] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:23.436739] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: DOWN (p=19.59%)
[2025-12-26T20:20:23.437017] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-12-26T20:20:23.437144] [INFO ] [sig       ] DEA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:23.576885] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DEA.txt
[2025-12-26T20:20:23.577037] [INFO ] [sig       ] [917/3548] Completed DEA in 0.3s | 2.87 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-26T20:20:23.577076] [INFO ] [sig       ] [918/3548] Forecasting DECK...
[2025-12-26T20:20:23.577105] [INFO ] [sig       ] Generating forecast for: DECK
[2025-12-26T20:20:23.577138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-12-26T20:20:23.588522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2025-12-26T20:20:23.588893] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-12-26T20:20:23.589713] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-12-26T20:20:23.589764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:23.589795] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:23.589821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:23.589879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:23.645785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:23.646389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:23.646467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:23.646498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:23.764286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:23.764398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:23.764437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:23.764463] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:23.767658] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=53.25%)
[2025-12-26T20:20:23.767929] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-12-26T20:20:23.768050] [INFO ] [sig       ] DECK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:23.908227] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DECK.txt
[2025-12-26T20:20:23.908375] [INFO ] [sig       ] [918/3548] Completed DECK in 0.3s | 2.87 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-26T20:20:23.908415] [INFO ] [sig       ] [919/3548] Forecasting DEI...
[2025-12-26T20:20:23.908445] [INFO ] [sig       ] Generating forecast for: DEI
[2025-12-26T20:20:23.908477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-12-26T20:20:23.920700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2025-12-26T20:20:23.921162] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-12-26T20:20:23.922054] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-12-26T20:20:23.922107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:23.922138] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:23.922165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:23.922222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:23.980048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:23.980949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:23.981030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:23.981062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:24.102446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:24.102629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:24.102681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:24.102709] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:24.106463] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: UP (p=96.08%)
[2025-12-26T20:20:24.106793] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-12-26T20:20:24.107098] [INFO ] [sig       ] DEI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:24.255469] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DEI.txt
[2025-12-26T20:20:24.255692] [INFO ] [sig       ] [919/3548] Completed DEI in 0.3s | 2.87 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-26T20:20:24.255736] [INFO ] [sig       ] [920/3548] Forecasting DELL...
[2025-12-26T20:20:24.255765] [INFO ] [sig       ] Generating forecast for: DELL
[2025-12-26T20:20:24.255797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-12-26T20:20:24.266944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2025-12-26T20:20:24.267272] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-12-26T20:20:24.268054] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-12-26T20:20:24.268104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:24.268137] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:24.268163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:24.268220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:24.326541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:24.327446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:24.327529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:24.327562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:24.445718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:24.445866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:24.445909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:24.445937] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:24.449306] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: DOWN (p=5.10%)
[2025-12-26T20:20:24.449598] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-12-26T20:20:24.449725] [INFO ] [sig       ] DELL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:24.595107] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DELL.txt
[2025-12-26T20:20:24.595262] [INFO ] [sig       ] [920/3548] Completed DELL in 0.3s | 2.87 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-26T20:20:24.595301] [INFO ] [sig       ] [921/3548] Forecasting DENN...
[2025-12-26T20:20:24.595333] [INFO ] [sig       ] Generating forecast for: DENN
[2025-12-26T20:20:24.595363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'.
[2025-12-26T20:20:24.609435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DENN'.
[2025-12-26T20:20:24.609860] [INFO ] [FORECASTER] Starting predict_future for DENN
[2025-12-26T20:20:24.610698] [DEBUG] [LOCAL     ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt
[2025-12-26T20:20:24.610749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:24.610809] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:24.610837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:24.610894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:24.667759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:24.668523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:24.668620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:24.668656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:24.790254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:24.790395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:24.790455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:24.790484] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:24.794396] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: DOWN (p=14.05%)
[2025-12-26T20:20:24.794692] [INFO ] [FORECASTER] Completed predict_future for DENN
[2025-12-26T20:20:24.794814] [INFO ] [sig       ] DENN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:24.936981] [INFO ] [LOCAL     ] Saved forecast: DENN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DENN.txt
[2025-12-26T20:20:24.937085] [INFO ] [sig       ] [921/3548] Completed DENN in 0.3s | 2.87 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-26T20:20:24.937121] [INFO ] [sig       ] [922/3548] Forecasting DEO...
[2025-12-26T20:20:24.937151] [INFO ] [sig       ] Generating forecast for: DEO
[2025-12-26T20:20:24.937180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-12-26T20:20:24.952766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2025-12-26T20:20:24.953237] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-12-26T20:20:24.954258] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-12-26T20:20:24.954321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:24.954360] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:24.954392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:24.954467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:25.020786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:25.022117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:25.022206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:25.022238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:25.145305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:25.145456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:25.145504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:25.145533] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:25.149288] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: UP (p=93.71%)
[2025-12-26T20:20:25.149564] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-12-26T20:20:25.149709] [INFO ] [sig       ] DEO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:25.293729] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DEO.txt
[2025-12-26T20:20:25.294090] [INFO ] [sig       ] [922/3548] Completed DEO in 0.4s | 2.87 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-26T20:20:25.294130] [INFO ] [sig       ] [923/3548] Forecasting DERM...
[2025-12-26T20:20:25.294160] [INFO ] [sig       ] Generating forecast for: DERM
[2025-12-26T20:20:25.294191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2025-12-26T20:20:25.306717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2025-12-26T20:20:25.307139] [INFO ] [FORECASTER] Starting predict_future for DERM
[2025-12-26T20:20:25.307964] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2025-12-26T20:20:25.308015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:25.308046] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:25.308072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:25.308135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:25.365434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:25.366184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:25.366263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:25.366295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:25.488458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:25.488623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:25.488668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:25.488696] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:25.492601] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: DOWN (p=17.64%)
[2025-12-26T20:20:25.493058] [INFO ] [FORECASTER] Completed predict_future for DERM
[2025-12-26T20:20:25.493180] [INFO ] [sig       ] DERM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:25.634780] [INFO ] [LOCAL     ] Saved forecast: DERM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DERM.txt
[2025-12-26T20:20:25.634932] [INFO ] [sig       ] [923/3548] Completed DERM in 0.3s | 2.87 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-26T20:20:25.634972] [INFO ] [sig       ] [924/3548] Forecasting DFGP...
[2025-12-26T20:20:25.635003] [INFO ] [sig       ] Generating forecast for: DFGP
[2025-12-26T20:20:25.635033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2025-12-26T20:20:25.645930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2025-12-26T20:20:25.646309] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2025-12-26T20:20:25.647093] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2025-12-26T20:20:25.647145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:25.647176] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:25.647203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:25.647260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:25.704710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:25.705607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:25.705692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:25.705726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:25.831557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:25.831762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:25.831821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:25.831900] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:25.835537] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: DOWN (p=40.96%)
[2025-12-26T20:20:25.835875] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2025-12-26T20:20:25.836021] [INFO ] [sig       ] DFGP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:25.982244] [INFO ] [LOCAL     ] Saved forecast: DFGP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DFGP.txt
[2025-12-26T20:20:25.982409] [INFO ] [sig       ] [924/3548] Completed DFGP in 0.3s | 2.87 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-26T20:20:25.982450] [INFO ] [sig       ] [925/3548] Forecasting DFGX...
[2025-12-26T20:20:25.982480] [INFO ] [sig       ] Generating forecast for: DFGX
[2025-12-26T20:20:25.982510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2025-12-26T20:20:25.993349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2025-12-26T20:20:25.993681] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2025-12-26T20:20:25.994443] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2025-12-26T20:20:25.994494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:25.994539] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:25.994594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:25.994657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:26.055458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:26.056319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:26.056404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:26.056439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:26.178107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:26.178259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:26.178301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:26.178330] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:26.181733] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: UP (p=61.56%)
[2025-12-26T20:20:26.182003] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2025-12-26T20:20:26.182126] [INFO ] [sig       ] DFGX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:26.323350] [INFO ] [LOCAL     ] Saved forecast: DFGX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DFGX.txt
[2025-12-26T20:20:26.323508] [INFO ] [sig       ] [925/3548] Completed DFGX in 0.3s | 2.87 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-26T20:20:26.323549] [INFO ] [sig       ] [926/3548] Forecasting DFH...
[2025-12-26T20:20:26.323601] [INFO ] [sig       ] Generating forecast for: DFH
[2025-12-26T20:20:26.323634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-12-26T20:20:26.334820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2025-12-26T20:20:26.335206] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-12-26T20:20:26.336017] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-12-26T20:20:26.336070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:26.336103] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:26.336130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:26.336191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:26.394394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:26.395297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:26.395384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:26.395417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:26.516504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:26.516678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:26.516723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:26.516754] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:26.520263] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: UP (p=74.51%)
[2025-12-26T20:20:26.520557] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-12-26T20:20:26.520725] [INFO ] [sig       ] DFH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:26.676387] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DFH.txt
[2025-12-26T20:20:26.676540] [INFO ] [sig       ] [926/3548] Completed DFH in 0.4s | 2.87 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-26T20:20:26.676602] [INFO ] [sig       ] [927/3548] Forecasting DFIN...
[2025-12-26T20:20:26.676634] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-12-26T20:20:26.676664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-12-26T20:20:26.687991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2025-12-26T20:20:26.688413] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-12-26T20:20:26.689280] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-12-26T20:20:26.689333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:26.689364] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:26.689392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:26.689449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:26.748008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:26.748867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:26.748970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:26.749003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:26.864631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:26.864785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:26.864828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:26.864856] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:26.868418] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: DOWN (p=37.57%)
[2025-12-26T20:20:26.868720] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-12-26T20:20:26.868850] [INFO ] [sig       ] DFIN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:27.022986] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DFIN.txt
[2025-12-26T20:20:27.023142] [INFO ] [sig       ] [927/3548] Completed DFIN in 0.3s | 2.87 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-26T20:20:27.023182] [INFO ] [sig       ] [928/3548] Forecasting DFP...
[2025-12-26T20:20:27.023212] [INFO ] [sig       ] Generating forecast for: DFP
[2025-12-26T20:20:27.023241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-12-26T20:20:27.034154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2025-12-26T20:20:27.034532] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-12-26T20:20:27.035319] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-12-26T20:20:27.035371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:27.035402] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:27.035429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:27.035487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:27.094054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:27.094933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:27.095020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:27.095052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:27.220503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:27.220689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:27.220731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:27.220759] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:27.224506] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: DOWN (p=27.67%)
[2025-12-26T20:20:27.224880] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-12-26T20:20:27.225036] [INFO ] [sig       ] DFP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:27.367706] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DFP.txt
[2025-12-26T20:20:27.367837] [INFO ] [sig       ] [928/3548] Completed DFP in 0.3s | 2.87 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-26T20:20:27.367882] [INFO ] [sig       ] [929/3548] Forecasting DG...
[2025-12-26T20:20:27.367912] [INFO ] [sig       ] Generating forecast for: DG
[2025-12-26T20:20:27.367943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-12-26T20:20:27.379747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2025-12-26T20:20:27.380065] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-12-26T20:20:27.380927] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-12-26T20:20:27.380979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:27.381012] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:27.381040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:27.381098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:27.437761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:27.438398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:27.438479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:27.438512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:27.559149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:27.559297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:27.559341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:27.559369] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:27.562766] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: UP (p=92.62%)
[2025-12-26T20:20:27.563036] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-12-26T20:20:27.563160] [INFO ] [sig       ] DG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:27.703622] [INFO ] [LOCAL     ] Saved forecast: DG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DG.txt
[2025-12-26T20:20:27.703760] [INFO ] [sig       ] [929/3548] Completed DG in 0.3s | 2.87 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-26T20:20:27.703809] [INFO ] [sig       ] [930/3548] Forecasting DGCB...
[2025-12-26T20:20:27.703841] [INFO ] [sig       ] Generating forecast for: DGCB
[2025-12-26T20:20:27.703870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2025-12-26T20:20:27.714737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2025-12-26T20:20:27.715071] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2025-12-26T20:20:27.715893] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2025-12-26T20:20:27.715946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:27.715978] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:27.716005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:27.716063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:27.773599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:27.774258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:27.774336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:27.774368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:27.894294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:27.894439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:27.894481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:27.894509] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:27.897840] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: UP (p=51.46%)
[2025-12-26T20:20:27.898107] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2025-12-26T20:20:27.898227] [INFO ] [sig       ] DGCB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:28.038746] [INFO ] [LOCAL     ] Saved forecast: DGCB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DGCB.txt
[2025-12-26T20:20:28.038865] [INFO ] [sig       ] [930/3548] Completed DGCB in 0.3s | 2.87 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-26T20:20:28.038922] [INFO ] [sig       ] [931/3548] Forecasting DGICA...
[2025-12-26T20:20:28.038952] [INFO ] [sig       ] Generating forecast for: DGICA
[2025-12-26T20:20:28.038981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2025-12-26T20:20:28.050156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2025-12-26T20:20:28.050462] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2025-12-26T20:20:28.051235] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2025-12-26T20:20:28.051285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:28.051316] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:28.051344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:28.051402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:28.108277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:28.108923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:28.109049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:28.109082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:28.228178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:28.228324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:28.228366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:28.228394] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:28.231742] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: DOWN (p=0.31%)
[2025-12-26T20:20:28.232013] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2025-12-26T20:20:28.232132] [INFO ] [sig       ] DGICA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:28.372558] [INFO ] [LOCAL     ] Saved forecast: DGICA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DGICA.txt
[2025-12-26T20:20:28.372695] [INFO ] [sig       ] [931/3548] Completed DGICA in 0.3s | 2.87 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-26T20:20:28.372734] [INFO ] [sig       ] [932/3548] Forecasting DGII...
[2025-12-26T20:20:28.372764] [INFO ] [sig       ] Generating forecast for: DGII
[2025-12-26T20:20:28.372793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2025-12-26T20:20:28.383393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2025-12-26T20:20:28.383756] [INFO ] [FORECASTER] Starting predict_future for DGII
[2025-12-26T20:20:28.384535] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2025-12-26T20:20:28.384613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:28.384654] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:28.384681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:28.384739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:28.442023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:28.442673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:28.442750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:28.442784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:28.569051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:28.569188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:28.569231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:28.569276] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:28.572633] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: UP (p=57.17%)
[2025-12-26T20:20:28.572901] [INFO ] [FORECASTER] Completed predict_future for DGII
[2025-12-26T20:20:28.573021] [INFO ] [sig       ] DGII: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:28.716025] [INFO ] [LOCAL     ] Saved forecast: DGII	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DGII.txt
[2025-12-26T20:20:28.716178] [INFO ] [sig       ] [932/3548] Completed DGII in 0.3s | 2.87 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-26T20:20:28.716218] [INFO ] [sig       ] [933/3548] Forecasting DGRE...
[2025-12-26T20:20:28.716248] [INFO ] [sig       ] Generating forecast for: DGRE
[2025-12-26T20:20:28.716280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2025-12-26T20:20:28.726479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2025-12-26T20:20:28.726832] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2025-12-26T20:20:28.727658] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2025-12-26T20:20:28.727718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:28.727757] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:28.727791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:28.727854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:28.785546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:28.786266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:28.786344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:28.786376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:28.892993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:28.893126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:28.893165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:28.893193] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:28.896507] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: UP (p=79.03%)
[2025-12-26T20:20:28.896792] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2025-12-26T20:20:28.896913] [INFO ] [sig       ] DGRE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:29.042294] [INFO ] [LOCAL     ] Saved forecast: DGRE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DGRE.txt
[2025-12-26T20:20:29.042469] [INFO ] [sig       ] [933/3548] Completed DGRE in 0.3s | 2.87 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-26T20:20:29.042510] [INFO ] [sig       ] [934/3548] Forecasting DGRS...
[2025-12-26T20:20:29.042539] [INFO ] [sig       ] Generating forecast for: DGRS
[2025-12-26T20:20:29.042592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2025-12-26T20:20:29.054132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2025-12-26T20:20:29.054476] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2025-12-26T20:20:29.055328] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2025-12-26T20:20:29.055379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:29.055412] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:29.055440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:29.055506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:29.113187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:29.113852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:29.114141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:29.114175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:29.231604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:29.231746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:29.231787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:29.231816] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:29.235120] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: DOWN (p=8.30%)
[2025-12-26T20:20:29.235387] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2025-12-26T20:20:29.235507] [INFO ] [sig       ] DGRS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:29.376234] [INFO ] [LOCAL     ] Saved forecast: DGRS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DGRS.txt
[2025-12-26T20:20:29.376421] [INFO ] [sig       ] [934/3548] Completed DGRS in 0.3s | 2.87 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-26T20:20:29.376476] [INFO ] [sig       ] [935/3548] Forecasting DGX...
[2025-12-26T20:20:29.376518] [INFO ] [sig       ] Generating forecast for: DGX
[2025-12-26T20:20:29.376560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-12-26T20:20:29.387869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2025-12-26T20:20:29.388210] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-12-26T20:20:29.389054] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-12-26T20:20:29.389105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:29.389136] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:29.389162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:29.389220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:29.447348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:29.447961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:29.448037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:29.448069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:29.566597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:29.566741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:29.566782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:29.566811] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:29.570173] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: UP (p=65.35%)
[2025-12-26T20:20:29.570439] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-12-26T20:20:29.570562] [INFO ] [sig       ] DGX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:29.714398] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DGX.txt
[2025-12-26T20:20:29.714530] [INFO ] [sig       ] [935/3548] Completed DGX in 0.3s | 2.87 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-26T20:20:29.714584] [INFO ] [sig       ] [936/3548] Forecasting DH...
[2025-12-26T20:20:29.714617] [INFO ] [sig       ] Generating forecast for: DH
[2025-12-26T20:20:29.714647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2025-12-26T20:20:29.725666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2025-12-26T20:20:29.725986] [INFO ] [FORECASTER] Starting predict_future for DH
[2025-12-26T20:20:29.726815] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2025-12-26T20:20:29.726867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:29.726899] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:29.726940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:29.726999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:29.783405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:29.784029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:29.784106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:29.784137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:29.904459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:29.904618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:29.904662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:29.904690] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:29.908006] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: UP (p=93.85%)
[2025-12-26T20:20:29.908271] [INFO ] [FORECASTER] Completed predict_future for DH
[2025-12-26T20:20:29.908391] [INFO ] [sig       ] DH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:30.047542] [INFO ] [LOCAL     ] Saved forecast: DH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DH.txt
[2025-12-26T20:20:30.047676] [INFO ] [sig       ] [936/3548] Completed DH in 0.3s | 2.87 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-26T20:20:30.047714] [INFO ] [sig       ] [937/3548] Forecasting DHC...
[2025-12-26T20:20:30.047743] [INFO ] [sig       ] Generating forecast for: DHC
[2025-12-26T20:20:30.047773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2025-12-26T20:20:30.059031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2025-12-26T20:20:30.059356] [INFO ] [FORECASTER] Starting predict_future for DHC
[2025-12-26T20:20:30.060171] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2025-12-26T20:20:30.060224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:30.060257] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:30.060285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:30.060344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:30.117287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:30.117935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:30.118011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:30.118043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:30.236917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:30.237056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:30.237098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:30.237127] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:30.240486] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: UP (p=70.73%)
[2025-12-26T20:20:30.240775] [INFO ] [FORECASTER] Completed predict_future for DHC
[2025-12-26T20:20:30.240921] [INFO ] [sig       ] DHC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:30.384251] [INFO ] [LOCAL     ] Saved forecast: DHC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DHC.txt
[2025-12-26T20:20:30.384420] [INFO ] [sig       ] [937/3548] Completed DHC in 0.3s | 2.87 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-26T20:20:30.384468] [INFO ] [sig       ] [938/3548] Forecasting DHF...
[2025-12-26T20:20:30.384512] [INFO ] [sig       ] Generating forecast for: DHF
[2025-12-26T20:20:30.384543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-12-26T20:20:30.397896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2025-12-26T20:20:30.398232] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-12-26T20:20:30.399186] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-12-26T20:20:30.399251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:30.399318] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:30.399346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:30.399420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:30.457847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:30.458491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:30.458566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:30.458615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:30.576907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:30.577052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:30.577093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:30.577122] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:30.580509] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: UP (p=90.17%)
[2025-12-26T20:20:30.580796] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-12-26T20:20:30.581107] [INFO ] [sig       ] DHF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:30.722093] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DHF.txt
[2025-12-26T20:20:30.722219] [INFO ] [sig       ] [938/3548] Completed DHF in 0.3s | 2.87 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-26T20:20:30.722258] [INFO ] [sig       ] [939/3548] Forecasting DHI...
[2025-12-26T20:20:30.722287] [INFO ] [sig       ] Generating forecast for: DHI
[2025-12-26T20:20:30.722317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-12-26T20:20:30.733684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2025-12-26T20:20:30.733996] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-12-26T20:20:30.734787] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-12-26T20:20:30.734838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:30.734869] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:30.734896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:30.734953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:30.791739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:30.792361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:30.792436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:30.792468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:30.914793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:30.914923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:30.914964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:30.914992] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:30.918299] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: DOWN (p=1.29%)
[2025-12-26T20:20:30.918563] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-12-26T20:20:30.918706] [INFO ] [sig       ] DHI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:31.058791] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DHI.txt
[2025-12-26T20:20:31.058924] [INFO ] [sig       ] [939/3548] Completed DHI in 0.3s | 2.87 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-26T20:20:31.058966] [INFO ] [sig       ] [940/3548] Forecasting DHIL...
[2025-12-26T20:20:31.058996] [INFO ] [sig       ] Generating forecast for: DHIL
[2025-12-26T20:20:31.059025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2025-12-26T20:20:31.069756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2025-12-26T20:20:31.070087] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2025-12-26T20:20:31.070920] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2025-12-26T20:20:31.070972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:31.071004] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:31.071032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:31.071090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:31.133199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:31.134337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:31.134428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:31.134460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:31.252180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:31.252332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:31.252375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:31.252403] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:31.255796] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: UP (p=95.34%)
[2025-12-26T20:20:31.256082] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2025-12-26T20:20:31.256215] [INFO ] [sig       ] DHIL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:31.395108] [INFO ] [LOCAL     ] Saved forecast: DHIL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DHIL.txt
[2025-12-26T20:20:31.395277] [INFO ] [sig       ] [940/3548] Completed DHIL in 0.3s | 2.87 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-26T20:20:31.395318] [INFO ] [sig       ] [941/3548] Forecasting DHX...
[2025-12-26T20:20:31.395348] [INFO ] [sig       ] Generating forecast for: DHX
[2025-12-26T20:20:31.395378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-12-26T20:20:31.407347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2025-12-26T20:20:31.407828] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-12-26T20:20:31.408804] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-12-26T20:20:31.408863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:31.408929] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:31.408961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:31.409032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:31.466393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:31.467347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:31.467435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:31.467469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:31.602109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:31.602278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:31.602322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:31.602412] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:31.606388] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=61.06%)
[2025-12-26T20:20:31.606769] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-12-26T20:20:31.606925] [INFO ] [sig       ] DHX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:31.826425] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DHX.txt
[2025-12-26T20:20:31.826697] [INFO ] [sig       ] [941/3548] Completed DHX in 0.4s | 2.87 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-26T20:20:31.826753] [INFO ] [sig       ] [942/3548] Forecasting DIBS...
[2025-12-26T20:20:31.826794] [INFO ] [sig       ] Generating forecast for: DIBS
[2025-12-26T20:20:31.826834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2025-12-26T20:20:31.840831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2025-12-26T20:20:31.841320] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2025-12-26T20:20:31.842408] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2025-12-26T20:20:31.842464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:31.842499] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:31.842533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:31.842630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:31.927835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:31.929138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:31.929271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:31.929328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:32.099689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:32.099888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:32.099960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:32.100012] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:32.105657] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: DOWN (p=0.55%)
[2025-12-26T20:20:32.106229] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2025-12-26T20:20:32.106455] [INFO ] [sig       ] DIBS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:32.292370] [INFO ] [LOCAL     ] Saved forecast: DIBS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DIBS.txt
[2025-12-26T20:20:32.292554] [INFO ] [sig       ] [942/3548] Completed DIBS in 0.5s | 2.87 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-26T20:20:32.292618] [INFO ] [sig       ] [943/3548] Forecasting DIN...
[2025-12-26T20:20:32.292649] [INFO ] [sig       ] Generating forecast for: DIN
[2025-12-26T20:20:32.292680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-12-26T20:20:32.308938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2025-12-26T20:20:32.309481] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-12-26T20:20:32.310774] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-12-26T20:20:32.310852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:32.310905] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:32.310951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:32.311048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:32.406210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:32.407418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:32.407538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:32.407632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:32.550285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:32.550450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:32.550494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:32.550525] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:32.554193] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=43.72%)
[2025-12-26T20:20:32.554628] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-12-26T20:20:32.554780] [INFO ] [sig       ] DIN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:32.706334] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DIN.txt
[2025-12-26T20:20:32.706529] [INFO ] [sig       ] [943/3548] Completed DIN in 0.4s | 2.87 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-26T20:20:32.706594] [INFO ] [sig       ] [944/3548] Forecasting DINO...
[2025-12-26T20:20:32.706629] [INFO ] [sig       ] Generating forecast for: DINO
[2025-12-26T20:20:32.706660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-12-26T20:20:32.720379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2025-12-26T20:20:32.720830] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-12-26T20:20:32.721798] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-12-26T20:20:32.721853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:32.721885] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:32.721912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:32.721971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:32.792310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:32.793453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:32.793563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:32.793635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:32.927408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:32.927560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:32.927638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:32.927688] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:32.931150] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=55.36%)
[2025-12-26T20:20:32.931422] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-12-26T20:20:32.931551] [INFO ] [sig       ] DINO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:33.072147] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DINO.txt
[2025-12-26T20:20:33.072296] [INFO ] [sig       ] [944/3548] Completed DINO in 0.4s | 2.87 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-26T20:20:33.072337] [INFO ] [sig       ] [945/3548] Forecasting DIOD...
[2025-12-26T20:20:33.072367] [INFO ] [sig       ] Generating forecast for: DIOD
[2025-12-26T20:20:33.072396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2025-12-26T20:20:33.084195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2025-12-26T20:20:33.084586] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2025-12-26T20:20:33.085556] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2025-12-26T20:20:33.085627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:33.085659] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:33.085685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:33.085745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:33.143640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:33.144528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:33.144654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:33.144705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:33.266763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:33.266931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:33.266976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:33.267006] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:33.270433] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: DOWN (p=23.32%)
[2025-12-26T20:20:33.270728] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2025-12-26T20:20:33.270863] [INFO ] [sig       ] DIOD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:33.410880] [INFO ] [LOCAL     ] Saved forecast: DIOD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DIOD.txt
[2025-12-26T20:20:33.411016] [INFO ] [sig       ] [945/3548] Completed DIOD in 0.3s | 2.87 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-26T20:20:33.411055] [INFO ] [sig       ] [946/3548] Forecasting DIS...
[2025-12-26T20:20:33.411084] [INFO ] [sig       ] Generating forecast for: DIS
[2025-12-26T20:20:33.411115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-12-26T20:20:33.422504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2025-12-26T20:20:33.422886] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-12-26T20:20:33.423716] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-12-26T20:20:33.423772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:33.423803] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:33.423829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:33.423887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:33.480445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:33.481262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:33.481345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:33.481378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:33.602364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:33.602506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:33.602548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:33.602595] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:33.605981] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: UP (p=80.16%)
[2025-12-26T20:20:33.606255] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-12-26T20:20:33.606378] [INFO ] [sig       ] DIS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:33.746396] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DIS.txt
[2025-12-26T20:20:33.746530] [INFO ] [sig       ] [946/3548] Completed DIS in 0.3s | 2.87 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-26T20:20:33.746583] [INFO ] [sig       ] [947/3548] Forecasting DJCO...
[2025-12-26T20:20:33.746616] [INFO ] [sig       ] Generating forecast for: DJCO
[2025-12-26T20:20:33.746647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2025-12-26T20:20:33.756894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2025-12-26T20:20:33.757202] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2025-12-26T20:20:33.757984] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2025-12-26T20:20:33.758034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:33.758065] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:33.758090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:33.758146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:33.818755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:33.819654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:33.819738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:33.819772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:33.950560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:33.950722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:33.950765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:33.950793] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:33.954411] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: UP (p=89.32%)
[2025-12-26T20:20:33.954707] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2025-12-26T20:20:33.954834] [INFO ] [sig       ] DJCO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:34.094741] [INFO ] [LOCAL     ] Saved forecast: DJCO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DJCO.txt
[2025-12-26T20:20:34.094909] [INFO ] [sig       ] [947/3548] Completed DJCO in 0.3s | 2.87 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-26T20:20:34.094949] [INFO ] [sig       ] [948/3548] Forecasting DK...
[2025-12-26T20:20:34.094980] [INFO ] [sig       ] Generating forecast for: DK
[2025-12-26T20:20:34.095010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-12-26T20:20:34.106246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2025-12-26T20:20:34.106666] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-12-26T20:20:34.107462] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-12-26T20:20:34.107513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:34.107544] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:34.107595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:34.107663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:34.170767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:34.171687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:34.171827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:34.171861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:34.304136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:34.304292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:34.304344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:34.304374] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:34.307759] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: UP (p=80.59%)
[2025-12-26T20:20:34.308031] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-12-26T20:20:34.308185] [INFO ] [sig       ] DK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:34.447627] [INFO ] [LOCAL     ] Saved forecast: DK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DK.txt
[2025-12-26T20:20:34.447775] [INFO ] [sig       ] [948/3548] Completed DK in 0.4s | 2.87 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-26T20:20:34.447817] [INFO ] [sig       ] [949/3548] Forecasting DKL...
[2025-12-26T20:20:34.447846] [INFO ] [sig       ] Generating forecast for: DKL
[2025-12-26T20:20:34.447878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-12-26T20:20:34.461288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2025-12-26T20:20:34.461721] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-12-26T20:20:34.462714] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-12-26T20:20:34.462780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:34.462834] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:34.462873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:34.462953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:34.525837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:34.526751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:34.526836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:34.526870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:34.647071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:34.647240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:34.647289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:34.647319] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:34.650940] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: DOWN (p=37.38%)
[2025-12-26T20:20:34.651235] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-12-26T20:20:34.651369] [INFO ] [sig       ] DKL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:34.804586] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DKL.txt
[2025-12-26T20:20:34.804741] [INFO ] [sig       ] [949/3548] Completed DKL in 0.4s | 2.87 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-26T20:20:34.804780] [INFO ] [sig       ] [950/3548] Forecasting DKNG...
[2025-12-26T20:20:34.804810] [INFO ] [sig       ] Generating forecast for: DKNG
[2025-12-26T20:20:34.804840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2025-12-26T20:20:34.815915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2025-12-26T20:20:34.816263] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2025-12-26T20:20:34.817056] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2025-12-26T20:20:34.817107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:34.817138] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:34.817164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:34.817221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:34.877774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:34.878705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:34.878796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:34.878832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:35.000978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:35.001136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:35.001189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:35.001222] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:35.004697] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: DOWN (p=4.86%)
[2025-12-26T20:20:35.004982] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2025-12-26T20:20:35.005112] [INFO ] [sig       ] DKNG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:35.146213] [INFO ] [LOCAL     ] Saved forecast: DKNG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DKNG.txt
[2025-12-26T20:20:35.146362] [INFO ] [sig       ] [950/3548] Completed DKNG in 0.3s | 2.87 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-26T20:20:35.146402] [INFO ] [sig       ] [951/3548] Forecasting DKS...
[2025-12-26T20:20:35.146431] [INFO ] [sig       ] Generating forecast for: DKS
[2025-12-26T20:20:35.146461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-12-26T20:20:35.157775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2025-12-26T20:20:35.158166] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-12-26T20:20:35.159003] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-12-26T20:20:35.159055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:35.159087] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:35.159113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:35.159170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:35.215481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:35.216357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:35.216456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:35.216488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:35.334329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:35.334476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:35.334518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:35.334548] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:35.337976] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: UP (p=74.14%)
[2025-12-26T20:20:35.338243] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-12-26T20:20:35.338365] [INFO ] [sig       ] DKS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:35.477941] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DKS.txt
[2025-12-26T20:20:35.478135] [INFO ] [sig       ] [951/3548] Completed DKS in 0.3s | 2.87 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-26T20:20:35.478176] [INFO ] [sig       ] [952/3548] Forecasting DLB...
[2025-12-26T20:20:35.478231] [INFO ] [sig       ] Generating forecast for: DLB
[2025-12-26T20:20:35.478281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-12-26T20:20:35.490284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2025-12-26T20:20:35.490749] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-12-26T20:20:35.491659] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-12-26T20:20:35.491715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:35.491748] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:35.491774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:35.491833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:35.551190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:35.552094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:35.552177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:35.552211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:35.686440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:35.686623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:35.686670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:35.686700] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:35.690462] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: UP (p=68.91%)
[2025-12-26T20:20:35.690870] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-12-26T20:20:35.691025] [INFO ] [sig       ] DLB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:35.836905] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DLB.txt
[2025-12-26T20:20:35.837071] [INFO ] [sig       ] [952/3548] Completed DLB in 0.4s | 2.87 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-26T20:20:35.837110] [INFO ] [sig       ] [953/3548] Forecasting DLHC...
[2025-12-26T20:20:35.837146] [INFO ] [sig       ] Generating forecast for: DLHC
[2025-12-26T20:20:35.837178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2025-12-26T20:20:35.850453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2025-12-26T20:20:35.850911] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2025-12-26T20:20:35.851864] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2025-12-26T20:20:35.851923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:35.851959] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:35.851990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:35.852061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:35.913484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:35.914361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:35.914446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:35.914479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:36.030511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:36.030688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:36.030733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:36.030762] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:36.034196] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: DOWN (p=18.91%)
[2025-12-26T20:20:36.034478] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2025-12-26T20:20:36.034626] [INFO ] [sig       ] DLHC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:36.177904] [INFO ] [LOCAL     ] Saved forecast: DLHC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DLHC.txt
[2025-12-26T20:20:36.178056] [INFO ] [sig       ] [953/3548] Completed DLHC in 0.3s | 2.87 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-26T20:20:36.178096] [INFO ] [sig       ] [954/3548] Forecasting DLNG...
[2025-12-26T20:20:36.178125] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-12-26T20:20:36.178156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-12-26T20:20:36.188463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2025-12-26T20:20:36.188858] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-12-26T20:20:36.189707] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-12-26T20:20:36.189758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:36.189790] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:36.189817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:36.189874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:36.247697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:36.248542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:36.248646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:36.248679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:36.366182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:36.366331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:36.366371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:36.366400] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:36.369811] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: DOWN (p=36.10%)
[2025-12-26T20:20:36.370093] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-12-26T20:20:36.370213] [INFO ] [sig       ] DLNG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:36.517080] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DLNG.txt
[2025-12-26T20:20:36.517292] [INFO ] [sig       ] [954/3548] Completed DLNG in 0.3s | 2.87 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-26T20:20:36.517359] [INFO ] [sig       ] [955/3548] Forecasting DLO...
[2025-12-26T20:20:36.517403] [INFO ] [sig       ] Generating forecast for: DLO
[2025-12-26T20:20:36.517441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2025-12-26T20:20:36.530027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2025-12-26T20:20:36.530365] [INFO ] [FORECASTER] Starting predict_future for DLO
[2025-12-26T20:20:36.531210] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2025-12-26T20:20:36.531263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:36.531338] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:36.531367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:36.531427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:36.589300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:36.590240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:36.590327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:36.590359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:36.707027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:36.707180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:36.707222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:36.707251] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:36.710637] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: DOWN (p=13.89%)
[2025-12-26T20:20:36.710904] [INFO ] [FORECASTER] Completed predict_future for DLO
[2025-12-26T20:20:36.711027] [INFO ] [sig       ] DLO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:36.851689] [INFO ] [LOCAL     ] Saved forecast: DLO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DLO.txt
[2025-12-26T20:20:36.851849] [INFO ] [sig       ] [955/3548] Completed DLO in 0.3s | 2.87 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-26T20:20:36.851889] [INFO ] [sig       ] [956/3548] Forecasting DLPN...
[2025-12-26T20:20:36.851919] [INFO ] [sig       ] Generating forecast for: DLPN
[2025-12-26T20:20:36.851948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2025-12-26T20:20:36.862450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2025-12-26T20:20:36.862843] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2025-12-26T20:20:36.863644] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2025-12-26T20:20:36.863695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:36.863726] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:36.863752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:36.863810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:36.920367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:36.921273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:36.921355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:36.921387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:37.033437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:37.033613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:37.033659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:37.033706] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:37.037266] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: UP (p=99.23%)
[2025-12-26T20:20:37.037622] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2025-12-26T20:20:37.037765] [INFO ] [sig       ] DLPN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:37.184797] [INFO ] [LOCAL     ] Saved forecast: DLPN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DLPN.txt
[2025-12-26T20:20:37.184929] [INFO ] [sig       ] [956/3548] Completed DLPN in 0.3s | 2.87 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-26T20:20:37.184968] [INFO ] [sig       ] [957/3548] Forecasting DLTH...
[2025-12-26T20:20:37.184997] [INFO ] [sig       ] Generating forecast for: DLTH
[2025-12-26T20:20:37.185026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2025-12-26T20:20:37.196348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2025-12-26T20:20:37.196741] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2025-12-26T20:20:37.197511] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2025-12-26T20:20:37.197562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:37.197612] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:37.197643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:37.197701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:37.262663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:37.263609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:37.263690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:37.263721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:37.386907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:37.387068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:37.387112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:37.387141] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:37.390827] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: UP (p=86.09%)
[2025-12-26T20:20:37.391159] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2025-12-26T20:20:37.391298] [INFO ] [sig       ] DLTH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:37.539179] [INFO ] [LOCAL     ] Saved forecast: DLTH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DLTH.txt
[2025-12-26T20:20:37.539341] [INFO ] [sig       ] [957/3548] Completed DLTH in 0.4s | 2.87 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-26T20:20:37.539383] [INFO ] [sig       ] [958/3548] Forecasting DLX...
[2025-12-26T20:20:37.539414] [INFO ] [sig       ] Generating forecast for: DLX
[2025-12-26T20:20:37.539447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-12-26T20:20:37.551907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2025-12-26T20:20:37.552261] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-12-26T20:20:37.553038] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-12-26T20:20:37.553089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:37.553121] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:37.553147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:37.553205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:37.610706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:37.611531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:37.611633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:37.611684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:37.735420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:37.735596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:37.735643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:37.735715] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:37.739865] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: UP (p=55.28%)
[2025-12-26T20:20:37.740158] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-12-26T20:20:37.740286] [INFO ] [sig       ] DLX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:37.884518] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DLX.txt
[2025-12-26T20:20:37.884692] [INFO ] [sig       ] [958/3548] Completed DLX in 0.3s | 2.87 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-26T20:20:37.884732] [INFO ] [sig       ] [959/3548] Forecasting DLY...
[2025-12-26T20:20:37.884762] [INFO ] [sig       ] Generating forecast for: DLY
[2025-12-26T20:20:37.884794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-12-26T20:20:37.896315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLY'.
[2025-12-26T20:20:37.896749] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-12-26T20:20:37.897635] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-12-26T20:20:37.897690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:37.897723] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:37.897751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:37.897810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:37.956288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:37.957145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:37.957229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:37.957264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:38.084553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:38.084722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:38.084766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:38.084795] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:38.088453] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: UP (p=95.62%)
[2025-12-26T20:20:38.088760] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-12-26T20:20:38.088922] [INFO ] [sig       ] DLY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:38.241335] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DLY.txt
[2025-12-26T20:20:38.241498] [INFO ] [sig       ] [959/3548] Completed DLY in 0.4s | 2.87 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-26T20:20:38.241541] [INFO ] [sig       ] [960/3548] Forecasting DMAC...
[2025-12-26T20:20:38.241590] [INFO ] [sig       ] Generating forecast for: DMAC
[2025-12-26T20:20:38.241627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2025-12-26T20:20:38.253225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2025-12-26T20:20:38.253598] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2025-12-26T20:20:38.254380] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2025-12-26T20:20:38.254433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:38.254464] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:38.254492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:38.254565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:38.316386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:38.317205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:38.317296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:38.317336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:38.448501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:38.448676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:38.448721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:38.448750] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:38.452375] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: UP (p=68.06%)
[2025-12-26T20:20:38.452709] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2025-12-26T20:20:38.452869] [INFO ] [sig       ] DMAC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:38.606280] [INFO ] [LOCAL     ] Saved forecast: DMAC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DMAC.txt
[2025-12-26T20:20:38.606453] [INFO ] [sig       ] [960/3548] Completed DMAC in 0.4s | 2.87 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-26T20:20:38.606497] [INFO ] [sig       ] [961/3548] Forecasting DMB...
[2025-12-26T20:20:38.606529] [INFO ] [sig       ] Generating forecast for: DMB
[2025-12-26T20:20:38.606560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-12-26T20:20:38.618366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2025-12-26T20:20:38.618767] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-12-26T20:20:38.619660] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-12-26T20:20:38.619712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:38.619744] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:38.619771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:38.619828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:38.690024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:38.690929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:38.691016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:38.691049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:38.812059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:38.812184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:38.812226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:38.812254] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:38.815702] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: UP (p=65.89%)
[2025-12-26T20:20:38.815984] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-12-26T20:20:38.816113] [INFO ] [sig       ] DMB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:38.960092] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DMB.txt
[2025-12-26T20:20:38.960257] [INFO ] [sig       ] [961/3548] Completed DMB in 0.4s | 2.87 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-26T20:20:38.960298] [INFO ] [sig       ] [962/3548] Forecasting DMLP...
[2025-12-26T20:20:38.960328] [INFO ] [sig       ] Generating forecast for: DMLP
[2025-12-26T20:20:38.960360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2025-12-26T20:20:38.972018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2025-12-26T20:20:38.972416] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2025-12-26T20:20:38.973237] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2025-12-26T20:20:38.973307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:38.973340] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:38.973367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:38.973425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:39.032627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:39.033703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:39.033785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:39.033818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:39.158274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:39.158433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:39.158478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:39.158508] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:39.162464] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: UP (p=96.13%)
[2025-12-26T20:20:39.162765] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2025-12-26T20:20:39.162891] [INFO ] [sig       ] DMLP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:39.310017] [INFO ] [LOCAL     ] Saved forecast: DMLP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DMLP.txt
[2025-12-26T20:20:39.310183] [INFO ] [sig       ] [962/3548] Completed DMLP in 0.3s | 2.87 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-26T20:20:39.310224] [INFO ] [sig       ] [963/3548] Forecasting DMO...
[2025-12-26T20:20:39.310254] [INFO ] [sig       ] Generating forecast for: DMO
[2025-12-26T20:20:39.310284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-12-26T20:20:39.322067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2025-12-26T20:20:39.322724] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-12-26T20:20:39.323800] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-12-26T20:20:39.323864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:39.323906] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:39.323936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:39.323996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:39.385052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:39.385986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:39.386078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:39.386112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:39.509849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:39.510012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:39.510056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:39.510084] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:39.513530] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: DOWN (p=24.25%)
[2025-12-26T20:20:39.513859] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-12-26T20:20:39.513994] [INFO ] [sig       ] DMO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:39.672829] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DMO.txt
[2025-12-26T20:20:39.672984] [INFO ] [sig       ] [963/3548] Completed DMO in 0.4s | 2.87 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-26T20:20:39.673023] [INFO ] [sig       ] [964/3548] Forecasting DMRC...
[2025-12-26T20:20:39.673054] [INFO ] [sig       ] Generating forecast for: DMRC
[2025-12-26T20:20:39.673085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2025-12-26T20:20:39.684520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2025-12-26T20:20:39.684928] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2025-12-26T20:20:39.685731] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2025-12-26T20:20:39.685784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:39.685815] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:39.685842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:39.685901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:39.743182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:39.744067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:39.744154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:39.744188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:39.864190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:39.864345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:39.864387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:39.864414] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:39.867887] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: DOWN (p=24.75%)
[2025-12-26T20:20:39.868209] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2025-12-26T20:20:39.868342] [INFO ] [sig       ] DMRC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:40.015213] [INFO ] [LOCAL     ] Saved forecast: DMRC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DMRC.txt
[2025-12-26T20:20:40.015357] [INFO ] [sig       ] [964/3548] Completed DMRC in 0.3s | 2.87 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-26T20:20:40.015398] [INFO ] [sig       ] [965/3548] Forecasting DMXF...
[2025-12-26T20:20:40.015431] [INFO ] [sig       ] Generating forecast for: DMXF
[2025-12-26T20:20:40.015463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2025-12-26T20:20:40.030036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2025-12-26T20:20:40.030434] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2025-12-26T20:20:40.031249] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2025-12-26T20:20:40.031301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:40.031332] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:40.031360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:40.031419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:40.088203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:40.089106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:40.089226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:40.089259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:40.211094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:40.211248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:40.211292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:40.211322] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:40.215844] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: UP (p=95.40%)
[2025-12-26T20:20:40.216186] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2025-12-26T20:20:40.216325] [INFO ] [sig       ] DMXF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:40.366447] [INFO ] [LOCAL     ] Saved forecast: DMXF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DMXF.txt
[2025-12-26T20:20:40.366627] [INFO ] [sig       ] [965/3548] Completed DMXF in 0.4s | 2.87 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-26T20:20:40.366678] [INFO ] [sig       ] [966/3548] Forecasting DNA...
[2025-12-26T20:20:40.366710] [INFO ] [sig       ] Generating forecast for: DNA
[2025-12-26T20:20:40.366750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-12-26T20:20:40.378481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2025-12-26T20:20:40.378914] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-12-26T20:20:40.379835] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-12-26T20:20:40.379889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:40.379930] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:40.379964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:40.380057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:40.445822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:40.446532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:40.446629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:40.446663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:40.566793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:40.566945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:40.566987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:40.567017] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:40.570512] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: UP (p=78.64%)
[2025-12-26T20:20:40.570811] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-12-26T20:20:40.570937] [INFO ] [sig       ] DNA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:40.718262] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DNA.txt
[2025-12-26T20:20:40.718423] [INFO ] [sig       ] [966/3548] Completed DNA in 0.4s | 2.87 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-26T20:20:40.718463] [INFO ] [sig       ] [967/3548] Forecasting DNLI...
[2025-12-26T20:20:40.718493] [INFO ] [sig       ] Generating forecast for: DNLI
[2025-12-26T20:20:40.718523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2025-12-26T20:20:40.730763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2025-12-26T20:20:40.731177] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2025-12-26T20:20:40.731966] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2025-12-26T20:20:40.732018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:40.732048] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:40.732074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:40.732131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:40.792844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:40.793836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:40.793927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:40.793960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:40.919055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:40.919207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:40.919250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:40.919283] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:40.922834] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: DOWN (p=2.11%)
[2025-12-26T20:20:40.923132] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2025-12-26T20:20:40.923256] [INFO ] [sig       ] DNLI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:41.073916] [INFO ] [LOCAL     ] Saved forecast: DNLI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DNLI.txt
[2025-12-26T20:20:41.074056] [INFO ] [sig       ] [967/3548] Completed DNLI in 0.4s | 2.87 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-26T20:20:41.074280] [INFO ] [sig       ] [968/3548] Forecasting DNP...
[2025-12-26T20:20:41.074310] [INFO ] [sig       ] Generating forecast for: DNP
[2025-12-26T20:20:41.074341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-12-26T20:20:41.086048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2025-12-26T20:20:41.086392] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-12-26T20:20:41.087173] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-12-26T20:20:41.087224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:41.087256] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:41.087282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:41.087339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:41.145590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:41.146475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:41.146567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:41.146640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:41.269140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:41.269297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:41.269342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:41.269373] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:41.272817] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=67.23%)
[2025-12-26T20:20:41.273094] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-12-26T20:20:41.273219] [INFO ] [sig       ] DNP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:41.419073] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DNP.txt
[2025-12-26T20:20:41.419252] [INFO ] [sig       ] [968/3548] Completed DNP in 0.3s | 2.87 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-26T20:20:41.419292] [INFO ] [sig       ] [969/3548] Forecasting DNTH...
[2025-12-26T20:20:41.419323] [INFO ] [sig       ] Generating forecast for: DNTH
[2025-12-26T20:20:41.419354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2025-12-26T20:20:41.430253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2025-12-26T20:20:41.430630] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2025-12-26T20:20:41.431430] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2025-12-26T20:20:41.431492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:41.431532] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:41.431562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:41.431645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:41.492024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:41.492949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:41.493041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:41.493076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:41.614438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:41.614639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:41.614684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:41.614713] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:41.618057] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: DOWN (p=7.41%)
[2025-12-26T20:20:41.618328] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2025-12-26T20:20:41.618452] [INFO ] [sig       ] DNTH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:41.774262] [INFO ] [LOCAL     ] Saved forecast: DNTH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DNTH.txt
[2025-12-26T20:20:41.774430] [INFO ] [sig       ] [969/3548] Completed DNTH in 0.4s | 2.87 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-26T20:20:41.774477] [INFO ] [sig       ] [970/3548] Forecasting DOCN...
[2025-12-26T20:20:41.774508] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-12-26T20:20:41.774538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-12-26T20:20:41.786344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2025-12-26T20:20:41.786754] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-12-26T20:20:41.787627] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-12-26T20:20:41.787679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:41.787726] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:41.787768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:41.787831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:41.850608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:41.851464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:41.851566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:41.851637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:41.977481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:41.977644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:41.977687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:41.977716] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:41.981101] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=0.40%)
[2025-12-26T20:20:41.981378] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-12-26T20:20:41.981503] [INFO ] [sig       ] DOCN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:42.124835] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DOCN.txt
[2025-12-26T20:20:42.124993] [INFO ] [sig       ] [970/3548] Completed DOCN in 0.4s | 2.87 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-26T20:20:42.125031] [INFO ] [sig       ] [971/3548] Forecasting DOCS...
[2025-12-26T20:20:42.125061] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-12-26T20:20:42.125090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-12-26T20:20:42.135911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2025-12-26T20:20:42.136313] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-12-26T20:20:42.137190] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-12-26T20:20:42.137244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:42.137276] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:42.137304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:42.137369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:42.195351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:42.196262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:42.196345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:42.196380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:42.333730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:42.333851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:42.333894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:42.333924] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:42.337796] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: UP (p=83.46%)
[2025-12-26T20:20:42.338132] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-12-26T20:20:42.338287] [INFO ] [sig       ] DOCS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:42.498239] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DOCS.txt
[2025-12-26T20:20:42.498391] [INFO ] [sig       ] [971/3548] Completed DOCS in 0.4s | 2.87 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-26T20:20:42.498430] [INFO ] [sig       ] [972/3548] Forecasting DOGZ...
[2025-12-26T20:20:42.498460] [INFO ] [sig       ] Generating forecast for: DOGZ
[2025-12-26T20:20:42.498490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2025-12-26T20:20:42.510129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2025-12-26T20:20:42.510505] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2025-12-26T20:20:42.511321] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2025-12-26T20:20:42.511381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:42.511441] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:42.511469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:42.511528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:42.568518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:42.569424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:42.569508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:42.569543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:42.696780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:42.696948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:42.697005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:42.697041] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:42.701591] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: DOWN (p=18.70%)
[2025-12-26T20:20:42.701918] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2025-12-26T20:20:42.702070] [INFO ] [sig       ] DOGZ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:42.858550] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DOGZ.txt
[2025-12-26T20:20:42.858722] [INFO ] [sig       ] [972/3548] Completed DOGZ in 0.4s | 2.87 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-26T20:20:42.858761] [INFO ] [sig       ] [973/3548] Forecasting DOLE...
[2025-12-26T20:20:42.858792] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-12-26T20:20:42.858821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-12-26T20:20:42.870696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2025-12-26T20:20:42.871100] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-12-26T20:20:42.871951] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-12-26T20:20:42.872006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:42.872054] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:42.872083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:42.872142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:42.933672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:42.934713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:42.934816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:42.934849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:43.086291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:43.086450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:43.086495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:43.086525] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:43.090203] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: UP (p=51.54%)
[2025-12-26T20:20:43.090523] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-12-26T20:20:43.090678] [INFO ] [sig       ] DOLE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:43.234895] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DOLE.txt
[2025-12-26T20:20:43.235040] [INFO ] [sig       ] [973/3548] Completed DOLE in 0.4s | 2.87 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-26T20:20:43.235079] [INFO ] [sig       ] [974/3548] Forecasting DOMO...
[2025-12-26T20:20:43.235108] [INFO ] [sig       ] Generating forecast for: DOMO
[2025-12-26T20:20:43.235138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2025-12-26T20:20:43.247326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2025-12-26T20:20:43.247825] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2025-12-26T20:20:43.248729] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2025-12-26T20:20:43.248788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:43.248832] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:43.248864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:43.248972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:43.308787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:43.309752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:43.309843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:43.309877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:43.435433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:43.435604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:43.435649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:43.435678] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:43.439126] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-12-26T20:20:43.439412] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2025-12-26T20:20:43.439539] [INFO ] [sig       ] DOMO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:43.583155] [INFO ] [LOCAL     ] Saved forecast: DOMO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DOMO.txt
[2025-12-26T20:20:43.583304] [INFO ] [sig       ] [974/3548] Completed DOMO in 0.3s | 2.87 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-26T20:20:43.583345] [INFO ] [sig       ] [975/3548] Forecasting DORM...
[2025-12-26T20:20:43.583374] [INFO ] [sig       ] Generating forecast for: DORM
[2025-12-26T20:20:43.583407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2025-12-26T20:20:43.595456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2025-12-26T20:20:43.595869] [INFO ] [FORECASTER] Starting predict_future for DORM
[2025-12-26T20:20:43.596848] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2025-12-26T20:20:43.596907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:43.596943] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:43.596971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:43.597032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:43.657170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:43.658014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:43.658096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:43.658128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:43.781648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:43.781778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:43.781820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:43.781889] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:43.785353] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: DOWN (p=13.15%)
[2025-12-26T20:20:43.785649] [INFO ] [FORECASTER] Completed predict_future for DORM
[2025-12-26T20:20:43.785776] [INFO ] [sig       ] DORM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:43.928041] [INFO ] [LOCAL     ] Saved forecast: DORM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DORM.txt
[2025-12-26T20:20:43.928170] [INFO ] [sig       ] [975/3548] Completed DORM in 0.3s | 2.87 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-26T20:20:43.928208] [INFO ] [sig       ] [976/3548] Forecasting DOUG...
[2025-12-26T20:20:43.928237] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-12-26T20:20:43.928267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-12-26T20:20:43.938696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2025-12-26T20:20:43.939058] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-12-26T20:20:43.939855] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-12-26T20:20:43.939906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:43.939938] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:43.939964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:43.940021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:43.998054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:43.998759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:43.998836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:43.998872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:44.118275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:44.118413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:44.118457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:44.118485] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:44.122131] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: UP (p=98.68%)
[2025-12-26T20:20:44.122407] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-12-26T20:20:44.122531] [INFO ] [sig       ] DOUG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:44.265421] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DOUG.txt
[2025-12-26T20:20:44.265548] [INFO ] [sig       ] [976/3548] Completed DOUG in 0.3s | 2.87 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-26T20:20:44.265609] [INFO ] [sig       ] [977/3548] Forecasting DOX...
[2025-12-26T20:20:44.265641] [INFO ] [sig       ] Generating forecast for: DOX
[2025-12-26T20:20:44.265672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2025-12-26T20:20:44.276348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2025-12-26T20:20:44.276710] [INFO ] [FORECASTER] Starting predict_future for DOX
[2025-12-26T20:20:44.277482] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2025-12-26T20:20:44.277534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:44.277565] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:44.277609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:44.277668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:44.339804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:44.340761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:44.340844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:44.340879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:44.460052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:44.460195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:44.460238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:44.460267] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:44.463673] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=83.98%)
[2025-12-26T20:20:44.463940] [INFO ] [FORECASTER] Completed predict_future for DOX
[2025-12-26T20:20:44.464062] [INFO ] [sig       ] DOX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:44.605015] [INFO ] [LOCAL     ] Saved forecast: DOX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DOX.txt
[2025-12-26T20:20:44.605149] [INFO ] [sig       ] [977/3548] Completed DOX in 0.3s | 2.87 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-26T20:20:44.605188] [INFO ] [sig       ] [978/3548] Forecasting DPG...
[2025-12-26T20:20:44.605217] [INFO ] [sig       ] Generating forecast for: DPG
[2025-12-26T20:20:44.605247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-12-26T20:20:44.617062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2025-12-26T20:20:44.617464] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-12-26T20:20:44.618307] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-12-26T20:20:44.618360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:44.618392] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:44.618420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:44.618478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:44.676319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:44.677156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:44.677240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:44.677273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:44.796104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:44.796251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:44.796294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:44.796322] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:44.799739] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: UP (p=99.20%)
[2025-12-26T20:20:44.800024] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-12-26T20:20:44.800171] [INFO ] [sig       ] DPG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:44.940167] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DPG.txt
[2025-12-26T20:20:44.940299] [INFO ] [sig       ] [978/3548] Completed DPG in 0.3s | 2.87 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-26T20:20:44.940338] [INFO ] [sig       ] [979/3548] Forecasting DPRO...
[2025-12-26T20:20:44.940367] [INFO ] [sig       ] Generating forecast for: DPRO
[2025-12-26T20:20:44.940396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2025-12-26T20:20:44.951325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2025-12-26T20:20:44.951676] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2025-12-26T20:20:44.952455] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2025-12-26T20:20:44.952505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:44.952536] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:44.952563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:44.952653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:45.008950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:45.009721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:45.009801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:45.009833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:45.128263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:45.128411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:45.128467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:45.128499] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:45.132124] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: UP (p=62.08%)
[2025-12-26T20:20:45.132394] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2025-12-26T20:20:45.132517] [INFO ] [sig       ] DPRO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:45.273752] [INFO ] [LOCAL     ] Saved forecast: DPRO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DPRO.txt
[2025-12-26T20:20:45.273885] [INFO ] [sig       ] [979/3548] Completed DPRO in 0.3s | 2.87 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-26T20:20:45.273923] [INFO ] [sig       ] [980/3548] Forecasting DPZ...
[2025-12-26T20:20:45.273952] [INFO ] [sig       ] Generating forecast for: DPZ
[2025-12-26T20:20:45.273983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2025-12-26T20:20:45.285294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2025-12-26T20:20:45.285628] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2025-12-26T20:20:45.286385] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2025-12-26T20:20:45.286435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:45.286466] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:45.286493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:45.286550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:45.344088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:45.344746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:45.344822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:45.344853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:45.462621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:45.462766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:45.462810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:45.462857] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:45.466195] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: DOWN (p=12.38%)
[2025-12-26T20:20:45.466460] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2025-12-26T20:20:45.466597] [INFO ] [sig       ] DPZ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:45.608496] [INFO ] [LOCAL     ] Saved forecast: DPZ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DPZ.txt
[2025-12-26T20:20:45.608651] [INFO ] [sig       ] [980/3548] Completed DPZ in 0.3s | 2.87 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-26T20:20:45.608692] [INFO ] [sig       ] [981/3548] Forecasting DQ...
[2025-12-26T20:20:45.608722] [INFO ] [sig       ] Generating forecast for: DQ
[2025-12-26T20:20:45.608751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-12-26T20:20:45.620087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2025-12-26T20:20:45.620425] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-12-26T20:20:45.621200] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-12-26T20:20:45.621251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:45.621282] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:45.621308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:45.621365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:45.679538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:45.680554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:45.680653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:45.680686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:45.807964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:45.808135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:45.808181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:45.808209] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:45.811683] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: UP (p=94.04%)
[2025-12-26T20:20:45.811959] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-12-26T20:20:45.812078] [INFO ] [sig       ] DQ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:45.953545] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DQ.txt
[2025-12-26T20:20:45.953702] [INFO ] [sig       ] [981/3548] Completed DQ in 0.3s | 2.87 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-26T20:20:45.953742] [INFO ] [sig       ] [982/3548] Forecasting DRD...
[2025-12-26T20:20:45.953771] [INFO ] [sig       ] Generating forecast for: DRD
[2025-12-26T20:20:45.953804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-12-26T20:20:45.968287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2025-12-26T20:20:45.969061] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-12-26T20:20:45.970206] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-12-26T20:20:45.970265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:45.970311] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:45.970364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:45.970624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:46.029497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:46.030794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:46.030925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:46.031004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:46.157224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:46.157456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:46.157507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:46.157536] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:46.161745] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: UP (p=91.33%)
[2025-12-26T20:20:46.162065] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-12-26T20:20:46.162240] [INFO ] [sig       ] DRD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:46.310354] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DRD.txt
[2025-12-26T20:20:46.310567] [INFO ] [sig       ] [982/3548] Completed DRD in 0.4s | 2.87 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-26T20:20:46.310628] [INFO ] [sig       ] [983/3548] Forecasting DRH...
[2025-12-26T20:20:46.310658] [INFO ] [sig       ] Generating forecast for: DRH
[2025-12-26T20:20:46.310692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-12-26T20:20:46.323972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2025-12-26T20:20:46.324447] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-12-26T20:20:46.325292] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-12-26T20:20:46.325345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:46.325376] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:46.325403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:46.325460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:46.386044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:46.386971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:46.387060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:46.387095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:46.513985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:46.514138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:46.514181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:46.514210] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:46.517629] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: UP (p=91.92%)
[2025-12-26T20:20:46.517900] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-12-26T20:20:46.518024] [INFO ] [sig       ] DRH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:46.660055] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DRH.txt
[2025-12-26T20:20:46.660192] [INFO ] [sig       ] [983/3548] Completed DRH in 0.3s | 2.87 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-26T20:20:46.660234] [INFO ] [sig       ] [984/3548] Forecasting DRI...
[2025-12-26T20:20:46.660265] [INFO ] [sig       ] Generating forecast for: DRI
[2025-12-26T20:20:46.660295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-12-26T20:20:46.672024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2025-12-26T20:20:46.672348] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-12-26T20:20:46.673163] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-12-26T20:20:46.673404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:46.673436] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:46.673477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:46.673537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:46.731332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:46.731955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:46.732033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:46.732065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:46.867348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:46.867532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:46.867597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:46.867630] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:46.871188] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=23.27%)
[2025-12-26T20:20:46.871486] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-12-26T20:20:46.871628] [INFO ] [sig       ] DRI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:47.013100] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DRI.txt
[2025-12-26T20:20:47.013233] [INFO ] [sig       ] [984/3548] Completed DRI in 0.4s | 2.87 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-26T20:20:47.013271] [INFO ] [sig       ] [985/3548] Forecasting DRIO...
[2025-12-26T20:20:47.013301] [INFO ] [sig       ] Generating forecast for: DRIO
[2025-12-26T20:20:47.013333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2025-12-26T20:20:47.024302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2025-12-26T20:20:47.024676] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2025-12-26T20:20:47.025458] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2025-12-26T20:20:47.025510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:47.025542] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:47.025588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:47.025651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:47.083493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:47.084378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:47.084461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:47.084492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:47.205362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:47.205515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:47.205558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:47.205611] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:47.209237] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: DOWN (p=8.47%)
[2025-12-26T20:20:47.209607] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2025-12-26T20:20:47.209764] [INFO ] [sig       ] DRIO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:47.355386] [INFO ] [LOCAL     ] Saved forecast: DRIO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DRIO.txt
[2025-12-26T20:20:47.355591] [INFO ] [sig       ] [985/3548] Completed DRIO in 0.3s | 2.87 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-26T20:20:47.355634] [INFO ] [sig       ] [986/3548] Forecasting DRLL...
[2025-12-26T20:20:47.355665] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-12-26T20:20:47.355695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-12-26T20:20:47.366972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2025-12-26T20:20:47.367378] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-12-26T20:20:47.368198] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-12-26T20:20:47.368249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:47.368281] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:47.368307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:47.368364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:47.424682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:47.425493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:47.425590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:47.425624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:47.544501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:47.544685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:47.544739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:47.544774] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:47.548155] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: UP (p=74.66%)
[2025-12-26T20:20:47.548436] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-12-26T20:20:47.548560] [INFO ] [sig       ] DRLL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:47.696963] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DRLL.txt
[2025-12-26T20:20:47.697118] [INFO ] [sig       ] [986/3548] Completed DRLL in 0.3s | 2.87 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-26T20:20:47.697157] [INFO ] [sig       ] [987/3548] Forecasting DRMA...
[2025-12-26T20:20:47.697187] [INFO ] [sig       ] Generating forecast for: DRMA
[2025-12-26T20:20:47.697217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2025-12-26T20:20:47.711602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2025-12-26T20:20:47.712272] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2025-12-26T20:20:47.713270] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2025-12-26T20:20:47.713327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:47.713360] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:47.713388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:47.713451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:47.772316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:47.773560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:47.773679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:47.773713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:47.901525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:47.901782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:47.901846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:47.901887] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:47.906619] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: DOWN (p=11.43%)
[2025-12-26T20:20:47.906976] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2025-12-26T20:20:47.907125] [INFO ] [sig       ] DRMA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:48.059856] [INFO ] [LOCAL     ] Saved forecast: DRMA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DRMA.txt
[2025-12-26T20:20:48.060059] [INFO ] [sig       ] [987/3548] Completed DRMA in 0.4s | 2.87 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-26T20:20:48.060102] [INFO ] [sig       ] [988/3548] Forecasting DRS...
[2025-12-26T20:20:48.060134] [INFO ] [sig       ] Generating forecast for: DRS
[2025-12-26T20:20:48.060192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2025-12-26T20:20:48.073032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2025-12-26T20:20:48.073650] [INFO ] [FORECASTER] Starting predict_future for DRS
[2025-12-26T20:20:48.074529] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2025-12-26T20:20:48.074608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:48.074644] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:48.074671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:48.074731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:48.133780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:48.134975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:48.135080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:48.135114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:48.255565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:48.255751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:48.255795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:48.255824] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:48.259388] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: DOWN (p=0.93%)
[2025-12-26T20:20:48.259749] [INFO ] [FORECASTER] Completed predict_future for DRS
[2025-12-26T20:20:48.259892] [INFO ] [sig       ] DRS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:48.406169] [INFO ] [LOCAL     ] Saved forecast: DRS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DRS.txt
[2025-12-26T20:20:48.406551] [INFO ] [sig       ] [988/3548] Completed DRS in 0.3s | 2.87 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-26T20:20:48.406645] [INFO ] [sig       ] [989/3548] Forecasting DRTS...
[2025-12-26T20:20:48.406680] [INFO ] [sig       ] Generating forecast for: DRTS
[2025-12-26T20:20:48.406712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2025-12-26T20:20:48.419987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2025-12-26T20:20:48.420622] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2025-12-26T20:20:48.421608] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2025-12-26T20:20:48.421664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:48.421736] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:48.421764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:48.421825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:48.487001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:48.487944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:48.488026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:48.488058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:48.607005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:48.607166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:48.607211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:48.607240] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:48.611104] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: DOWN (p=17.09%)
[2025-12-26T20:20:48.611612] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2025-12-26T20:20:48.611741] [INFO ] [sig       ] DRTS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:48.762588] [INFO ] [LOCAL     ] Saved forecast: DRTS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DRTS.txt
[2025-12-26T20:20:48.762769] [INFO ] [sig       ] [989/3548] Completed DRTS in 0.4s | 2.87 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-26T20:20:48.762811] [INFO ] [sig       ] [990/3548] Forecasting DRUG...
[2025-12-26T20:20:48.762842] [INFO ] [sig       ] Generating forecast for: DRUG
[2025-12-26T20:20:48.762873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2025-12-26T20:20:48.775190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2025-12-26T20:20:48.775565] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2025-12-26T20:20:48.776394] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2025-12-26T20:20:48.776447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:48.776479] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:48.776507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:48.776565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:48.835292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:48.836136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:48.836217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:48.836250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:48.963012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:48.963181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:48.963238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:48.963465] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:48.967874] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: UP (p=68.70%)
[2025-12-26T20:20:48.968204] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2025-12-26T20:20:48.968340] [INFO ] [sig       ] DRUG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:49.115860] [INFO ] [LOCAL     ] Saved forecast: DRUG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DRUG.txt
[2025-12-26T20:20:49.115995] [INFO ] [sig       ] [990/3548] Completed DRUG in 0.4s | 2.87 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-26T20:20:49.116034] [INFO ] [sig       ] [991/3548] Forecasting DRVN...
[2025-12-26T20:20:49.116063] [INFO ] [sig       ] Generating forecast for: DRVN
[2025-12-26T20:20:49.116094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2025-12-26T20:20:49.126956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2025-12-26T20:20:49.127275] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2025-12-26T20:20:49.128051] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2025-12-26T20:20:49.128103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:49.128134] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:49.128160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:49.128222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:49.185469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:49.186326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:49.186405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:49.186437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:49.308492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:49.308657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:49.308701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:49.308729] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:49.312174] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: DOWN (p=6.01%)
[2025-12-26T20:20:49.312450] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2025-12-26T20:20:49.312589] [INFO ] [sig       ] DRVN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:49.452501] [INFO ] [LOCAL     ] Saved forecast: DRVN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DRVN.txt
[2025-12-26T20:20:49.452658] [INFO ] [sig       ] [991/3548] Completed DRVN in 0.3s | 2.87 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-26T20:20:49.452698] [INFO ] [sig       ] [992/3548] Forecasting DSGN...
[2025-12-26T20:20:49.452728] [INFO ] [sig       ] Generating forecast for: DSGN
[2025-12-26T20:20:49.452758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'.
[2025-12-26T20:20:49.463843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGN'.
[2025-12-26T20:20:49.464190] [INFO ] [FORECASTER] Starting predict_future for DSGN
[2025-12-26T20:20:49.464978] [DEBUG] [LOCAL     ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt
[2025-12-26T20:20:49.465029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:49.465063] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:49.465090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:49.465148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:49.523419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:49.524308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:49.524390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:49.524423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:49.647001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:49.647155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:49.647206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:49.647271] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:49.651163] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: DOWN (p=3.50%)
[2025-12-26T20:20:49.651547] [INFO ] [FORECASTER] Completed predict_future for DSGN
[2025-12-26T20:20:49.651733] [INFO ] [sig       ] DSGN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:49.796338] [INFO ] [LOCAL     ] Saved forecast: DSGN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DSGN.txt
[2025-12-26T20:20:49.796480] [INFO ] [sig       ] [992/3548] Completed DSGN in 0.3s | 2.87 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-26T20:20:49.796520] [INFO ] [sig       ] [993/3548] Forecasting DSGX...
[2025-12-26T20:20:49.796550] [INFO ] [sig       ] Generating forecast for: DSGX
[2025-12-26T20:20:49.796597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2025-12-26T20:20:49.808192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2025-12-26T20:20:49.808548] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2025-12-26T20:20:49.809466] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2025-12-26T20:20:49.809523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:49.809556] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:49.809603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:49.809664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:49.868349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:49.869197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:49.869293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:49.869327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:49.990769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:49.990927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:49.990971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:49.991001] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:49.994851] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: UP (p=53.71%)
[2025-12-26T20:20:49.995194] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2025-12-26T20:20:49.995332] [INFO ] [sig       ] DSGX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:50.152466] [INFO ] [LOCAL     ] Saved forecast: DSGX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DSGX.txt
[2025-12-26T20:20:50.152636] [INFO ] [sig       ] [993/3548] Completed DSGX in 0.4s | 2.87 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-26T20:20:50.152678] [INFO ] [sig       ] [994/3548] Forecasting DSL...
[2025-12-26T20:20:50.152708] [INFO ] [sig       ] Generating forecast for: DSL
[2025-12-26T20:20:50.152737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-12-26T20:20:50.164489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2025-12-26T20:20:50.164837] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-12-26T20:20:50.165623] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-12-26T20:20:50.165676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:50.165706] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:50.165732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:50.165790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:50.222434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:50.223135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:50.223215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:50.223247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:50.342537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:50.342698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:50.342742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:50.342772] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:50.346102] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: UP (p=85.91%)
[2025-12-26T20:20:50.346372] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-12-26T20:20:50.346493] [INFO ] [sig       ] DSL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:50.490095] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DSL.txt
[2025-12-26T20:20:50.490251] [INFO ] [sig       ] [994/3548] Completed DSL in 0.3s | 2.87 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-26T20:20:50.490292] [INFO ] [sig       ] [995/3548] Forecasting DSM...
[2025-12-26T20:20:50.490321] [INFO ] [sig       ] Generating forecast for: DSM
[2025-12-26T20:20:50.490352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-12-26T20:20:50.501542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2025-12-26T20:20:50.501874] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-12-26T20:20:50.502654] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-12-26T20:20:50.502705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:50.502736] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:50.502761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:50.502819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:50.564681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:50.565483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:50.565570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:50.565624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:50.691393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:50.691544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:50.691603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:50.691634] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:50.694991] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: UP (p=64.95%)
[2025-12-26T20:20:50.695267] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-12-26T20:20:50.695390] [INFO ] [sig       ] DSM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:50.838417] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DSM.txt
[2025-12-26T20:20:50.838567] [INFO ] [sig       ] [995/3548] Completed DSM in 0.3s | 2.87 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-26T20:20:50.838628] [INFO ] [sig       ] [996/3548] Forecasting DSP...
[2025-12-26T20:20:50.838658] [INFO ] [sig       ] Generating forecast for: DSP
[2025-12-26T20:20:50.838688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2025-12-26T20:20:50.849926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2025-12-26T20:20:50.850302] [INFO ] [FORECASTER] Starting predict_future for DSP
[2025-12-26T20:20:50.851134] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2025-12-26T20:20:50.851186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:50.851218] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:50.851245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:50.851303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:50.907977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:50.908831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:50.908929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:50.908964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:51.033827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:51.033982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:51.034026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:51.034055] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:51.037507] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: UP (p=86.12%)
[2025-12-26T20:20:51.037853] [INFO ] [FORECASTER] Completed predict_future for DSP
[2025-12-26T20:20:51.037995] [INFO ] [sig       ] DSP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:51.182058] [INFO ] [LOCAL     ] Saved forecast: DSP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DSP.txt
[2025-12-26T20:20:51.182204] [INFO ] [sig       ] [996/3548] Completed DSP in 0.3s | 2.87 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-26T20:20:51.182245] [INFO ] [sig       ] [997/3548] Forecasting DSX...
[2025-12-26T20:20:51.182274] [INFO ] [sig       ] Generating forecast for: DSX
[2025-12-26T20:20:51.182303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-12-26T20:20:51.193258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2025-12-26T20:20:51.193636] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-12-26T20:20:51.194402] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-12-26T20:20:51.194467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:51.194498] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:51.194525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:51.194601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:51.252565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:51.253410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:51.253492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:51.253524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:51.372129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:51.372281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:51.372324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:51.372353] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:51.375752] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: DOWN (p=5.18%)
[2025-12-26T20:20:51.376028] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-12-26T20:20:51.376155] [INFO ] [sig       ] DSX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:51.515826] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DSX.txt
[2025-12-26T20:20:51.515979] [INFO ] [sig       ] [997/3548] Completed DSX in 0.3s | 2.87 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-26T20:20:51.516019] [INFO ] [sig       ] [998/3548] Forecasting DTB...
[2025-12-26T20:20:51.516049] [INFO ] [sig       ] Generating forecast for: DTB
[2025-12-26T20:20:51.516078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-12-26T20:20:51.526984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2025-12-26T20:20:51.527353] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-12-26T20:20:51.528170] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-12-26T20:20:51.528222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:51.528254] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:51.528281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:51.528340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:51.585913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:51.586762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:51.586845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:51.586879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:51.707110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:51.707272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:51.707315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:51.707343] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:51.710883] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: UP (p=79.09%)
[2025-12-26T20:20:51.711172] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-12-26T20:20:51.711328] [INFO ] [sig       ] DTB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:51.851490] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DTB.txt
[2025-12-26T20:20:51.851653] [INFO ] [sig       ] [998/3548] Completed DTB in 0.3s | 2.87 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-26T20:20:51.851694] [INFO ] [sig       ] [999/3548] Forecasting DTE...
[2025-12-26T20:20:51.851725] [INFO ] [sig       ] Generating forecast for: DTE
[2025-12-26T20:20:51.851754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-12-26T20:20:51.862809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2025-12-26T20:20:51.863158] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-12-26T20:20:51.864003] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-12-26T20:20:51.864057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:51.864089] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:51.864116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:51.864175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:51.921772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:51.922655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:51.922737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:51.922803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:52.043340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:52.043490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:52.043532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:52.043560] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:52.046955] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: UP (p=96.03%)
[2025-12-26T20:20:52.047248] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-12-26T20:20:52.047379] [INFO ] [sig       ] DTE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:52.189420] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DTE.txt
[2025-12-26T20:20:52.189589] [INFO ] [sig       ] [999/3548] Completed DTE in 0.3s | 2.87 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-26T20:20:52.189632] [INFO ] [sig       ] [1000/3548] Forecasting DTG...
[2025-12-26T20:20:52.189662] [INFO ] [sig       ] Generating forecast for: DTG
[2025-12-26T20:20:52.189693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-12-26T20:20:52.200784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2025-12-26T20:20:52.201150] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-12-26T20:20:52.202191] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-12-26T20:20:52.202244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:52.202277] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:52.202304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:52.202537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:52.258958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:52.259743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:52.259822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:52.259854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:52.380102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:52.380260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:52.380310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:52.380344] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:52.384467] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: DOWN (p=40.06%)
[2025-12-26T20:20:52.384757] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-12-26T20:20:52.384880] [INFO ] [sig       ] DTG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:52.535852] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DTG.txt
[2025-12-26T20:20:52.536022] [INFO ] [sig       ] [1000/3548] Completed DTG in 0.3s | 2.87 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-26T20:20:52.536071] [INFO ] [sig       ] [1001/3548] Forecasting DTIL...
[2025-12-26T20:20:52.536105] [INFO ] [sig       ] Generating forecast for: DTIL
[2025-12-26T20:20:52.536135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2025-12-26T20:20:52.547642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2025-12-26T20:20:52.548045] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2025-12-26T20:20:52.548947] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2025-12-26T20:20:52.549005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:52.549038] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:52.549065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:52.549126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:52.610410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:52.611357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:52.611459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:52.611493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:52.731168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:52.731329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:52.731372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:52.731403] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:52.735113] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: UP (p=81.27%)
[2025-12-26T20:20:52.735475] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2025-12-26T20:20:52.735641] [INFO ] [sig       ] DTIL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:52.885740] [INFO ] [LOCAL     ] Saved forecast: DTIL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DTIL.txt
[2025-12-26T20:20:52.885906] [INFO ] [sig       ] [1001/3548] Completed DTIL in 0.3s | 2.87 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-26T20:20:52.885948] [INFO ] [sig       ] [1002/3548] Forecasting DTM...
[2025-12-26T20:20:52.885980] [INFO ] [sig       ] Generating forecast for: DTM
[2025-12-26T20:20:52.886013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-12-26T20:20:52.897407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2025-12-26T20:20:52.897790] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-12-26T20:20:52.898622] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-12-26T20:20:52.898676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:52.898708] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:52.898738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:52.898798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:52.957985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:52.958869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:52.958972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:52.959006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:53.086959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:53.087114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:53.087157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:53.087184] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:53.090535] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: DOWN (p=47.33%)
[2025-12-26T20:20:53.090826] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-12-26T20:20:53.090967] [INFO ] [sig       ] DTM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:53.237255] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DTM.txt
[2025-12-26T20:20:53.237434] [INFO ] [sig       ] [1002/3548] Completed DTM in 0.4s | 2.87 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-26T20:20:53.237474] [INFO ] [sig       ] [1003/3548] Forecasting DUK...
[2025-12-26T20:20:53.237503] [INFO ] [sig       ] Generating forecast for: DUK
[2025-12-26T20:20:53.237533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-12-26T20:20:53.248387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2025-12-26T20:20:53.248725] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-12-26T20:20:53.249509] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-12-26T20:20:53.249560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:53.249619] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:53.249646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:53.249703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:53.308062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:53.308905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:53.308984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:53.309016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:53.428505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:53.428679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:53.428726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:53.428756] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:53.432248] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: DOWN (p=40.55%)
[2025-12-26T20:20:53.432560] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-12-26T20:20:53.432707] [INFO ] [sig       ] DUK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:53.583924] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DUK.txt
[2025-12-26T20:20:53.584067] [INFO ] [sig       ] [1003/3548] Completed DUK in 0.3s | 2.87 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-26T20:20:53.584107] [INFO ] [sig       ] [1004/3548] Forecasting DUKB...
[2025-12-26T20:20:53.584136] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-12-26T20:20:53.584167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-12-26T20:20:53.598147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2025-12-26T20:20:53.598513] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-12-26T20:20:53.599341] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-12-26T20:20:53.599402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:53.599433] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:53.599458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:53.599515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:53.664520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:53.665848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:53.665932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:53.665967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:53.790338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:53.790488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:53.790535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:53.790608] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:53.794098] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: UP (p=99.56%)
[2025-12-26T20:20:53.794380] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-12-26T20:20:53.794507] [INFO ] [sig       ] DUKB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:53.943349] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DUKB.txt
[2025-12-26T20:20:53.943527] [INFO ] [sig       ] [1004/3548] Completed DUKB in 0.4s | 2.87 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-26T20:20:53.943606] [INFO ] [sig       ] [1005/3548] Forecasting DUOL...
[2025-12-26T20:20:53.943646] [INFO ] [sig       ] Generating forecast for: DUOL
[2025-12-26T20:20:53.943678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2025-12-26T20:20:53.955126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2025-12-26T20:20:53.955510] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2025-12-26T20:20:53.956326] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2025-12-26T20:20:53.956380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:53.956413] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:53.956441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:53.956498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:54.013846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:54.014738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:54.014827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:54.014871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:54.146087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:54.146249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:54.146301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:54.146336] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:54.149979] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: UP (p=93.65%)
[2025-12-26T20:20:54.150331] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2025-12-26T20:20:54.150471] [INFO ] [sig       ] DUOL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:54.291061] [INFO ] [LOCAL     ] Saved forecast: DUOL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DUOL.txt
[2025-12-26T20:20:54.291188] [INFO ] [sig       ] [1005/3548] Completed DUOL in 0.3s | 2.87 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-26T20:20:54.291234] [INFO ] [sig       ] [1006/3548] Forecasting DVA...
[2025-12-26T20:20:54.291269] [INFO ] [sig       ] Generating forecast for: DVA
[2025-12-26T20:20:54.291307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-12-26T20:20:54.302650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2025-12-26T20:20:54.302966] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-12-26T20:20:54.303785] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-12-26T20:20:54.303837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:54.303904] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:54.303943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:54.304026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:54.361379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:54.362059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:54.362170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:54.362204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:54.484428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:54.484757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:54.484802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:54.484831] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:54.488665] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: UP (p=58.52%)
[2025-12-26T20:20:54.488958] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-12-26T20:20:54.489094] [INFO ] [sig       ] DVA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:54.640447] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DVA.txt
[2025-12-26T20:20:54.640612] [INFO ] [sig       ] [1006/3548] Completed DVA in 0.3s | 2.87 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-26T20:20:54.640654] [INFO ] [sig       ] [1007/3548] Forecasting DVAX...
[2025-12-26T20:20:54.640684] [INFO ] [sig       ] Generating forecast for: DVAX
[2025-12-26T20:20:54.640714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'.
[2025-12-26T20:20:54.651700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVAX'.
[2025-12-26T20:20:54.652049] [INFO ] [FORECASTER] Starting predict_future for DVAX
[2025-12-26T20:20:54.652855] [DEBUG] [LOCAL     ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt
[2025-12-26T20:20:54.652906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:54.652937] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:54.652963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:54.653020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:54.709663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:54.710365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:54.710446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:54.710477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:54.833439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:54.833615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:54.833663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:54.833692] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:54.837135] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: UP (p=70.10%)
[2025-12-26T20:20:54.837421] [INFO ] [FORECASTER] Completed predict_future for DVAX
[2025-12-26T20:20:54.837549] [INFO ] [sig       ] DVAX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:54.988350] [INFO ] [LOCAL     ] Saved forecast: DVAX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DVAX.txt
[2025-12-26T20:20:54.988513] [INFO ] [sig       ] [1007/3548] Completed DVAX in 0.3s | 2.87 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-26T20:20:54.988554] [INFO ] [sig       ] [1008/3548] Forecasting DVN...
[2025-12-26T20:20:54.988607] [INFO ] [sig       ] Generating forecast for: DVN
[2025-12-26T20:20:54.988640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-12-26T20:20:54.999731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2025-12-26T20:20:55.000103] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-12-26T20:20:55.001114] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-12-26T20:20:55.001166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:55.001199] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:55.001241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:55.001306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:55.060099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:55.061007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:55.061091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:55.061125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:55.187328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:55.187701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:55.187745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:55.187773] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:55.191155] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: UP (p=84.53%)
[2025-12-26T20:20:55.191438] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-12-26T20:20:55.191566] [INFO ] [sig       ] DVN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:55.335710] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DVN.txt
[2025-12-26T20:20:55.335885] [INFO ] [sig       ] [1008/3548] Completed DVN in 0.3s | 2.87 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-26T20:20:55.335934] [INFO ] [sig       ] [1009/3548] Forecasting DWAS...
[2025-12-26T20:20:55.335965] [INFO ] [sig       ] Generating forecast for: DWAS
[2025-12-26T20:20:55.335996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2025-12-26T20:20:55.347250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2025-12-26T20:20:55.347678] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2025-12-26T20:20:55.348485] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2025-12-26T20:20:55.348538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:55.348592] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:55.348623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:55.348680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:55.404746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:55.405625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:55.405706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:55.405739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:55.527376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:55.527527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:55.527585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:55.527649] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:55.532076] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: UP (p=64.54%)
[2025-12-26T20:20:55.532365] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2025-12-26T20:20:55.532516] [INFO ] [sig       ] DWAS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:55.672313] [INFO ] [LOCAL     ] Saved forecast: DWAS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DWAS.txt
[2025-12-26T20:20:55.672468] [INFO ] [sig       ] [1009/3548] Completed DWAS in 0.3s | 2.87 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-26T20:20:55.672508] [INFO ] [sig       ] [1010/3548] Forecasting DWSH...
[2025-12-26T20:20:55.672538] [INFO ] [sig       ] Generating forecast for: DWSH
[2025-12-26T20:20:55.672586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2025-12-26T20:20:55.683611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2025-12-26T20:20:55.683996] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2025-12-26T20:20:55.684965] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2025-12-26T20:20:55.685021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:55.685065] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:55.685106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:55.685176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:55.745330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:55.746210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:55.746295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:55.746327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:55.855976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:55.856147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:55.856207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:55.856246] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:55.859820] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-12-26T20:20:55.860096] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2025-12-26T20:20:55.860224] [INFO ] [sig       ] DWSH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:56.007673] [INFO ] [LOCAL     ] Saved forecast: DWSH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DWSH.txt
[2025-12-26T20:20:56.007822] [INFO ] [sig       ] [1010/3548] Completed DWSH in 0.3s | 2.87 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-26T20:20:56.007860] [INFO ] [sig       ] [1011/3548] Forecasting DX...
[2025-12-26T20:20:56.007889] [INFO ] [sig       ] Generating forecast for: DX
[2025-12-26T20:20:56.007919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-12-26T20:20:56.019671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2025-12-26T20:20:56.020062] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-12-26T20:20:56.020939] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-12-26T20:20:56.020992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:56.021024] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:56.021051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:56.021110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:56.079770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:56.080637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:56.080720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:56.080753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:56.206207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:56.206359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:56.206402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:56.206432] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:56.209938] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: UP (p=63.56%)
[2025-12-26T20:20:56.210216] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-12-26T20:20:56.210345] [INFO ] [sig       ] DX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:56.357657] [INFO ] [LOCAL     ] Saved forecast: DX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DX.txt
[2025-12-26T20:20:56.357804] [INFO ] [sig       ] [1011/3548] Completed DX in 0.3s | 2.87 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-26T20:20:56.357843] [INFO ] [sig       ] [1012/3548] Forecasting DXC...
[2025-12-26T20:20:56.357872] [INFO ] [sig       ] Generating forecast for: DXC
[2025-12-26T20:20:56.357911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-12-26T20:20:56.369431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2025-12-26T20:20:56.369795] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-12-26T20:20:56.370642] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-12-26T20:20:56.370696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:56.370728] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:56.370755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:56.370812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:56.433772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:56.434680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:56.434768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:56.434802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:56.562064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:56.562221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:56.562264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:56.562293] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:56.566450] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: DOWN (p=16.14%)
[2025-12-26T20:20:56.566802] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-12-26T20:20:56.566943] [INFO ] [sig       ] DXC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:56.719316] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DXC.txt
[2025-12-26T20:20:56.719473] [INFO ] [sig       ] [1012/3548] Completed DXC in 0.4s | 2.87 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-26T20:20:56.719512] [INFO ] [sig       ] [1013/3548] Forecasting DXCM...
[2025-12-26T20:20:56.719541] [INFO ] [sig       ] Generating forecast for: DXCM
[2025-12-26T20:20:56.719589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2025-12-26T20:20:56.730873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2025-12-26T20:20:56.731286] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2025-12-26T20:20:56.732116] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2025-12-26T20:20:56.732169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:56.732201] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:56.732228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:56.732287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:56.793055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:56.794005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:56.794090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:56.794124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:56.924108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:56.924266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:56.924308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:56.924338] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:56.928195] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: DOWN (p=4.44%)
[2025-12-26T20:20:56.928566] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2025-12-26T20:20:56.928732] [INFO ] [sig       ] DXCM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:57.076512] [INFO ] [LOCAL     ] Saved forecast: DXCM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DXCM.txt
[2025-12-26T20:20:57.076712] [INFO ] [sig       ] [1013/3548] Completed DXCM in 0.4s | 2.87 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-26T20:20:57.076763] [INFO ] [sig       ] [1014/3548] Forecasting DXPE...
[2025-12-26T20:20:57.076794] [INFO ] [sig       ] Generating forecast for: DXPE
[2025-12-26T20:20:57.076823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'.
[2025-12-26T20:20:57.088237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXPE'.
[2025-12-26T20:20:57.088662] [INFO ] [FORECASTER] Starting predict_future for DXPE
[2025-12-26T20:20:57.089499] [DEBUG] [LOCAL     ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt
[2025-12-26T20:20:57.089553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:57.089610] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:57.089643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:57.089701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:57.148595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:57.149507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:57.149610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:57.149644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:57.272132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:57.272276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:57.272317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:57.272348] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:57.275700] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: UP (p=76.79%)
[2025-12-26T20:20:57.275972] [INFO ] [FORECASTER] Completed predict_future for DXPE
[2025-12-26T20:20:57.276093] [INFO ] [sig       ] DXPE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:57.421434] [INFO ] [LOCAL     ] Saved forecast: DXPE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DXPE.txt
[2025-12-26T20:20:57.421606] [INFO ] [sig       ] [1014/3548] Completed DXPE in 0.3s | 2.87 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-26T20:20:57.421648] [INFO ] [sig       ] [1015/3548] Forecasting DY...
[2025-12-26T20:20:57.421678] [INFO ] [sig       ] Generating forecast for: DY
[2025-12-26T20:20:57.421709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-12-26T20:20:57.432896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DY'.
[2025-12-26T20:20:57.433308] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-12-26T20:20:57.434182] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-12-26T20:20:57.434236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:57.434269] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:57.434296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:57.434354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:57.496037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:57.496980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:57.497066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:57.497101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:57.618777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:57.618958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:57.619003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:57.619031] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:57.622987] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: UP (p=51.63%)
[2025-12-26T20:20:57.623254] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-12-26T20:20:57.623376] [INFO ] [sig       ] DY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:57.766869] [INFO ] [LOCAL     ] Saved forecast: DY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/DY.txt
[2025-12-26T20:20:57.767019] [INFO ] [sig       ] [1015/3548] Completed DY in 0.3s | 2.87 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-26T20:20:57.767059] [INFO ] [sig       ] [1016/3548] Forecasting DYN...
[2025-12-26T20:20:57.767090] [INFO ] [sig       ] Generating forecast for: DYN
[2025-12-26T20:20:57.767120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2025-12-26T20:20:57.778638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2025-12-26T20:20:57.779028] [INFO ] [FORECASTER] Starting predict_future for DYN
[2025-12-26T20:20:57.779874] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2025-12-26T20:20:57.779925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:57.779956] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:57.779983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:57.780040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:57.836642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:57.837351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:57.837460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:57.837493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:57.958321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:57.958474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:57.958516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:57.958545] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:57.961990] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: DOWN (p=26.74%)
[2025-12-26T20:20:57.962277] [INFO ] [FORECASTER] Completed predict_future for DYN
[2025-12-26T20:20:57.962406] [INFO ] [sig       ] DYN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:58.102758] [INFO ] [LOCAL     ] Saved forecast: DYN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DYN.txt
[2025-12-26T20:20:58.102898] [INFO ] [sig       ] [1016/3548] Completed DYN in 0.3s | 2.87 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-26T20:20:58.102937] [INFO ] [sig       ] [1017/3548] Forecasting E...
[2025-12-26T20:20:58.102968] [INFO ] [sig       ] Generating forecast for: E
[2025-12-26T20:20:58.102998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-12-26T20:20:58.114266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2025-12-26T20:20:58.114645] [INFO ] [FORECASTER] Starting predict_future for E
[2025-12-26T20:20:58.115411] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-12-26T20:20:58.115462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:58.115493] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:58.115518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:58.115593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:58.172494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:58.173295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:58.173377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:58.173408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:58.296306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:58.296474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:58.296517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:58.296545] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:58.299993] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: DOWN (p=10.17%)
[2025-12-26T20:20:58.300269] [INFO ] [FORECASTER] Completed predict_future for E
[2025-12-26T20:20:58.300396] [INFO ] [sig       ] E: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:58.441110] [INFO ] [LOCAL     ] Saved forecast: E	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/E.txt
[2025-12-26T20:20:58.441256] [INFO ] [sig       ] [1017/3548] Completed E in 0.3s | 2.87 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-26T20:20:58.441297] [INFO ] [sig       ] [1018/3548] Forecasting EA...
[2025-12-26T20:20:58.441327] [INFO ] [sig       ] Generating forecast for: EA
[2025-12-26T20:20:58.441362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2025-12-26T20:20:58.452867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2025-12-26T20:20:58.453256] [INFO ] [FORECASTER] Starting predict_future for EA
[2025-12-26T20:20:58.454056] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2025-12-26T20:20:58.454107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:58.454138] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:58.454164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:58.454220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:58.510985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:58.511891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:58.511991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:58.512023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:58.638401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:58.638771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:58.638817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:58.638844] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:58.642396] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: UP (p=65.16%)
[2025-12-26T20:20:58.642697] [INFO ] [FORECASTER] Completed predict_future for EA
[2025-12-26T20:20:58.642826] [INFO ] [sig       ] EA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:20:58.785775] [INFO ] [LOCAL     ] Saved forecast: EA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EA.txt
[2025-12-26T20:20:58.785915] [INFO ] [sig       ] [1018/3548] Completed EA in 0.3s | 2.87 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-26T20:20:58.785955] [INFO ] [sig       ] [1019/3548] Forecasting EAF...
[2025-12-26T20:20:58.785983] [INFO ] [sig       ] Generating forecast for: EAF
[2025-12-26T20:20:58.786013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-12-26T20:20:58.797089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2025-12-26T20:20:58.797454] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-12-26T20:20:58.798444] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-12-26T20:20:58.798496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:58.798527] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:58.798553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:58.798631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:58.857255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:58.858193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:58.858272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:58.858304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:58.976902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:58.977057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:58.977097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:58.977126] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:58.980724] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: DOWN (p=9.65%)
[2025-12-26T20:20:58.980995] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-12-26T20:20:58.981117] [INFO ] [sig       ] EAF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:59.121274] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EAF.txt
[2025-12-26T20:20:59.121451] [INFO ] [sig       ] [1019/3548] Completed EAF in 0.3s | 2.87 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-26T20:20:59.121491] [INFO ] [sig       ] [1020/3548] Forecasting EAI...
[2025-12-26T20:20:59.121520] [INFO ] [sig       ] Generating forecast for: EAI
[2025-12-26T20:20:59.121551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-12-26T20:20:59.132197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2025-12-26T20:20:59.132560] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-12-26T20:20:59.133355] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-12-26T20:20:59.133409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:59.133441] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:59.133467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:59.133525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:59.190283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:59.190983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:59.191060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:59.191092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:59.307160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:59.307318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:59.307363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:59.307396] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:59.311348] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: DOWN (p=48.99%)
[2025-12-26T20:20:59.311686] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-12-26T20:20:59.311825] [INFO ] [sig       ] EAI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:59.464851] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EAI.txt
[2025-12-26T20:20:59.465016] [INFO ] [sig       ] [1020/3548] Completed EAI in 0.3s | 2.87 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-26T20:20:59.465055] [INFO ] [sig       ] [1021/3548] Forecasting EARN...
[2025-12-26T20:20:59.465084] [INFO ] [sig       ] Generating forecast for: EARN
[2025-12-26T20:20:59.465116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-12-26T20:20:59.477495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2025-12-26T20:20:59.477885] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-12-26T20:20:59.478702] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-12-26T20:20:59.478753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:59.478799] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:59.478827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:59.478914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:59.538997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:59.539797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:59.539882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:59.539914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:20:59.667001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:20:59.667168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:20:59.667217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:20:59.667246] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:20:59.671015] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: DOWN (p=43.32%)
[2025-12-26T20:20:59.671293] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-12-26T20:20:59.671419] [INFO ] [sig       ] EARN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:20:59.815254] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EARN.txt
[2025-12-26T20:20:59.815383] [INFO ] [sig       ] [1021/3548] Completed EARN in 0.4s | 2.87 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-26T20:20:59.815422] [INFO ] [sig       ] [1022/3548] Forecasting EB...
[2025-12-26T20:20:59.815451] [INFO ] [sig       ] Generating forecast for: EB
[2025-12-26T20:20:59.815481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-12-26T20:20:59.826906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2025-12-26T20:20:59.827260] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-12-26T20:20:59.828071] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-12-26T20:20:59.828122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:20:59.828155] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:20:59.828183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:20:59.828242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:20:59.889594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:20:59.890379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:20:59.890666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:20:59.890699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:00.014926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:00.015076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:00.015118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:00.015146] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:00.018503] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: DOWN (p=42.12%)
[2025-12-26T20:21:00.018791] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-12-26T20:21:00.018935] [INFO ] [sig       ] EB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:00.160013] [INFO ] [LOCAL     ] Saved forecast: EB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EB.txt
[2025-12-26T20:21:00.160166] [INFO ] [sig       ] [1022/3548] Completed EB in 0.3s | 2.87 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-26T20:21:00.160215] [INFO ] [sig       ] [1023/3548] Forecasting EBAY...
[2025-12-26T20:21:00.160245] [INFO ] [sig       ] Generating forecast for: EBAY
[2025-12-26T20:21:00.160277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2025-12-26T20:21:00.173035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2025-12-26T20:21:00.173407] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2025-12-26T20:21:00.174216] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2025-12-26T20:21:00.174268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:00.174327] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:00.174355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:00.174413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:00.235541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:00.236411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:00.236509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:00.236547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:00.365644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:00.365790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:00.365833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:00.365861] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:00.369205] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: UP (p=85.68%)
[2025-12-26T20:21:00.369503] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2025-12-26T20:21:00.369655] [INFO ] [sig       ] EBAY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:00.512349] [INFO ] [LOCAL     ] Saved forecast: EBAY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EBAY.txt
[2025-12-26T20:21:00.512484] [INFO ] [sig       ] [1023/3548] Completed EBAY in 0.4s | 2.87 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-26T20:21:00.512525] [INFO ] [sig       ] [1024/3548] Forecasting EBC...
[2025-12-26T20:21:00.512555] [INFO ] [sig       ] Generating forecast for: EBC
[2025-12-26T20:21:00.512605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2025-12-26T20:21:00.523678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2025-12-26T20:21:00.524034] [INFO ] [FORECASTER] Starting predict_future for EBC
[2025-12-26T20:21:00.524829] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2025-12-26T20:21:00.524880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:00.524911] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:00.524937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:00.524994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:00.582690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:00.583372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:00.583455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:00.583487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:00.708529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:00.708694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:00.708736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:00.708765] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:00.712187] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: UP (p=75.74%)
[2025-12-26T20:21:00.712458] [INFO ] [FORECASTER] Completed predict_future for EBC
[2025-12-26T20:21:00.712597] [INFO ] [sig       ] EBC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:00.853928] [INFO ] [LOCAL     ] Saved forecast: EBC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EBC.txt
[2025-12-26T20:21:00.854068] [INFO ] [sig       ] [1024/3548] Completed EBC in 0.3s | 2.87 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-26T20:21:00.854106] [INFO ] [sig       ] [1025/3548] Forecasting EBF...
[2025-12-26T20:21:00.854141] [INFO ] [sig       ] Generating forecast for: EBF
[2025-12-26T20:21:00.854173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-12-26T20:21:00.865243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2025-12-26T20:21:00.865663] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-12-26T20:21:00.866446] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-12-26T20:21:00.866509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:00.866547] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:00.866595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:00.866656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:00.924457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:00.925502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:00.925623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:00.925670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:01.053920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:01.054081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:01.054125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:01.054155] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:01.057928] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: DOWN (p=1.54%)
[2025-12-26T20:21:01.058257] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-12-26T20:21:01.058419] [INFO ] [sig       ] EBF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:01.210222] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EBF.txt
[2025-12-26T20:21:01.210382] [INFO ] [sig       ] [1025/3548] Completed EBF in 0.4s | 2.87 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-26T20:21:01.210421] [INFO ] [sig       ] [1026/3548] Forecasting EBON...
[2025-12-26T20:21:01.210450] [INFO ] [sig       ] Generating forecast for: EBON
[2025-12-26T20:21:01.210481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2025-12-26T20:21:01.224126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2025-12-26T20:21:01.224470] [INFO ] [FORECASTER] Starting predict_future for EBON
[2025-12-26T20:21:01.225300] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2025-12-26T20:21:01.225354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:01.225386] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:01.225414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:01.225474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:01.286096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:01.286991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:01.287078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:01.287112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:01.389766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:01.389918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:01.389959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:01.390018] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:01.393375] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: UP (p=57.23%)
[2025-12-26T20:21:01.393845] [INFO ] [FORECASTER] Completed predict_future for EBON
[2025-12-26T20:21:01.393966] [INFO ] [sig       ] EBON: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:01.543590] [INFO ] [LOCAL     ] Saved forecast: EBON	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EBON.txt
[2025-12-26T20:21:01.543753] [INFO ] [sig       ] [1026/3548] Completed EBON in 0.3s | 2.87 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-26T20:21:01.543795] [INFO ] [sig       ] [1027/3548] Forecasting EBS...
[2025-12-26T20:21:01.543825] [INFO ] [sig       ] Generating forecast for: EBS
[2025-12-26T20:21:01.543857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-12-26T20:21:01.555527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2025-12-26T20:21:01.555969] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-12-26T20:21:01.556814] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-12-26T20:21:01.556869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:01.556902] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:01.556930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:01.556990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:01.637625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:01.638744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:01.638860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:01.638935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:01.822298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:01.822478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:01.822538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:01.822600] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:01.827836] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: UP (p=94.88%)
[2025-12-26T20:21:01.828233] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-12-26T20:21:01.828415] [INFO ] [sig       ] EBS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:02.042102] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EBS.txt
[2025-12-26T20:21:02.042258] [INFO ] [sig       ] [1027/3548] Completed EBS in 0.5s | 2.87 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-26T20:21:02.042298] [INFO ] [sig       ] [1028/3548] Forecasting EC...
[2025-12-26T20:21:02.042328] [INFO ] [sig       ] Generating forecast for: EC
[2025-12-26T20:21:02.042358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-12-26T20:21:02.053499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2025-12-26T20:21:02.053927] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-12-26T20:21:02.054742] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-12-26T20:21:02.054795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:02.054826] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:02.054860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:02.054919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:02.112210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:02.113080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:02.113164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:02.113196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:02.238160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:02.238314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:02.238357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:02.238403] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:02.242442] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=11.56%)
[2025-12-26T20:21:02.242781] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-12-26T20:21:02.242918] [INFO ] [sig       ] EC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:02.394816] [INFO ] [LOCAL     ] Saved forecast: EC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EC.txt
[2025-12-26T20:21:02.394988] [INFO ] [sig       ] [1028/3548] Completed EC in 0.4s | 2.87 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-26T20:21:02.395029] [INFO ] [sig       ] [1029/3548] Forecasting ECC...
[2025-12-26T20:21:02.395058] [INFO ] [sig       ] Generating forecast for: ECC
[2025-12-26T20:21:02.395091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-12-26T20:21:02.406476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2025-12-26T20:21:02.406861] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-12-26T20:21:02.407647] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-12-26T20:21:02.407698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:02.407730] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:02.407756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:02.407813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:02.468019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:02.469069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:02.469150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:02.469182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:02.591859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:02.592013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:02.592056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:02.592083] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:02.595492] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=80.02%)
[2025-12-26T20:21:02.595791] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-12-26T20:21:02.595918] [INFO ] [sig       ] ECC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:02.752241] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ECC.txt
[2025-12-26T20:21:02.752399] [INFO ] [sig       ] [1029/3548] Completed ECC in 0.4s | 2.87 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-26T20:21:02.752439] [INFO ] [sig       ] [1030/3548] Forecasting ECL...
[2025-12-26T20:21:02.752473] [INFO ] [sig       ] Generating forecast for: ECL
[2025-12-26T20:21:02.752504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-12-26T20:21:02.765229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2025-12-26T20:21:02.765654] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-12-26T20:21:02.766428] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-12-26T20:21:02.766479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:02.766511] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:02.766538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:02.766613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:02.829120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:02.830204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:02.830291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:02.830340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:02.953983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:02.954136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:02.954179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:02.954207] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:02.957974] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: DOWN (p=38.74%)
[2025-12-26T20:21:02.958248] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-12-26T20:21:02.958373] [INFO ] [sig       ] ECL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:03.102213] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ECL.txt
[2025-12-26T20:21:03.102367] [INFO ] [sig       ] [1030/3548] Completed ECL in 0.3s | 2.87 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-26T20:21:03.102405] [INFO ] [sig       ] [1031/3548] Forecasting ECPG...
[2025-12-26T20:21:03.102435] [INFO ] [sig       ] Generating forecast for: ECPG
[2025-12-26T20:21:03.102467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2025-12-26T20:21:03.113779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2025-12-26T20:21:03.114171] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2025-12-26T20:21:03.114978] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2025-12-26T20:21:03.115030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:03.115061] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:03.115086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:03.115144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:03.173699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:03.174641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:03.174726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:03.174760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:03.296847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:03.297008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:03.297055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:03.297084] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:03.300676] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: DOWN (p=23.44%)
[2025-12-26T20:21:03.301008] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2025-12-26T20:21:03.301150] [INFO ] [sig       ] ECPG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:03.445216] [INFO ] [LOCAL     ] Saved forecast: ECPG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ECPG.txt
[2025-12-26T20:21:03.445375] [INFO ] [sig       ] [1031/3548] Completed ECPG in 0.3s | 2.87 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-26T20:21:03.445415] [INFO ] [sig       ] [1032/3548] Forecasting ECX...
[2025-12-26T20:21:03.445445] [INFO ] [sig       ] Generating forecast for: ECX
[2025-12-26T20:21:03.445477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2025-12-26T20:21:03.457242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2025-12-26T20:21:03.457649] [INFO ] [FORECASTER] Starting predict_future for ECX
[2025-12-26T20:21:03.458653] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2025-12-26T20:21:03.458708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:03.458740] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:03.458769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:03.458844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:03.517760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:03.518750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:03.518842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:03.518875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:03.645234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:03.645388] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-26T20:21:03.645433] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:03.645462] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:03.649265] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: DOWN (p=37.27%)
[2025-12-26T20:21:03.649589] [INFO ] [FORECASTER] Completed predict_future for ECX
[2025-12-26T20:21:03.649727] [INFO ] [sig       ] ECX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:03.806860] [INFO ] [LOCAL     ] Saved forecast: ECX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ECX.txt
[2025-12-26T20:21:03.807022] [INFO ] [sig       ] [1032/3548] Completed ECX in 0.4s | 2.87 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-26T20:21:03.807074] [INFO ] [sig       ] [1033/3548] Forecasting ED...
[2025-12-26T20:21:03.807108] [INFO ] [sig       ] Generating forecast for: ED
[2025-12-26T20:21:03.807140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-12-26T20:21:03.819176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2025-12-26T20:21:03.819603] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-12-26T20:21:03.820440] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-12-26T20:21:03.820506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:03.820546] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:03.820602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:03.820665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:03.896003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:03.896890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:03.897034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:03.897086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:04.021612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:04.021793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:04.021855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:04.021899] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:04.025446] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: DOWN (p=5.07%)
[2025-12-26T20:21:04.025748] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-12-26T20:21:04.025876] [INFO ] [sig       ] ED: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:04.179848] [INFO ] [LOCAL     ] Saved forecast: ED	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ED.txt
[2025-12-26T20:21:04.180002] [INFO ] [sig       ] [1033/3548] Completed ED in 0.4s | 2.87 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-26T20:21:04.180042] [INFO ] [sig       ] [1034/3548] Forecasting EDAP...
[2025-12-26T20:21:04.180071] [INFO ] [sig       ] Generating forecast for: EDAP
[2025-12-26T20:21:04.180101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2025-12-26T20:21:04.192552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2025-12-26T20:21:04.193166] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2025-12-26T20:21:04.194168] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2025-12-26T20:21:04.194237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:04.194269] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:04.194296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:04.194353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:04.251876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:04.252768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:04.252855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:04.252886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:04.371186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:04.371332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:04.371376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:04.371405] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:04.374788] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: UP (p=77.85%)
[2025-12-26T20:21:04.375063] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2025-12-26T20:21:04.375184] [INFO ] [sig       ] EDAP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:04.515889] [INFO ] [LOCAL     ] Saved forecast: EDAP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EDAP.txt
[2025-12-26T20:21:04.516012] [INFO ] [sig       ] [1034/3548] Completed EDAP in 0.3s | 2.87 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-26T20:21:04.516050] [INFO ] [sig       ] [1035/3548] Forecasting EDD...
[2025-12-26T20:21:04.516079] [INFO ] [sig       ] Generating forecast for: EDD
[2025-12-26T20:21:04.516108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-12-26T20:21:04.527265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2025-12-26T20:21:04.527565] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-12-26T20:21:04.528361] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-12-26T20:21:04.528412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:04.528443] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:04.528469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:04.528526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:04.586650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:04.587333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:04.587413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:04.587446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:04.710122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:04.710278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:04.710320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:04.710350] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:04.713844] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: DOWN (p=6.64%)
[2025-12-26T20:21:04.714115] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-12-26T20:21:04.714240] [INFO ] [sig       ] EDD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:04.862918] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EDD.txt
[2025-12-26T20:21:04.863047] [INFO ] [sig       ] [1035/3548] Completed EDD in 0.3s | 2.87 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-26T20:21:04.863085] [INFO ] [sig       ] [1036/3548] Forecasting EDF...
[2025-12-26T20:21:04.863114] [INFO ] [sig       ] Generating forecast for: EDF
[2025-12-26T20:21:04.863144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-12-26T20:21:04.874334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2025-12-26T20:21:04.874666] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-12-26T20:21:04.875437] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-12-26T20:21:04.875490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:04.875523] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:04.875552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:04.875635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:04.933364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:04.934151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:04.934229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:04.934261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:05.048832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:05.049006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:05.049050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:05.049080] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:05.052398] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=97.10%)
[2025-12-26T20:21:05.052683] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-12-26T20:21:05.052804] [INFO ] [sig       ] EDF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:05.195710] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EDF.txt
[2025-12-26T20:21:05.195868] [INFO ] [sig       ] [1036/3548] Completed EDF in 0.3s | 2.87 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-26T20:21:05.195908] [INFO ] [sig       ] [1037/3548] Forecasting EDN...
[2025-12-26T20:21:05.195937] [INFO ] [sig       ] Generating forecast for: EDN
[2025-12-26T20:21:05.195967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-12-26T20:21:05.206743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDN'.
[2025-12-26T20:21:05.207064] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-12-26T20:21:05.207874] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-12-26T20:21:05.207927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:05.207958] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:05.207984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:05.208042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:05.264938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:05.265621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:05.265700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:05.265731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:05.382063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:05.382208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:05.382250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:05.382279] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:05.385609] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: DOWN (p=9.16%)
[2025-12-26T20:21:05.385874] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-12-26T20:21:05.385994] [INFO ] [sig       ] EDN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:05.525650] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EDN.txt
[2025-12-26T20:21:05.525788] [INFO ] [sig       ] [1037/3548] Completed EDN in 0.3s | 2.87 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-26T20:21:05.525827] [INFO ] [sig       ] [1038/3548] Forecasting EE...
[2025-12-26T20:21:05.525855] [INFO ] [sig       ] Generating forecast for: EE
[2025-12-26T20:21:05.525885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-12-26T20:21:05.537160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2025-12-26T20:21:05.537483] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-12-26T20:21:05.538276] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-12-26T20:21:05.538327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:05.538358] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:05.538384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:05.538441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:05.596706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:05.597390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:05.597469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:05.597501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:05.717831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:05.717982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:05.718024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:05.718052] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:05.721535] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: DOWN (p=33.22%)
[2025-12-26T20:21:05.722015] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-12-26T20:21:05.722140] [INFO ] [sig       ] EE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:05.872010] [INFO ] [LOCAL     ] Saved forecast: EE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EE.txt
[2025-12-26T20:21:05.872140] [INFO ] [sig       ] [1038/3548] Completed EE in 0.3s | 2.87 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-26T20:21:05.872184] [INFO ] [sig       ] [1039/3548] Forecasting EEMA...
[2025-12-26T20:21:05.872214] [INFO ] [sig       ] Generating forecast for: EEMA
[2025-12-26T20:21:05.872244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2025-12-26T20:21:05.885606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2025-12-26T20:21:05.886048] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2025-12-26T20:21:05.886882] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2025-12-26T20:21:05.886934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:05.886966] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:05.886991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:05.887048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:05.946677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:05.947635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:05.947730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:05.947763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:06.072695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:06.072860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:06.072909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:06.072941] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:06.076382] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: UP (p=91.50%)
[2025-12-26T20:21:06.076751] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2025-12-26T20:21:06.076887] [INFO ] [sig       ] EEMA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:06.234418] [INFO ] [LOCAL     ] Saved forecast: EEMA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EEMA.txt
[2025-12-26T20:21:06.234598] [INFO ] [sig       ] [1039/3548] Completed EEMA in 0.4s | 2.87 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-26T20:21:06.234644] [INFO ] [sig       ] [1040/3548] Forecasting EEX...
[2025-12-26T20:21:06.234676] [INFO ] [sig       ] Generating forecast for: EEX
[2025-12-26T20:21:06.234709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-12-26T20:21:06.247155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2025-12-26T20:21:06.247607] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-12-26T20:21:06.248525] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-12-26T20:21:06.248617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:06.248687] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:06.248716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:06.248789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:06.312941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:06.313871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:06.313964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:06.313999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:06.442716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:06.443067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:06.443110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:06.443138] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:06.446714] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=37.79%)
[2025-12-26T20:21:06.446999] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-12-26T20:21:06.447125] [INFO ] [sig       ] EEX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:06.589921] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EEX.txt
[2025-12-26T20:21:06.590045] [INFO ] [sig       ] [1040/3548] Completed EEX in 0.4s | 2.87 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-26T20:21:06.590084] [INFO ] [sig       ] [1041/3548] Forecasting EFC...
[2025-12-26T20:21:06.590112] [INFO ] [sig       ] Generating forecast for: EFC
[2025-12-26T20:21:06.590143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-12-26T20:21:06.601252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2025-12-26T20:21:06.601587] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-12-26T20:21:06.602349] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-12-26T20:21:06.602400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:06.602431] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:06.602457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:06.602514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:06.659543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:06.660463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:06.660548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:06.660598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:06.772704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:06.772853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:06.772914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:06.772943] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:06.776278] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: UP (p=67.76%)
[2025-12-26T20:21:06.776545] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-12-26T20:21:06.776681] [INFO ] [sig       ] EFC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:06.917930] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EFC.txt
[2025-12-26T20:21:06.918047] [INFO ] [sig       ] [1041/3548] Completed EFC in 0.3s | 2.87 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-26T20:21:06.918085] [INFO ] [sig       ] [1042/3548] Forecasting EFSC...
[2025-12-26T20:21:06.918114] [INFO ] [sig       ] Generating forecast for: EFSC
[2025-12-26T20:21:06.918143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2025-12-26T20:21:06.929037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2025-12-26T20:21:06.929372] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2025-12-26T20:21:06.930174] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2025-12-26T20:21:06.930226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:06.930257] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:06.930284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:06.930341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:06.987915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:06.988611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:06.988689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:06.988721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:07.108206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:07.108362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:07.108403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:07.108431] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:07.111961] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-26T20:21:07.112248] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2025-12-26T20:21:07.112373] [INFO ] [sig       ] EFSC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:07.261886] [INFO ] [LOCAL     ] Saved forecast: EFSC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EFSC.txt
[2025-12-26T20:21:07.262055] [INFO ] [sig       ] [1042/3548] Completed EFSC in 0.3s | 2.87 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-26T20:21:07.262095] [INFO ] [sig       ] [1043/3548] Forecasting EFX...
[2025-12-26T20:21:07.262125] [INFO ] [sig       ] Generating forecast for: EFX
[2025-12-26T20:21:07.262157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-12-26T20:21:07.272952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2025-12-26T20:21:07.273260] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-12-26T20:21:07.274025] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-12-26T20:21:07.274076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:07.274106] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:07.274133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:07.274189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:07.330743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:07.331648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:07.331739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:07.331773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:07.448794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:07.448972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:07.449012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:07.449074] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:07.452488] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: DOWN (p=9.10%)
[2025-12-26T20:21:07.452797] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-12-26T20:21:07.452928] [INFO ] [sig       ] EFX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:07.594146] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EFX.txt
[2025-12-26T20:21:07.594271] [INFO ] [sig       ] [1043/3548] Completed EFX in 0.3s | 2.87 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-26T20:21:07.594309] [INFO ] [sig       ] [1044/3548] Forecasting EG...
[2025-12-26T20:21:07.594338] [INFO ] [sig       ] Generating forecast for: EG
[2025-12-26T20:21:07.594368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-12-26T20:21:07.610229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2025-12-26T20:21:07.610765] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-12-26T20:21:07.611616] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-12-26T20:21:07.611670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:07.611702] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:07.611729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:07.611786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:07.675139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:07.676078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:07.676170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:07.676203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:07.808301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:07.808472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:07.808517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:07.808544] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:07.812565] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: UP (p=99.56%)
[2025-12-26T20:21:07.812952] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-12-26T20:21:07.813102] [INFO ] [sig       ] EG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:07.957764] [INFO ] [LOCAL     ] Saved forecast: EG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EG.txt
[2025-12-26T20:21:07.957922] [INFO ] [sig       ] [1044/3548] Completed EG in 0.4s | 2.87 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-26T20:21:07.957962] [INFO ] [sig       ] [1045/3548] Forecasting EGAN...
[2025-12-26T20:21:07.957991] [INFO ] [sig       ] Generating forecast for: EGAN
[2025-12-26T20:21:07.958022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2025-12-26T20:21:07.968761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2025-12-26T20:21:07.969117] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2025-12-26T20:21:07.970128] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2025-12-26T20:21:07.970178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:07.970224] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:07.970252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:07.970311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:08.027059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:08.027823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:08.027901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:08.027933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:08.148396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:08.148554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:08.148620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:08.148652] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:08.152014] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: DOWN (p=4.03%)
[2025-12-26T20:21:08.152282] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2025-12-26T20:21:08.152403] [INFO ] [sig       ] EGAN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:08.307903] [INFO ] [LOCAL     ] Saved forecast: EGAN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EGAN.txt
[2025-12-26T20:21:08.308063] [INFO ] [sig       ] [1045/3548] Completed EGAN in 0.4s | 2.87 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-26T20:21:08.308109] [INFO ] [sig       ] [1046/3548] Forecasting EGBN...
[2025-12-26T20:21:08.308140] [INFO ] [sig       ] Generating forecast for: EGBN
[2025-12-26T20:21:08.308170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2025-12-26T20:21:08.320136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2025-12-26T20:21:08.320530] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2025-12-26T20:21:08.321398] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2025-12-26T20:21:08.321450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:08.321480] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:08.321506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:08.321594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:08.384401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:08.385328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:08.385431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:08.385463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:08.516244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:08.516394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:08.516435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:08.516463] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:08.520218] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: UP (p=78.54%)
[2025-12-26T20:21:08.520485] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2025-12-26T20:21:08.520624] [INFO ] [sig       ] EGBN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:08.660990] [INFO ] [LOCAL     ] Saved forecast: EGBN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EGBN.txt
[2025-12-26T20:21:08.661121] [INFO ] [sig       ] [1046/3548] Completed EGBN in 0.4s | 2.87 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-26T20:21:08.661160] [INFO ] [sig       ] [1047/3548] Forecasting EGP...
[2025-12-26T20:21:08.661189] [INFO ] [sig       ] Generating forecast for: EGP
[2025-12-26T20:21:08.661219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-12-26T20:21:08.673180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2025-12-26T20:21:08.673551] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-12-26T20:21:08.674334] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-12-26T20:21:08.674385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:08.674418] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:08.674445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:08.674503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:08.732360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:08.733285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:08.733362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:08.733394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:08.859849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:08.860005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:08.860048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:08.860077] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:08.864145] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=2.89%)
[2025-12-26T20:21:08.864429] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-12-26T20:21:08.864558] [INFO ] [sig       ] EGP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:09.065969] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EGP.txt
[2025-12-26T20:21:09.066141] [INFO ] [sig       ] [1047/3548] Completed EGP in 0.4s | 2.87 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-26T20:21:09.066198] [INFO ] [sig       ] [1048/3548] Forecasting EGY...
[2025-12-26T20:21:09.066244] [INFO ] [sig       ] Generating forecast for: EGY
[2025-12-26T20:21:09.066287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-12-26T20:21:09.079387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2025-12-26T20:21:09.079765] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-12-26T20:21:09.080613] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-12-26T20:21:09.080687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:09.080726] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:09.080758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:09.080816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:09.146646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:09.147478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:09.147596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:09.147650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:09.276070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:09.276243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:09.276300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:09.276335] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:09.280010] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: DOWN (p=6.96%)
[2025-12-26T20:21:09.280296] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-12-26T20:21:09.280426] [INFO ] [sig       ] EGY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:09.432928] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EGY.txt
[2025-12-26T20:21:09.433069] [INFO ] [sig       ] [1048/3548] Completed EGY in 0.4s | 2.87 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-26T20:21:09.433107] [INFO ] [sig       ] [1049/3548] Forecasting EH...
[2025-12-26T20:21:09.433142] [INFO ] [sig       ] Generating forecast for: EH
[2025-12-26T20:21:09.433174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2025-12-26T20:21:09.445545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2025-12-26T20:21:09.445947] [INFO ] [FORECASTER] Starting predict_future for EH
[2025-12-26T20:21:09.446810] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2025-12-26T20:21:09.446863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:09.446894] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:09.446921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:09.446980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:09.509217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:09.509946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:09.510022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:09.510054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:09.626972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:09.627124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:09.627167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:09.627194] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:09.630550] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: UP (p=66.85%)
[2025-12-26T20:21:09.630838] [INFO ] [FORECASTER] Completed predict_future for EH
[2025-12-26T20:21:09.630960] [INFO ] [sig       ] EH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:09.772877] [INFO ] [LOCAL     ] Saved forecast: EH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EH.txt
[2025-12-26T20:21:09.773032] [INFO ] [sig       ] [1049/3548] Completed EH in 0.3s | 2.87 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-26T20:21:09.773072] [INFO ] [sig       ] [1050/3548] Forecasting EHAB...
[2025-12-26T20:21:09.773102] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-12-26T20:21:09.773132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-12-26T20:21:09.784051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2025-12-26T20:21:09.784399] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-12-26T20:21:09.785172] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-12-26T20:21:09.785222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:09.785254] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:09.785281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:09.785339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:09.843589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:09.844431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:09.844512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:09.844596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:09.969968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:09.970120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:09.970163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:09.970192] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:09.973606] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: DOWN (p=4.12%)
[2025-12-26T20:21:09.973894] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-12-26T20:21:09.974023] [INFO ] [sig       ] EHAB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:10.121565] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EHAB.txt
[2025-12-26T20:21:10.121738] [INFO ] [sig       ] [1050/3548] Completed EHAB in 0.3s | 2.87 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-26T20:21:10.121777] [INFO ] [sig       ] [1051/3548] Forecasting EHC...
[2025-12-26T20:21:10.121808] [INFO ] [sig       ] Generating forecast for: EHC
[2025-12-26T20:21:10.121840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-12-26T20:21:10.133314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2025-12-26T20:21:10.133709] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-12-26T20:21:10.134462] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-12-26T20:21:10.134513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:10.134544] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:10.134588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:10.134649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:10.192649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:10.193457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:10.193539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:10.193587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:10.314041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:10.314238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:10.314286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:10.314316] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:10.318054] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: UP (p=80.13%)
[2025-12-26T20:21:10.318372] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-12-26T20:21:10.318493] [INFO ] [sig       ] EHC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:10.462095] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EHC.txt
[2025-12-26T20:21:10.462228] [INFO ] [sig       ] [1051/3548] Completed EHC in 0.3s | 2.87 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-26T20:21:10.462269] [INFO ] [sig       ] [1052/3548] Forecasting EHI...
[2025-12-26T20:21:10.462300] [INFO ] [sig       ] Generating forecast for: EHI
[2025-12-26T20:21:10.462339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-12-26T20:21:10.474964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2025-12-26T20:21:10.475306] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-12-26T20:21:10.476266] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-12-26T20:21:10.476318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:10.476349] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:10.476375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:10.476444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:10.535464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:10.536127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:10.536204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:10.536237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:10.652320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:10.652469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:10.652512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:10.652558] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:10.655907] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: DOWN (p=33.65%)
[2025-12-26T20:21:10.656180] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-12-26T20:21:10.656300] [INFO ] [sig       ] EHI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:10.796197] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EHI.txt
[2025-12-26T20:21:10.796329] [INFO ] [sig       ] [1052/3548] Completed EHI in 0.3s | 2.87 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-26T20:21:10.796368] [INFO ] [sig       ] [1053/3548] Forecasting EHTH...
[2025-12-26T20:21:10.796398] [INFO ] [sig       ] Generating forecast for: EHTH
[2025-12-26T20:21:10.796427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2025-12-26T20:21:10.808167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2025-12-26T20:21:10.808508] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2025-12-26T20:21:10.809408] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2025-12-26T20:21:10.809461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:10.809493] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:10.809520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:10.809602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:10.866713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:10.867483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:10.867590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:10.867625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:10.986856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:10.987012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:10.987053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:10.987081] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:10.990525] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: UP (p=82.79%)
[2025-12-26T20:21:10.990836] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2025-12-26T20:21:10.990964] [INFO ] [sig       ] EHTH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:11.142532] [INFO ] [LOCAL     ] Saved forecast: EHTH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EHTH.txt
[2025-12-26T20:21:11.142758] [INFO ] [sig       ] [1053/3548] Completed EHTH in 0.3s | 2.87 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-26T20:21:11.142813] [INFO ] [sig       ] [1054/3548] Forecasting EIC...
[2025-12-26T20:21:11.142853] [INFO ] [sig       ] Generating forecast for: EIC
[2025-12-26T20:21:11.142896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-12-26T20:21:11.154778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2025-12-26T20:21:11.155299] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-12-26T20:21:11.156343] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-12-26T20:21:11.156397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:11.156430] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:11.156458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:11.156516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:11.217098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:11.217980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:11.218062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:11.218096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:11.335054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:11.335202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:11.335244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:11.335273] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:11.338622] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: DOWN (p=41.19%)
[2025-12-26T20:21:11.338916] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-12-26T20:21:11.339042] [INFO ] [sig       ] EIC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:11.485847] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EIC.txt
[2025-12-26T20:21:11.485995] [INFO ] [sig       ] [1054/3548] Completed EIC in 0.3s | 2.87 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-26T20:21:11.486034] [INFO ] [sig       ] [1055/3548] Forecasting EIG...
[2025-12-26T20:21:11.486063] [INFO ] [sig       ] Generating forecast for: EIG
[2025-12-26T20:21:11.486094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-12-26T20:21:11.497249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2025-12-26T20:21:11.497661] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-12-26T20:21:11.498475] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-12-26T20:21:11.498528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:11.498560] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:11.498621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:11.498685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:11.559459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:11.560284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:11.560365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:11.560400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:11.676901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:11.677052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:11.677098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:11.677126] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:11.680478] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: DOWN (p=36.91%)
[2025-12-26T20:21:11.680764] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-12-26T20:21:11.680886] [INFO ] [sig       ] EIG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:11.828405] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EIG.txt
[2025-12-26T20:21:11.828597] [INFO ] [sig       ] [1055/3548] Completed EIG in 0.3s | 2.87 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-26T20:21:11.828640] [INFO ] [sig       ] [1056/3548] Forecasting EIX...
[2025-12-26T20:21:11.828673] [INFO ] [sig       ] Generating forecast for: EIX
[2025-12-26T20:21:11.828705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-12-26T20:21:11.842523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2025-12-26T20:21:11.842933] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-12-26T20:21:11.843861] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-12-26T20:21:11.843913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:11.843944] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:11.843970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:11.844042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:11.901309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:11.902164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:11.902264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:11.902298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:12.021996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:12.022154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:12.022197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:12.022226] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:12.025687] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: DOWN (p=10.49%)
[2025-12-26T20:21:12.025970] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-12-26T20:21:12.026100] [INFO ] [sig       ] EIX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:12.168956] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EIX.txt
[2025-12-26T20:21:12.169083] [INFO ] [sig       ] [1056/3548] Completed EIX in 0.3s | 2.87 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-26T20:21:12.169122] [INFO ] [sig       ] [1057/3548] Forecasting EL...
[2025-12-26T20:21:12.169151] [INFO ] [sig       ] Generating forecast for: EL
[2025-12-26T20:21:12.169183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-12-26T20:21:12.180110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EL'.
[2025-12-26T20:21:12.180413] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-12-26T20:21:12.181181] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-12-26T20:21:12.181232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:12.181292] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:12.181321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:12.181380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:12.238101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:12.238736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:12.238813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:12.238846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:12.363117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:12.363265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:12.363306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:12.363335] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:12.366736] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: DOWN (p=2.30%)
[2025-12-26T20:21:12.367015] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-12-26T20:21:12.367137] [INFO ] [sig       ] EL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:12.512276] [INFO ] [LOCAL     ] Saved forecast: EL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EL.txt
[2025-12-26T20:21:12.512441] [INFO ] [sig       ] [1057/3548] Completed EL in 0.3s | 2.87 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-26T20:21:12.512485] [INFO ] [sig       ] [1058/3548] Forecasting ELAB...
[2025-12-26T20:21:12.512517] [INFO ] [sig       ] Generating forecast for: ELAB
[2025-12-26T20:21:12.512547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2025-12-26T20:21:12.523860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2025-12-26T20:21:12.524266] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2025-12-26T20:21:12.525117] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2025-12-26T20:21:12.525193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:12.525225] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:12.525252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:12.525315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:12.588156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:12.589083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:12.589174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:12.589207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:12.719862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:12.720022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:12.720101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:12.720132] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:12.724194] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: DOWN (p=2.87%)
[2025-12-26T20:21:12.724628] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2025-12-26T20:21:12.724791] [INFO ] [sig       ] ELAB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:12.878606] [INFO ] [LOCAL     ] Saved forecast: ELAB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ELAB.txt
[2025-12-26T20:21:12.878739] [INFO ] [sig       ] [1058/3548] Completed ELAB in 0.4s | 2.87 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-26T20:21:12.878778] [INFO ] [sig       ] [1059/3548] Forecasting ELAN...
[2025-12-26T20:21:12.878807] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-12-26T20:21:12.878836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-12-26T20:21:12.890530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2025-12-26T20:21:12.890849] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-12-26T20:21:12.891671] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-12-26T20:21:12.891722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:12.891753] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:12.891779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:12.891836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:12.954551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:12.955340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:12.955421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:12.955453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:13.091139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:13.091294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:13.091336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:13.091363] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:13.094892] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: DOWN (p=34.00%)
[2025-12-26T20:21:13.095233] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-12-26T20:21:13.095369] [INFO ] [sig       ] ELAN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:13.236143] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ELAN.txt
[2025-12-26T20:21:13.236268] [INFO ] [sig       ] [1059/3548] Completed ELAN in 0.4s | 2.87 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-26T20:21:13.236306] [INFO ] [sig       ] [1060/3548] Forecasting ELC...
[2025-12-26T20:21:13.236335] [INFO ] [sig       ] Generating forecast for: ELC
[2025-12-26T20:21:13.236365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-12-26T20:21:13.247098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2025-12-26T20:21:13.247380] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-12-26T20:21:13.248174] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-12-26T20:21:13.248225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:13.248256] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:13.248282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:13.248339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:13.304519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:13.305125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:13.305200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:13.305232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:13.421377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:13.421523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:13.421590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:13.421666] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:13.425104] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: DOWN (p=48.98%)
[2025-12-26T20:21:13.425386] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-12-26T20:21:13.425505] [INFO ] [sig       ] ELC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:13.564853] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ELC.txt
[2025-12-26T20:21:13.564981] [INFO ] [sig       ] [1060/3548] Completed ELC in 0.3s | 2.87 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-26T20:21:13.565018] [INFO ] [sig       ] [1061/3548] Forecasting ELDN...
[2025-12-26T20:21:13.565047] [INFO ] [sig       ] Generating forecast for: ELDN
[2025-12-26T20:21:13.565084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2025-12-26T20:21:13.577460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2025-12-26T20:21:13.577819] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2025-12-26T20:21:13.578618] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2025-12-26T20:21:13.578669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:13.578700] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:13.578729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:13.578787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:13.635215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:13.635847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:13.635923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:13.635955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:13.751474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:13.751655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:13.751701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:13.751732] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:13.755136] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: UP (p=88.91%)
[2025-12-26T20:21:13.755409] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2025-12-26T20:21:13.755533] [INFO ] [sig       ] ELDN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:13.901082] [INFO ] [LOCAL     ] Saved forecast: ELDN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ELDN.txt
[2025-12-26T20:21:13.901217] [INFO ] [sig       ] [1061/3548] Completed ELDN in 0.3s | 2.87 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-26T20:21:13.901283] [INFO ] [sig       ] [1062/3548] Forecasting ELF...
[2025-12-26T20:21:13.901314] [INFO ] [sig       ] Generating forecast for: ELF
[2025-12-26T20:21:13.901345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-12-26T20:21:13.913003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2025-12-26T20:21:13.913348] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-12-26T20:21:13.914180] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-12-26T20:21:13.914231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:13.914261] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:13.914287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:13.914350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:13.972800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:13.973644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:13.973725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:13.973757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:14.093170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:14.093315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:14.093356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:14.093386] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:14.096743] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: DOWN (p=3.80%)
[2025-12-26T20:21:14.097015] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-12-26T20:21:14.097136] [INFO ] [sig       ] ELF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:14.240340] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ELF.txt
[2025-12-26T20:21:14.240486] [INFO ] [sig       ] [1062/3548] Completed ELF in 0.3s | 2.87 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-26T20:21:14.240524] [INFO ] [sig       ] [1063/3548] Forecasting ELME...
[2025-12-26T20:21:14.240553] [INFO ] [sig       ] Generating forecast for: ELME
[2025-12-26T20:21:14.240603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-12-26T20:21:14.254263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2025-12-26T20:21:14.254672] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-12-26T20:21:14.255460] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-12-26T20:21:14.255511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:14.255542] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:14.255587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:14.255649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:14.312340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:14.313215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:14.313298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:14.313330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:14.435309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:14.435457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:14.435499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:14.435527] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:14.438964] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: DOWN (p=7.56%)
[2025-12-26T20:21:14.439261] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-12-26T20:21:14.439384] [INFO ] [sig       ] ELME: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:14.581484] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ELME.txt
[2025-12-26T20:21:14.581657] [INFO ] [sig       ] [1063/3548] Completed ELME in 0.3s | 2.87 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-26T20:21:14.581698] [INFO ] [sig       ] [1064/3548] Forecasting ELS...
[2025-12-26T20:21:14.581730] [INFO ] [sig       ] Generating forecast for: ELS
[2025-12-26T20:21:14.581763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-12-26T20:21:14.594390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2025-12-26T20:21:14.594859] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-12-26T20:21:14.595764] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-12-26T20:21:14.595819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:14.595852] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:14.595884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:14.595966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:14.655820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:14.656727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:14.656823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:14.656863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:14.774662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:14.774822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:14.774871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:14.774900] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:14.778249] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: UP (p=98.82%)
[2025-12-26T20:21:14.778527] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-12-26T20:21:14.778667] [INFO ] [sig       ] ELS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:14.918306] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ELS.txt
[2025-12-26T20:21:14.918473] [INFO ] [sig       ] [1064/3548] Completed ELS in 0.3s | 2.87 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-26T20:21:14.918514] [INFO ] [sig       ] [1065/3548] Forecasting ELTX...
[2025-12-26T20:21:14.918543] [INFO ] [sig       ] Generating forecast for: ELTX
[2025-12-26T20:21:14.918592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2025-12-26T20:21:14.930057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2025-12-26T20:21:14.930444] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2025-12-26T20:21:14.931247] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2025-12-26T20:21:14.931299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:14.931329] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:14.931355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:14.931416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:14.987425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:14.988299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:14.988381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:14.988414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:15.109776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:15.109947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:15.110019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:15.110051] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:15.113648] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: DOWN (p=1.23%)
[2025-12-26T20:21:15.113936] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2025-12-26T20:21:15.114069] [INFO ] [sig       ] ELTX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:15.254653] [INFO ] [LOCAL     ] Saved forecast: ELTX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ELTX.txt
[2025-12-26T20:21:15.254814] [INFO ] [sig       ] [1065/3548] Completed ELTX in 0.3s | 2.87 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-26T20:21:15.254855] [INFO ] [sig       ] [1066/3548] Forecasting ELVA...
[2025-12-26T20:21:15.254884] [INFO ] [sig       ] Generating forecast for: ELVA
[2025-12-26T20:21:15.254914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2025-12-26T20:21:15.266796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2025-12-26T20:21:15.267226] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2025-12-26T20:21:15.268082] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2025-12-26T20:21:15.268134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:15.268166] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:15.268192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:15.268250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:15.325812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:15.326593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:15.326676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:15.326709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:15.441023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:15.441178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:15.441221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:15.441248] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:15.444642] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: UP (p=98.68%)
[2025-12-26T20:21:15.444917] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2025-12-26T20:21:15.445040] [INFO ] [sig       ] ELVA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:15.583562] [INFO ] [LOCAL     ] Saved forecast: ELVA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ELVA.txt
[2025-12-26T20:21:15.583744] [INFO ] [sig       ] [1066/3548] Completed ELVA in 0.3s | 2.87 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-26T20:21:15.583782] [INFO ] [sig       ] [1067/3548] Forecasting ELVN...
[2025-12-26T20:21:15.583811] [INFO ] [sig       ] Generating forecast for: ELVN
[2025-12-26T20:21:15.583862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2025-12-26T20:21:15.596492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2025-12-26T20:21:15.596935] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2025-12-26T20:21:15.597770] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2025-12-26T20:21:15.597823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:15.597854] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:15.597880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:15.597937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:15.658795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:15.659752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:15.659866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:15.659900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:15.787225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:15.787396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:15.787463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:15.787511] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:15.791345] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: UP (p=50.88%)
[2025-12-26T20:21:15.791653] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2025-12-26T20:21:15.791790] [INFO ] [sig       ] ELVN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:15.935134] [INFO ] [LOCAL     ] Saved forecast: ELVN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ELVN.txt
[2025-12-26T20:21:15.935264] [INFO ] [sig       ] [1067/3548] Completed ELVN in 0.4s | 2.87 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-26T20:21:15.935304] [INFO ] [sig       ] [1068/3548] Forecasting ELWS...
[2025-12-26T20:21:15.935334] [INFO ] [sig       ] Generating forecast for: ELWS
[2025-12-26T20:21:15.935365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'.
[2025-12-26T20:21:15.945877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELWS'.
[2025-12-26T20:21:15.946298] [INFO ] [FORECASTER] Starting predict_future for ELWS
[2025-12-26T20:21:15.947162] [DEBUG] [LOCAL     ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt
[2025-12-26T20:21:15.947216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:15.947248] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:15.947274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:15.947332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:16.003993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:16.004871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:16.004955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:16.004986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:16.118461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:16.118623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:16.118669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:16.118699] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:16.122124] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: UP (p=91.48%)
[2025-12-26T20:21:16.122400] [INFO ] [FORECASTER] Completed predict_future for ELWS
[2025-12-26T20:21:16.122526] [INFO ] [sig       ] ELWS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:16.262519] [INFO ] [LOCAL     ] Saved forecast: ELWS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ELWS.txt
[2025-12-26T20:21:16.262645] [INFO ] [sig       ] [1068/3548] Completed ELWS in 0.3s | 2.87 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-26T20:21:16.262684] [INFO ] [sig       ] [1069/3548] Forecasting EM...
[2025-12-26T20:21:16.262713] [INFO ] [sig       ] Generating forecast for: EM
[2025-12-26T20:21:16.262742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2025-12-26T20:21:16.273190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2025-12-26T20:21:16.273503] [INFO ] [FORECASTER] Starting predict_future for EM
[2025-12-26T20:21:16.274374] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2025-12-26T20:21:16.274427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:16.274471] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:16.274499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:16.274557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:16.332455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:16.333336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:16.333421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:16.333452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:16.449466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:16.449635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:16.449680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:16.449712] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:16.453148] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: DOWN (p=38.24%)
[2025-12-26T20:21:16.453444] [INFO ] [FORECASTER] Completed predict_future for EM
[2025-12-26T20:21:16.453594] [INFO ] [sig       ] EM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:16.614267] [INFO ] [LOCAL     ] Saved forecast: EM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EM.txt
[2025-12-26T20:21:16.614442] [INFO ] [sig       ] [1069/3548] Completed EM in 0.4s | 2.87 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-26T20:21:16.614483] [INFO ] [sig       ] [1070/3548] Forecasting EMB...
[2025-12-26T20:21:16.614513] [INFO ] [sig       ] Generating forecast for: EMB
[2025-12-26T20:21:16.614545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2025-12-26T20:21:16.628401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2025-12-26T20:21:16.628820] [INFO ] [FORECASTER] Starting predict_future for EMB
[2025-12-26T20:21:16.629803] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2025-12-26T20:21:16.629861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:16.629896] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:16.629923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:16.629983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:16.688500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:16.689278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:16.689363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:16.689395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:16.810866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:16.811017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:16.811061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:16.811092] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:16.814518] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: UP (p=93.48%)
[2025-12-26T20:21:16.814815] [INFO ] [FORECASTER] Completed predict_future for EMB
[2025-12-26T20:21:16.814943] [INFO ] [sig       ] EMB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:16.955674] [INFO ] [LOCAL     ] Saved forecast: EMB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EMB.txt
[2025-12-26T20:21:16.955827] [INFO ] [sig       ] [1070/3548] Completed EMB in 0.3s | 2.87 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-26T20:21:16.955870] [INFO ] [sig       ] [1071/3548] Forecasting EMBC...
[2025-12-26T20:21:16.955900] [INFO ] [sig       ] Generating forecast for: EMBC
[2025-12-26T20:21:16.955930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2025-12-26T20:21:16.966962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2025-12-26T20:21:16.967313] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2025-12-26T20:21:16.968096] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2025-12-26T20:21:16.968148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:16.968179] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:16.968206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:16.968263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:17.027148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:17.027948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:17.028028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:17.028061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:17.148321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:17.148468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:17.148510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:17.148538] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:17.152141] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: DOWN (p=34.18%)
[2025-12-26T20:21:17.152431] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2025-12-26T20:21:17.152602] [INFO ] [sig       ] EMBC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:17.293616] [INFO ] [LOCAL     ] Saved forecast: EMBC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EMBC.txt
[2025-12-26T20:21:17.293760] [INFO ] [sig       ] [1071/3548] Completed EMBC in 0.3s | 2.87 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-26T20:21:17.293800] [INFO ] [sig       ] [1072/3548] Forecasting EMD...
[2025-12-26T20:21:17.293830] [INFO ] [sig       ] Generating forecast for: EMD
[2025-12-26T20:21:17.293860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-12-26T20:21:17.305971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2025-12-26T20:21:17.306330] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-12-26T20:21:17.307145] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-12-26T20:21:17.307197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:17.307228] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:17.307256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:17.307313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:17.363958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:17.364832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:17.364911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:17.364944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:17.491882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:17.492046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:17.492098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:17.492129] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:17.495798] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=81.04%)
[2025-12-26T20:21:17.496096] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-12-26T20:21:17.496225] [INFO ] [sig       ] EMD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:17.636827] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EMD.txt
[2025-12-26T20:21:17.636957] [INFO ] [sig       ] [1072/3548] Completed EMD in 0.3s | 2.87 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-26T20:21:17.636995] [INFO ] [sig       ] [1073/3548] Forecasting EMF...
[2025-12-26T20:21:17.637030] [INFO ] [sig       ] Generating forecast for: EMF
[2025-12-26T20:21:17.637061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-12-26T20:21:17.647705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2025-12-26T20:21:17.648038] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-12-26T20:21:17.648818] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-12-26T20:21:17.648870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:17.648922] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:17.648951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:17.649009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:17.705509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:17.706190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:17.706266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:17.706298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:17.818158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:17.818305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:17.818347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:17.818376] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:17.821742] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: DOWN (p=35.54%)
[2025-12-26T20:21:17.822013] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-12-26T20:21:17.822140] [INFO ] [sig       ] EMF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:17.962590] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EMF.txt
[2025-12-26T20:21:17.962714] [INFO ] [sig       ] [1073/3548] Completed EMF in 0.3s | 2.87 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-26T20:21:17.962751] [INFO ] [sig       ] [1074/3548] Forecasting EMN...
[2025-12-26T20:21:17.962780] [INFO ] [sig       ] Generating forecast for: EMN
[2025-12-26T20:21:17.962810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-12-26T20:21:17.973701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2025-12-26T20:21:17.974033] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-12-26T20:21:17.974857] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-12-26T20:21:17.974908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:17.974969] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:17.974997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:17.975054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:18.033170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:18.033943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:18.034021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:18.034053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:18.158036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:18.158206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:18.158254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:18.158284] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:18.161814] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: UP (p=53.18%)
[2025-12-26T20:21:18.162089] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-12-26T20:21:18.162210] [INFO ] [sig       ] EMN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:18.303094] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EMN.txt
[2025-12-26T20:21:18.303252] [INFO ] [sig       ] [1074/3548] Completed EMN in 0.3s | 2.87 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-26T20:21:18.303293] [INFO ] [sig       ] [1075/3548] Forecasting EMO...
[2025-12-26T20:21:18.303322] [INFO ] [sig       ] Generating forecast for: EMO
[2025-12-26T20:21:18.303352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-12-26T20:21:18.314433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2025-12-26T20:21:18.314833] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-12-26T20:21:18.315619] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-12-26T20:21:18.315670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:18.315701] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:18.315727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:18.315789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:18.372425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:18.373277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:18.373355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:18.373386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:18.487170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:18.487333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:18.487381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:18.487410] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:18.491004] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: UP (p=53.94%)
[2025-12-26T20:21:18.491330] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-12-26T20:21:18.491468] [INFO ] [sig       ] EMO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:18.642945] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EMO.txt
[2025-12-26T20:21:18.643074] [INFO ] [sig       ] [1075/3548] Completed EMO in 0.3s | 2.87 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-26T20:21:18.643112] [INFO ] [sig       ] [1076/3548] Forecasting EMXC...
[2025-12-26T20:21:18.643142] [INFO ] [sig       ] Generating forecast for: EMXC
[2025-12-26T20:21:18.643171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2025-12-26T20:21:18.654064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2025-12-26T20:21:18.654371] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2025-12-26T20:21:18.655148] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2025-12-26T20:21:18.655200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:18.655231] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:18.655258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:18.655314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:18.714281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:18.715095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:18.715173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:18.715204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:18.839428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:18.839618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:18.839664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:18.839710] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:18.843208] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: UP (p=91.99%)
[2025-12-26T20:21:18.843480] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2025-12-26T20:21:18.843620] [INFO ] [sig       ] EMXC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:18.993248] [INFO ] [LOCAL     ] Saved forecast: EMXC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EMXC.txt
[2025-12-26T20:21:18.993408] [INFO ] [sig       ] [1076/3548] Completed EMXC in 0.4s | 2.87 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-26T20:21:18.993449] [INFO ] [sig       ] [1077/3548] Forecasting ENB...
[2025-12-26T20:21:18.993479] [INFO ] [sig       ] Generating forecast for: ENB
[2025-12-26T20:21:18.993512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-12-26T20:21:19.004706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2025-12-26T20:21:19.005051] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-12-26T20:21:19.005941] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-12-26T20:21:19.005996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:19.006028] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:19.006056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:19.006121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:19.067804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:19.068760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:19.068863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:19.068919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:19.202383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:19.202534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:19.202595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:19.202679] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:19.206459] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: UP (p=54.18%)
[2025-12-26T20:21:19.206774] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-12-26T20:21:19.206940] [INFO ] [sig       ] ENB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:19.356763] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ENB.txt
[2025-12-26T20:21:19.356905] [INFO ] [sig       ] [1077/3548] Completed ENB in 0.4s | 2.87 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-26T20:21:19.356946] [INFO ] [sig       ] [1078/3548] Forecasting ENGN...
[2025-12-26T20:21:19.356976] [INFO ] [sig       ] Generating forecast for: ENGN
[2025-12-26T20:21:19.357008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2025-12-26T20:21:19.368954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2025-12-26T20:21:19.369301] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2025-12-26T20:21:19.370108] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2025-12-26T20:21:19.370171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:19.370206] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:19.370232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:19.370292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:19.430261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:19.431155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:19.431248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:19.431310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:19.567927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:19.568106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:19.568154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:19.568185] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:19.572252] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: UP (p=71.87%)
[2025-12-26T20:21:19.572552] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2025-12-26T20:21:19.572704] [INFO ] [sig       ] ENGN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:19.732954] [INFO ] [LOCAL     ] Saved forecast: ENGN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ENGN.txt
[2025-12-26T20:21:19.733135] [INFO ] [sig       ] [1078/3548] Completed ENGN in 0.4s | 2.87 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-26T20:21:19.733192] [INFO ] [sig       ] [1079/3548] Forecasting ENIC...
[2025-12-26T20:21:19.733228] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-12-26T20:21:19.733266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-12-26T20:21:19.744918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENIC'.
[2025-12-26T20:21:19.745282] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-12-26T20:21:19.746119] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-12-26T20:21:19.746173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:19.746206] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:19.746235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:19.746296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:19.809427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:19.810090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:19.810170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:19.810203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:19.937452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:19.937628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:19.937675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:19.937707] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:19.941808] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: DOWN (p=7.81%)
[2025-12-26T20:21:19.942105] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-12-26T20:21:19.942245] [INFO ] [sig       ] ENIC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:20.105316] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ENIC.txt
[2025-12-26T20:21:20.105485] [INFO ] [sig       ] [1079/3548] Completed ENIC in 0.4s | 2.87 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-26T20:21:20.105532] [INFO ] [sig       ] [1080/3548] Forecasting ENPH...
[2025-12-26T20:21:20.105591] [INFO ] [sig       ] Generating forecast for: ENPH
[2025-12-26T20:21:20.105644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2025-12-26T20:21:20.117563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2025-12-26T20:21:20.117920] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2025-12-26T20:21:20.118807] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2025-12-26T20:21:20.118866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:20.118937] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:20.118967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:20.119041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:20.205556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:20.206627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:20.206729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:20.206778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:20.353591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:20.353748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:20.353829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:20.353864] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:20.357482] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: UP (p=99.74%)
[2025-12-26T20:21:20.357784] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2025-12-26T20:21:20.357911] [INFO ] [sig       ] ENPH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:20.545701] [INFO ] [LOCAL     ] Saved forecast: ENPH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ENPH.txt
[2025-12-26T20:21:20.545860] [INFO ] [sig       ] [1080/3548] Completed ENPH in 0.4s | 2.87 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-26T20:21:20.545899] [INFO ] [sig       ] [1081/3548] Forecasting ENS...
[2025-12-26T20:21:20.545927] [INFO ] [sig       ] Generating forecast for: ENS
[2025-12-26T20:21:20.545958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-12-26T20:21:20.559150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2025-12-26T20:21:20.559559] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-12-26T20:21:20.560410] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-12-26T20:21:20.560464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:20.560497] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:20.560524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:20.560602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:20.622941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:20.624058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:20.624152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:20.624188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:20.742761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:20.742920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:20.742963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:20.742991] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:20.746418] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: DOWN (p=13.80%)
[2025-12-26T20:21:20.746728] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-12-26T20:21:20.746856] [INFO ] [sig       ] ENS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:20.901257] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ENS.txt
[2025-12-26T20:21:20.901411] [INFO ] [sig       ] [1081/3548] Completed ENS in 0.4s | 2.87 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-26T20:21:20.901451] [INFO ] [sig       ] [1082/3548] Forecasting ENSC...
[2025-12-26T20:21:20.901480] [INFO ] [sig       ] Generating forecast for: ENSC
[2025-12-26T20:21:20.901511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'.
[2025-12-26T20:21:20.912388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSC'.
[2025-12-26T20:21:20.912729] [INFO ] [FORECASTER] Starting predict_future for ENSC
[2025-12-26T20:21:20.913707] [DEBUG] [LOCAL     ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt
[2025-12-26T20:21:20.913771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:20.913803] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:20.913829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:20.913886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:20.973984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:20.974823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:20.974907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:20.974939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:21.100696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:21.100853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:21.100907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:21.100943] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:21.104871] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: DOWN (p=39.21%)
[2025-12-26T20:21:21.105146] [INFO ] [FORECASTER] Completed predict_future for ENSC
[2025-12-26T20:21:21.105270] [INFO ] [sig       ] ENSC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:21.257038] [INFO ] [LOCAL     ] Saved forecast: ENSC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ENSC.txt
[2025-12-26T20:21:21.257189] [INFO ] [sig       ] [1082/3548] Completed ENSC in 0.4s | 2.87 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-26T20:21:21.257231] [INFO ] [sig       ] [1083/3548] Forecasting ENSG...
[2025-12-26T20:21:21.257260] [INFO ] [sig       ] Generating forecast for: ENSG
[2025-12-26T20:21:21.257292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2025-12-26T20:21:21.269646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2025-12-26T20:21:21.270028] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2025-12-26T20:21:21.271045] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2025-12-26T20:21:21.271098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:21.271130] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:21.271157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:21.271216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:21.331998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:21.332867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:21.332951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:21.332984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:21.456451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:21.456615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:21.456659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:21.456687] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:21.460048] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: DOWN (p=37.83%)
[2025-12-26T20:21:21.460317] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2025-12-26T20:21:21.460437] [INFO ] [sig       ] ENSG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:21.610971] [INFO ] [LOCAL     ] Saved forecast: ENSG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ENSG.txt
[2025-12-26T20:21:21.611124] [INFO ] [sig       ] [1083/3548] Completed ENSG in 0.4s | 2.87 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-26T20:21:21.611164] [INFO ] [sig       ] [1084/3548] Forecasting ENTA...
[2025-12-26T20:21:21.611194] [INFO ] [sig       ] Generating forecast for: ENTA
[2025-12-26T20:21:21.611230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2025-12-26T20:21:21.622980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2025-12-26T20:21:21.623433] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2025-12-26T20:21:21.624436] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2025-12-26T20:21:21.624491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:21.624522] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:21.624550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:21.624624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:21.683085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:21.684055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:21.684220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:21.684280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:21.809428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:21.809617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:21.809662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:21.809691] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:21.813100] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-12-26T20:21:21.813381] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2025-12-26T20:21:21.813502] [INFO ] [sig       ] ENTA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:21.954457] [INFO ] [LOCAL     ] Saved forecast: ENTA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ENTA.txt
[2025-12-26T20:21:21.954604] [INFO ] [sig       ] [1084/3548] Completed ENTA in 0.3s | 2.87 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-26T20:21:21.954643] [INFO ] [sig       ] [1085/3548] Forecasting ENTG...
[2025-12-26T20:21:21.954673] [INFO ] [sig       ] Generating forecast for: ENTG
[2025-12-26T20:21:21.954703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2025-12-26T20:21:21.966871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2025-12-26T20:21:21.967259] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2025-12-26T20:21:21.968058] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2025-12-26T20:21:21.968110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:21.968141] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:21.968167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:21.968225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:22.027073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:22.027986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:22.028075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:22.028108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:22.154685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:22.154841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:22.154886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:22.154915] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:22.158701] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: UP (p=89.87%)
[2025-12-26T20:21:22.159009] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2025-12-26T20:21:22.159327] [INFO ] [sig       ] ENTG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:22.309302] [INFO ] [LOCAL     ] Saved forecast: ENTG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ENTG.txt
[2025-12-26T20:21:22.309469] [INFO ] [sig       ] [1085/3548] Completed ENTG in 0.4s | 2.87 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-26T20:21:22.309509] [INFO ] [sig       ] [1086/3548] Forecasting ENTX...
[2025-12-26T20:21:22.309539] [INFO ] [sig       ] Generating forecast for: ENTX
[2025-12-26T20:21:22.309569] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2025-12-26T20:21:22.321959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2025-12-26T20:21:22.322335] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2025-12-26T20:21:22.323326] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2025-12-26T20:21:22.323377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:22.323407] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:22.323433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:22.323489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:22.380887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:22.381736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:22.381818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:22.381851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:22.499000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:22.499154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:22.499196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:22.499224] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:22.502776] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: DOWN (p=33.89%)
[2025-12-26T20:21:22.503051] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2025-12-26T20:21:22.503350] [INFO ] [sig       ] ENTX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:22.648260] [INFO ] [LOCAL     ] Saved forecast: ENTX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ENTX.txt
[2025-12-26T20:21:22.648415] [INFO ] [sig       ] [1086/3548] Completed ENTX in 0.3s | 2.87 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-26T20:21:22.648454] [INFO ] [sig       ] [1087/3548] Forecasting ENVA...
[2025-12-26T20:21:22.648482] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-12-26T20:21:22.648512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-12-26T20:21:22.660611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2025-12-26T20:21:22.661013] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-12-26T20:21:22.661890] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-12-26T20:21:22.661943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:22.661977] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:22.662003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:22.662063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:22.721273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:22.722126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:22.722208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:22.722240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:22.848898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:22.849053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:22.849095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:22.849123] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:22.852704] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=95.12%)
[2025-12-26T20:21:22.852973] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-12-26T20:21:22.853291] [INFO ] [sig       ] ENVA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:22.999741] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ENVA.txt
[2025-12-26T20:21:22.999923] [INFO ] [sig       ] [1087/3548] Completed ENVA in 0.4s | 2.87 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-26T20:21:22.999977] [INFO ] [sig       ] [1088/3548] Forecasting ENVB...
[2025-12-26T20:21:23.000018] [INFO ] [sig       ] Generating forecast for: ENVB
[2025-12-26T20:21:23.000060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2025-12-26T20:21:23.011657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2025-12-26T20:21:23.012033] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2025-12-26T20:21:23.012817] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2025-12-26T20:21:23.012867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:23.012899] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:23.012925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:23.012987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:23.071956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:23.072881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:23.072976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:23.073008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:23.191080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:23.191232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:23.191274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:23.191303] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:23.194766] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: DOWN (p=6.85%)
[2025-12-26T20:21:23.195077] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2025-12-26T20:21:23.195208] [INFO ] [sig       ] ENVB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:23.337010] [INFO ] [LOCAL     ] Saved forecast: ENVB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ENVB.txt
[2025-12-26T20:21:23.337166] [INFO ] [sig       ] [1088/3548] Completed ENVB in 0.3s | 2.87 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-26T20:21:23.337211] [INFO ] [sig       ] [1089/3548] Forecasting ENVX...
[2025-12-26T20:21:23.337253] [INFO ] [sig       ] Generating forecast for: ENVX
[2025-12-26T20:21:23.337292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2025-12-26T20:21:23.347953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2025-12-26T20:21:23.348301] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2025-12-26T20:21:23.349110] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2025-12-26T20:21:23.349161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:23.349192] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:23.349217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:23.349279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:23.407336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:23.408013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:23.408091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:23.408124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:23.530131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:23.530281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:23.530323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:23.530352] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:23.533741] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: UP (p=66.67%)
[2025-12-26T20:21:23.534017] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2025-12-26T20:21:23.534145] [INFO ] [sig       ] ENVX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:23.682506] [INFO ] [LOCAL     ] Saved forecast: ENVX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ENVX.txt
[2025-12-26T20:21:23.682679] [INFO ] [sig       ] [1089/3548] Completed ENVX in 0.3s | 2.87 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-26T20:21:23.682720] [INFO ] [sig       ] [1090/3548] Forecasting EOD...
[2025-12-26T20:21:23.682749] [INFO ] [sig       ] Generating forecast for: EOD
[2025-12-26T20:21:23.682778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-12-26T20:21:23.693810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2025-12-26T20:21:23.694187] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-12-26T20:21:23.695069] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-12-26T20:21:23.695122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:23.695154] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:23.695182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:23.695244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:23.752472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:23.753534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:23.753628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:23.753661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:23.879746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:23.879879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:23.879919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:23.879948] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:23.883316] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=24.34%)
[2025-12-26T20:21:23.883602] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-12-26T20:21:23.883727] [INFO ] [sig       ] EOD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:24.041362] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EOD.txt
[2025-12-26T20:21:24.041486] [INFO ] [sig       ] [1090/3548] Completed EOD in 0.4s | 2.87 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-26T20:21:24.041523] [INFO ] [sig       ] [1091/3548] Forecasting EOG...
[2025-12-26T20:21:24.041553] [INFO ] [sig       ] Generating forecast for: EOG
[2025-12-26T20:21:24.041601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-12-26T20:21:24.052607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2025-12-26T20:21:24.052918] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-12-26T20:21:24.053696] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-12-26T20:21:24.053746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:24.053804] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:24.053832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:24.053890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:24.112799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:24.113655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:24.113733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:24.113765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:24.233657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:24.233765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:24.233803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:24.233831] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:24.237305] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: DOWN (p=16.40%)
[2025-12-26T20:21:24.237563] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-12-26T20:21:24.237700] [INFO ] [sig       ] EOG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:24.376411] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EOG.txt
[2025-12-26T20:21:24.376518] [INFO ] [sig       ] [1091/3548] Completed EOG in 0.3s | 2.87 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-26T20:21:24.376556] [INFO ] [sig       ] [1092/3548] Forecasting EOI...
[2025-12-26T20:21:24.376603] [INFO ] [sig       ] Generating forecast for: EOI
[2025-12-26T20:21:24.376635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-12-26T20:21:24.387345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2025-12-26T20:21:24.387664] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-12-26T20:21:24.388413] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-12-26T20:21:24.388463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:24.388493] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:24.388520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:24.388592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:24.445196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:24.446000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:24.446077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:24.446108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:24.568765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:24.568933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:24.568987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:24.569018] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:24.572377] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: UP (p=55.97%)
[2025-12-26T20:21:24.572682] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-12-26T20:21:24.572816] [INFO ] [sig       ] EOI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:24.712079] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EOI.txt
[2025-12-26T20:21:24.712192] [INFO ] [sig       ] [1092/3548] Completed EOI in 0.3s | 2.87 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-26T20:21:24.712229] [INFO ] [sig       ] [1093/3548] Forecasting EOLS...
[2025-12-26T20:21:24.712257] [INFO ] [sig       ] Generating forecast for: EOLS
[2025-12-26T20:21:24.712287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2025-12-26T20:21:24.722986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2025-12-26T20:21:24.723328] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2025-12-26T20:21:24.724102] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2025-12-26T20:21:24.724166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:24.724199] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:24.724227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:24.724285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:24.780433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:24.781046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:24.781121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:24.781153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:24.899347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:24.899480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:24.899520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:24.899548] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:24.902885] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2025-12-26T20:21:24.903161] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2025-12-26T20:21:24.903286] [INFO ] [sig       ] EOLS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:25.043593] [INFO ] [LOCAL     ] Saved forecast: EOLS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EOLS.txt
[2025-12-26T20:21:25.043729] [INFO ] [sig       ] [1093/3548] Completed EOLS in 0.3s | 2.87 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-26T20:21:25.043767] [INFO ] [sig       ] [1094/3548] Forecasting EOS...
[2025-12-26T20:21:25.043797] [INFO ] [sig       ] Generating forecast for: EOS
[2025-12-26T20:21:25.043828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-12-26T20:21:25.054532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2025-12-26T20:21:25.054865] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-12-26T20:21:25.055639] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-12-26T20:21:25.055690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:25.055720] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:25.055746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:25.055803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:25.112462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:25.113100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:25.113177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:25.113209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:25.239739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:25.239929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:25.239977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:25.240039] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:25.243527] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: UP (p=74.83%)
[2025-12-26T20:21:25.243822] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-12-26T20:21:25.243944] [INFO ] [sig       ] EOS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:25.385042] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EOS.txt
[2025-12-26T20:21:25.385160] [INFO ] [sig       ] [1094/3548] Completed EOS in 0.3s | 2.87 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-26T20:21:25.385197] [INFO ] [sig       ] [1095/3548] Forecasting EOSE...
[2025-12-26T20:21:25.385225] [INFO ] [sig       ] Generating forecast for: EOSE
[2025-12-26T20:21:25.385256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2025-12-26T20:21:25.396309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2025-12-26T20:21:25.396668] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2025-12-26T20:21:25.397441] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2025-12-26T20:21:25.397492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:25.397523] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:25.397550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:25.397635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:25.454411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:25.455075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:25.455151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:25.455183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:25.574297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:25.574647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:25.574689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:25.574716] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:25.578047] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: UP (p=55.65%)
[2025-12-26T20:21:25.578310] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2025-12-26T20:21:25.578430] [INFO ] [sig       ] EOSE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:25.719707] [INFO ] [LOCAL     ] Saved forecast: EOSE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EOSE.txt
[2025-12-26T20:21:25.719831] [INFO ] [sig       ] [1095/3548] Completed EOSE in 0.3s | 2.87 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-26T20:21:25.719869] [INFO ] [sig       ] [1096/3548] Forecasting EPAC...
[2025-12-26T20:21:25.719899] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-12-26T20:21:25.719928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-12-26T20:21:25.730354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2025-12-26T20:21:25.730680] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-12-26T20:21:25.731442] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-12-26T20:21:25.731492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:25.731523] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:25.731548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:25.731626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:25.789244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:25.789876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:25.789952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:25.789983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:25.913715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:25.913904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:25.913958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:25.913989] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:25.917483] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: DOWN (p=38.86%)
[2025-12-26T20:21:25.917780] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-12-26T20:21:25.917903] [INFO ] [sig       ] EPAC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:26.057801] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EPAC.txt
[2025-12-26T20:21:26.057952] [INFO ] [sig       ] [1096/3548] Completed EPAC in 0.3s | 2.87 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-26T20:21:26.057998] [INFO ] [sig       ] [1097/3548] Forecasting EPAM...
[2025-12-26T20:21:26.058029] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-12-26T20:21:26.058059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-12-26T20:21:26.069290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2025-12-26T20:21:26.069662] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-12-26T20:21:26.070423] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-12-26T20:21:26.070473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:26.070504] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:26.070530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:26.070608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:26.128039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:26.129105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:26.129385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:26.129417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:26.249814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:26.249935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:26.249975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:26.250002] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:26.253777] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: UP (p=59.46%)
[2025-12-26T20:21:26.254049] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-12-26T20:21:26.254170] [INFO ] [sig       ] EPAM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:26.394815] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EPAM.txt
[2025-12-26T20:21:26.394934] [INFO ] [sig       ] [1097/3548] Completed EPAM in 0.3s | 2.87 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-26T20:21:26.394973] [INFO ] [sig       ] [1098/3548] Forecasting EPC...
[2025-12-26T20:21:26.395002] [INFO ] [sig       ] Generating forecast for: EPC
[2025-12-26T20:21:26.395032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-12-26T20:21:26.406065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2025-12-26T20:21:26.406422] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-12-26T20:21:26.407426] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-12-26T20:21:26.407479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:26.407511] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:26.407537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:26.407617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:26.466425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:26.467089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:26.467164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:26.467196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:26.588564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:26.588733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:26.588776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:26.588803] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:26.592413] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: DOWN (p=43.00%)
[2025-12-26T20:21:26.592703] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-12-26T20:21:26.592842] [INFO ] [sig       ] EPC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:26.732779] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EPC.txt
[2025-12-26T20:21:26.732901] [INFO ] [sig       ] [1098/3548] Completed EPC in 0.3s | 2.87 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-26T20:21:26.732938] [INFO ] [sig       ] [1099/3548] Forecasting EPD...
[2025-12-26T20:21:26.732968] [INFO ] [sig       ] Generating forecast for: EPD
[2025-12-26T20:21:26.732997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-12-26T20:21:26.745458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2025-12-26T20:21:26.745802] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-12-26T20:21:26.746842] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-12-26T20:21:26.746894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:26.746926] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:26.746953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:26.747012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:26.804340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:26.805123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:26.805203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:26.805235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:26.928439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:26.928611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:26.928657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:26.928685] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:26.932587] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: DOWN (p=37.69%)
[2025-12-26T20:21:26.932918] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-12-26T20:21:26.933058] [INFO ] [sig       ] EPD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:27.082712] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EPD.txt
[2025-12-26T20:21:27.082848] [INFO ] [sig       ] [1099/3548] Completed EPD in 0.3s | 2.87 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-26T20:21:27.082888] [INFO ] [sig       ] [1100/3548] Forecasting EPSN...
[2025-12-26T20:21:27.082918] [INFO ] [sig       ] Generating forecast for: EPSN
[2025-12-26T20:21:27.082948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2025-12-26T20:21:27.094328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2025-12-26T20:21:27.094691] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2025-12-26T20:21:27.095700] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2025-12-26T20:21:27.095751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:27.095781] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:27.095807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:27.095865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:27.160006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:27.161442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:27.161533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:27.161567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:27.284536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:27.284710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:27.284771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:27.284801] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:27.288273] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: UP (p=98.37%)
[2025-12-26T20:21:27.288553] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2025-12-26T20:21:27.288700] [INFO ] [sig       ] EPSN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:27.428090] [INFO ] [LOCAL     ] Saved forecast: EPSN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EPSN.txt
[2025-12-26T20:21:27.428243] [INFO ] [sig       ] [1100/3548] Completed EPSN in 0.3s | 2.87 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-26T20:21:27.428284] [INFO ] [sig       ] [1101/3548] Forecasting EQBK...
[2025-12-26T20:21:27.428313] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-12-26T20:21:27.428345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-12-26T20:21:27.439408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2025-12-26T20:21:27.439789] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-12-26T20:21:27.440741] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-12-26T20:21:27.440792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:27.440823] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:27.440849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:27.440907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:27.497301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:27.497989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:27.498099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:27.498132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:27.618560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:27.618719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:27.618761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:27.618791] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:27.622173] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: UP (p=72.79%)
[2025-12-26T20:21:27.622438] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-12-26T20:21:27.622558] [INFO ] [sig       ] EQBK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:27.762338] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EQBK.txt
[2025-12-26T20:21:27.762482] [INFO ] [sig       ] [1101/3548] Completed EQBK in 0.3s | 2.87 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-26T20:21:27.762521] [INFO ] [sig       ] [1102/3548] Forecasting EQH...
[2025-12-26T20:21:27.762551] [INFO ] [sig       ] Generating forecast for: EQH
[2025-12-26T20:21:27.762599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-12-26T20:21:27.774100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2025-12-26T20:21:27.774611] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-12-26T20:21:27.775369] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-12-26T20:21:27.775420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:27.775451] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:27.775476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:27.775533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:27.832047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:27.832669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:27.832744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:27.832774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:27.951808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:27.951942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:27.951985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:27.952013] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:27.955496] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: DOWN (p=32.25%)
[2025-12-26T20:21:27.955777] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-12-26T20:21:27.955899] [INFO ] [sig       ] EQH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:28.094431] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EQH.txt
[2025-12-26T20:21:28.094542] [INFO ] [sig       ] [1102/3548] Completed EQH in 0.3s | 2.87 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-26T20:21:28.094596] [INFO ] [sig       ] [1103/3548] Forecasting EQIX...
[2025-12-26T20:21:28.094627] [INFO ] [sig       ] Generating forecast for: EQIX
[2025-12-26T20:21:28.094657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2025-12-26T20:21:28.106158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2025-12-26T20:21:28.106498] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2025-12-26T20:21:28.107337] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2025-12-26T20:21:28.107390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:28.107422] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:28.107450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:28.107508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:28.164712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:28.165323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:28.165399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:28.165431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:28.290623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:28.290756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:28.290796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:28.290824] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:28.294125] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: DOWN (p=5.52%)
[2025-12-26T20:21:28.294393] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2025-12-26T20:21:28.294512] [INFO ] [sig       ] EQIX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:28.434075] [INFO ] [LOCAL     ] Saved forecast: EQIX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EQIX.txt
[2025-12-26T20:21:28.434191] [INFO ] [sig       ] [1103/3548] Completed EQIX in 0.3s | 2.87 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-26T20:21:28.434229] [INFO ] [sig       ] [1104/3548] Forecasting ERAS...
[2025-12-26T20:21:28.434258] [INFO ] [sig       ] Generating forecast for: ERAS
[2025-12-26T20:21:28.434286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2025-12-26T20:21:28.445323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2025-12-26T20:21:28.445709] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2025-12-26T20:21:28.446499] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2025-12-26T20:21:28.446551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:28.446629] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:28.446677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:28.446744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:28.505939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:28.506556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:28.506649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:28.506681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:28.624149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:28.624300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:28.624342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:28.624370] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:28.627737] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: UP (p=69.61%)
[2025-12-26T20:21:28.628005] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2025-12-26T20:21:28.628138] [INFO ] [sig       ] ERAS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:28.767763] [INFO ] [LOCAL     ] Saved forecast: ERAS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ERAS.txt
[2025-12-26T20:21:28.767899] [INFO ] [sig       ] [1104/3548] Completed ERAS in 0.3s | 2.87 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-26T20:21:28.767948] [INFO ] [sig       ] [1105/3548] Forecasting ERIC...
[2025-12-26T20:21:28.767988] [INFO ] [sig       ] Generating forecast for: ERIC
[2025-12-26T20:21:28.768028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2025-12-26T20:21:28.779002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2025-12-26T20:21:28.779372] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2025-12-26T20:21:28.780202] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2025-12-26T20:21:28.780255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:28.780289] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:28.780315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:28.780373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:28.840197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:28.840839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:28.840919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:28.840951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:28.971812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:28.971933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:28.971977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:28.972004] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:28.975475] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: UP (p=85.44%)
[2025-12-26T20:21:28.975765] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2025-12-26T20:21:28.975886] [INFO ] [sig       ] ERIC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:29.117162] [INFO ] [LOCAL     ] Saved forecast: ERIC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ERIC.txt
[2025-12-26T20:21:29.117285] [INFO ] [sig       ] [1105/3548] Completed ERIC in 0.3s | 2.87 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-26T20:21:29.117323] [INFO ] [sig       ] [1106/3548] Forecasting ERIE...
[2025-12-26T20:21:29.117351] [INFO ] [sig       ] Generating forecast for: ERIE
[2025-12-26T20:21:29.117381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2025-12-26T20:21:29.127998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2025-12-26T20:21:29.128330] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2025-12-26T20:21:29.129139] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2025-12-26T20:21:29.129190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:29.129220] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:29.129246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:29.129302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:29.186853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:29.187453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:29.187528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:29.187559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:29.303045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:29.303183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:29.303224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:29.303252] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:29.306559] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: UP (p=65.56%)
[2025-12-26T20:21:29.306847] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2025-12-26T20:21:29.306983] [INFO ] [sig       ] ERIE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:29.446876] [INFO ] [LOCAL     ] Saved forecast: ERIE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ERIE.txt
[2025-12-26T20:21:29.446998] [INFO ] [sig       ] [1106/3548] Completed ERIE in 0.3s | 2.87 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-26T20:21:29.447036] [INFO ] [sig       ] [1107/3548] Forecasting ERII...
[2025-12-26T20:21:29.447065] [INFO ] [sig       ] Generating forecast for: ERII
[2025-12-26T20:21:29.447094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2025-12-26T20:21:29.458364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2025-12-26T20:21:29.458720] [INFO ] [FORECASTER] Starting predict_future for ERII
[2025-12-26T20:21:29.459523] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2025-12-26T20:21:29.459592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:29.459628] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:29.459656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:29.459714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:29.519102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:29.519826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:29.519906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:29.519940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:29.641175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:29.641327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:29.641371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:29.641401] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:29.644838] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: UP (p=97.75%)
[2025-12-26T20:21:29.645111] [INFO ] [FORECASTER] Completed predict_future for ERII
[2025-12-26T20:21:29.645234] [INFO ] [sig       ] ERII: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:29.796479] [INFO ] [LOCAL     ] Saved forecast: ERII	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ERII.txt
[2025-12-26T20:21:29.796653] [INFO ] [sig       ] [1107/3548] Completed ERII in 0.3s | 2.87 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-26T20:21:29.796695] [INFO ] [sig       ] [1108/3548] Forecasting ERNA...
[2025-12-26T20:21:29.796731] [INFO ] [sig       ] Generating forecast for: ERNA
[2025-12-26T20:21:29.796763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'.
[2025-12-26T20:21:29.807662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERNA'.
[2025-12-26T20:21:29.808010] [INFO ] [FORECASTER] Starting predict_future for ERNA
[2025-12-26T20:21:29.808790] [DEBUG] [LOCAL     ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt
[2025-12-26T20:21:29.808841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:29.808930] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:29.808958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:29.809016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:29.866466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:29.867439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:29.867520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:29.867554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:29.982740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:29.982893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:29.982937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:29.982965] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:29.986701] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: DOWN (p=40.34%)
[2025-12-26T20:21:29.986969] [INFO ] [FORECASTER] Completed predict_future for ERNA
[2025-12-26T20:21:29.987088] [INFO ] [sig       ] ERNA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:30.131504] [INFO ] [LOCAL     ] Saved forecast: ERNA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ERNA.txt
[2025-12-26T20:21:30.131652] [INFO ] [sig       ] [1108/3548] Completed ERNA in 0.3s | 2.87 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-26T20:21:30.131692] [INFO ] [sig       ] [1109/3548] Forecasting ERO...
[2025-12-26T20:21:30.131720] [INFO ] [sig       ] Generating forecast for: ERO
[2025-12-26T20:21:30.131750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-12-26T20:21:30.142943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2025-12-26T20:21:30.143275] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-12-26T20:21:30.144077] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-12-26T20:21:30.144129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:30.144161] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:30.144189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:30.144248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:30.204285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:30.205029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:30.205114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:30.205147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:30.328318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:30.328474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:30.328517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:30.328545] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:30.332154] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=89.48%)
[2025-12-26T20:21:30.332640] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-12-26T20:21:30.332768] [INFO ] [sig       ] ERO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:30.477871] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ERO.txt
[2025-12-26T20:21:30.478029] [INFO ] [sig       ] [1109/3548] Completed ERO in 0.3s | 2.87 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-26T20:21:30.478068] [INFO ] [sig       ] [1110/3548] Forecasting ES...
[2025-12-26T20:21:30.478097] [INFO ] [sig       ] Generating forecast for: ES
[2025-12-26T20:21:30.478128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-12-26T20:21:30.489131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2025-12-26T20:21:30.489515] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-12-26T20:21:30.490302] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-12-26T20:21:30.490353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:30.490385] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:30.490411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:30.490469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:30.548919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:30.549992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:30.550073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:30.550104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:30.668988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:30.669142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:30.669184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:30.669212] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:30.672563] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: DOWN (p=33.89%)
[2025-12-26T20:21:30.672861] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-12-26T20:21:30.672985] [INFO ] [sig       ] ES: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:30.817876] [INFO ] [LOCAL     ] Saved forecast: ES	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ES.txt
[2025-12-26T20:21:30.818009] [INFO ] [sig       ] [1110/3548] Completed ES in 0.3s | 2.87 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-26T20:21:30.818047] [INFO ] [sig       ] [1111/3548] Forecasting ESAB...
[2025-12-26T20:21:30.818075] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-12-26T20:21:30.818107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-12-26T20:21:30.829426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2025-12-26T20:21:30.829773] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-12-26T20:21:30.830529] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-12-26T20:21:30.830595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:30.830628] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:30.830654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:30.830711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:30.888044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:30.888841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:30.888949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:30.888984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:31.008999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:31.009153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:31.009194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:31.009238] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:31.012675] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: UP (p=94.61%)
[2025-12-26T20:21:31.012958] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-12-26T20:21:31.013086] [INFO ] [sig       ] ESAB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:31.163047] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ESAB.txt
[2025-12-26T20:21:31.163185] [INFO ] [sig       ] [1111/3548] Completed ESAB in 0.3s | 2.87 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-26T20:21:31.163224] [INFO ] [sig       ] [1112/3548] Forecasting ESCA...
[2025-12-26T20:21:31.163253] [INFO ] [sig       ] Generating forecast for: ESCA
[2025-12-26T20:21:31.163284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2025-12-26T20:21:31.175232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2025-12-26T20:21:31.175601] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2025-12-26T20:21:31.176433] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2025-12-26T20:21:31.176485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:31.176517] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:31.176547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:31.176626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:31.236861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:31.237655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:31.237736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:31.237769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:31.352426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:31.352591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:31.352634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:31.352662] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:31.356016] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: DOWN (p=16.43%)
[2025-12-26T20:21:31.356293] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2025-12-26T20:21:31.356415] [INFO ] [sig       ] ESCA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:31.503123] [INFO ] [LOCAL     ] Saved forecast: ESCA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ESCA.txt
[2025-12-26T20:21:31.503278] [INFO ] [sig       ] [1112/3548] Completed ESCA in 0.3s | 2.87 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-26T20:21:31.503319] [INFO ] [sig       ] [1113/3548] Forecasting ESE...
[2025-12-26T20:21:31.503348] [INFO ] [sig       ] Generating forecast for: ESE
[2025-12-26T20:21:31.503380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-12-26T20:21:31.515036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2025-12-26T20:21:31.515443] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-12-26T20:21:31.516303] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-12-26T20:21:31.516358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:31.516391] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:31.516419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:31.516478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:31.574798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:31.575602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:31.575682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:31.575727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:31.694210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:31.694358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:31.694400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:31.694428] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:31.697789] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: DOWN (p=31.86%)
[2025-12-26T20:21:31.698059] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-12-26T20:21:31.698183] [INFO ] [sig       ] ESE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:31.838539] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ESE.txt
[2025-12-26T20:21:31.838698] [INFO ] [sig       ] [1113/3548] Completed ESE in 0.3s | 2.87 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-26T20:21:31.838737] [INFO ] [sig       ] [1114/3548] Forecasting ESEA...
[2025-12-26T20:21:31.838766] [INFO ] [sig       ] Generating forecast for: ESEA
[2025-12-26T20:21:31.838797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2025-12-26T20:21:31.849682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2025-12-26T20:21:31.850019] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2025-12-26T20:21:31.850808] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2025-12-26T20:21:31.850858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:31.850889] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:31.850915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:31.850973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:31.909957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:31.910919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:31.910998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:31.911030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:32.034205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:32.034357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:32.034399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:32.034427] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:32.038596] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: DOWN (p=9.53%)
[2025-12-26T20:21:32.038964] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2025-12-26T20:21:32.039109] [INFO ] [sig       ] ESEA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:32.185533] [INFO ] [LOCAL     ] Saved forecast: ESEA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ESEA.txt
[2025-12-26T20:21:32.185703] [INFO ] [sig       ] [1114/3548] Completed ESEA in 0.3s | 2.87 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-26T20:21:32.185747] [INFO ] [sig       ] [1115/3548] Forecasting ESGD...
[2025-12-26T20:21:32.185776] [INFO ] [sig       ] Generating forecast for: ESGD
[2025-12-26T20:21:32.185805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2025-12-26T20:21:32.198482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2025-12-26T20:21:32.198855] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2025-12-26T20:21:32.199851] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2025-12-26T20:21:32.199901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:32.199932] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:32.199971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:32.200030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:32.257730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:32.258533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:32.258634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:32.258668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:32.383523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:32.383709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:32.383754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:32.383784] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:32.387294] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: DOWN (p=39.53%)
[2025-12-26T20:21:32.387606] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2025-12-26T20:21:32.387743] [INFO ] [sig       ] ESGD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:32.537544] [INFO ] [LOCAL     ] Saved forecast: ESGD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ESGD.txt
[2025-12-26T20:21:32.537717] [INFO ] [sig       ] [1115/3548] Completed ESGD in 0.4s | 2.87 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-26T20:21:32.537759] [INFO ] [sig       ] [1116/3548] Forecasting ESGE...
[2025-12-26T20:21:32.537789] [INFO ] [sig       ] Generating forecast for: ESGE
[2025-12-26T20:21:32.537820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2025-12-26T20:21:32.550242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2025-12-26T20:21:32.550661] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2025-12-26T20:21:32.551472] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2025-12-26T20:21:32.551526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:32.551560] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:32.551609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:32.551670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:32.611314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:32.612197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:32.612283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:32.612316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:32.744166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:32.744322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:32.744368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:32.744399] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:32.748017] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: DOWN (p=22.65%)
[2025-12-26T20:21:32.748491] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2025-12-26T20:21:32.748638] [INFO ] [sig       ] ESGE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:32.896950] [INFO ] [LOCAL     ] Saved forecast: ESGE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ESGE.txt
[2025-12-26T20:21:32.897104] [INFO ] [sig       ] [1116/3548] Completed ESGE in 0.4s | 2.87 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-26T20:21:32.897145] [INFO ] [sig       ] [1117/3548] Forecasting ESI...
[2025-12-26T20:21:32.897174] [INFO ] [sig       ] Generating forecast for: ESI
[2025-12-26T20:21:32.897206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-12-26T20:21:32.908537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2025-12-26T20:21:32.908960] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-12-26T20:21:32.909777] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-12-26T20:21:32.909833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:32.909877] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:32.909909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:32.909970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:32.970001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:32.970923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:32.971011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:32.971045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:33.091065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:33.091226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:33.091271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:33.091302] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:33.094838] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=7.70%)
[2025-12-26T20:21:33.095177] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-12-26T20:21:33.095322] [INFO ] [sig       ] ESI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:33.244470] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ESI.txt
[2025-12-26T20:21:33.244642] [INFO ] [sig       ] [1117/3548] Completed ESI in 0.3s | 2.87 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-26T20:21:33.244684] [INFO ] [sig       ] [1118/3548] Forecasting ESOA...
[2025-12-26T20:21:33.244714] [INFO ] [sig       ] Generating forecast for: ESOA
[2025-12-26T20:21:33.244743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'.
[2025-12-26T20:21:33.256847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESOA'.
[2025-12-26T20:21:33.257173] [INFO ] [FORECASTER] Starting predict_future for ESOA
[2025-12-26T20:21:33.257946] [DEBUG] [LOCAL     ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt
[2025-12-26T20:21:33.257997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:33.258027] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:33.258055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:33.258112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:33.316891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:33.317762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:33.317873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:33.317909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:33.442504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:33.442672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:33.442716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:33.442745] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:33.446074] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: UP (p=96.88%)
[2025-12-26T20:21:33.446340] [INFO ] [FORECASTER] Completed predict_future for ESOA
[2025-12-26T20:21:33.446462] [INFO ] [sig       ] ESOA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:33.587763] [INFO ] [LOCAL     ] Saved forecast: ESOA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ESOA.txt
[2025-12-26T20:21:33.587892] [INFO ] [sig       ] [1118/3548] Completed ESOA in 0.3s | 2.87 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-26T20:21:33.587931] [INFO ] [sig       ] [1119/3548] Forecasting ESPO...
[2025-12-26T20:21:33.587962] [INFO ] [sig       ] Generating forecast for: ESPO
[2025-12-26T20:21:33.587998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2025-12-26T20:21:33.599742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2025-12-26T20:21:33.600048] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2025-12-26T20:21:33.600826] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2025-12-26T20:21:33.600877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:33.600908] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:33.600934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:33.600991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:33.658630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:33.659638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:33.659727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:33.659759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:33.784253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:33.784414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:33.784458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:33.784487] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:33.787944] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: DOWN (p=45.27%)
[2025-12-26T20:21:33.788244] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2025-12-26T20:21:33.788378] [INFO ] [sig       ] ESPO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:33.940451] [INFO ] [LOCAL     ] Saved forecast: ESPO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ESPO.txt
[2025-12-26T20:21:33.940615] [INFO ] [sig       ] [1119/3548] Completed ESPO in 0.4s | 2.87 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-26T20:21:33.940657] [INFO ] [sig       ] [1120/3548] Forecasting ESQ...
[2025-12-26T20:21:33.940686] [INFO ] [sig       ] Generating forecast for: ESQ
[2025-12-26T20:21:33.940715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2025-12-26T20:21:33.953317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2025-12-26T20:21:33.953907] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2025-12-26T20:21:33.954746] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2025-12-26T20:21:33.954797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:33.954827] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:33.954854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:33.954916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:34.011017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:34.011765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:34.011847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:34.011879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:34.129260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:34.129413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:34.129456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:34.129483] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:34.132861] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: UP (p=94.69%)
[2025-12-26T20:21:34.133131] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2025-12-26T20:21:34.133251] [INFO ] [sig       ] ESQ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:34.274412] [INFO ] [LOCAL     ] Saved forecast: ESQ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ESQ.txt
[2025-12-26T20:21:34.274598] [INFO ] [sig       ] [1120/3548] Completed ESQ in 0.3s | 2.87 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-26T20:21:34.274641] [INFO ] [sig       ] [1121/3548] Forecasting ESTA...
[2025-12-26T20:21:34.274670] [INFO ] [sig       ] Generating forecast for: ESTA
[2025-12-26T20:21:34.274701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2025-12-26T20:21:34.285407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2025-12-26T20:21:34.285852] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2025-12-26T20:21:34.286749] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2025-12-26T20:21:34.286804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:34.286838] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:34.286867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:34.286927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:34.348537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:34.349632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:34.349719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:34.349752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:34.473892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:34.474024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:34.474067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:34.474095] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:34.477425] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: DOWN (p=15.83%)
[2025-12-26T20:21:34.477712] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2025-12-26T20:21:34.477833] [INFO ] [sig       ] ESTA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:34.624801] [INFO ] [LOCAL     ] Saved forecast: ESTA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ESTA.txt
[2025-12-26T20:21:34.624949] [INFO ] [sig       ] [1121/3548] Completed ESTA in 0.4s | 2.87 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-26T20:21:34.624987] [INFO ] [sig       ] [1122/3548] Forecasting ESTC...
[2025-12-26T20:21:34.625016] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-12-26T20:21:34.625046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-12-26T20:21:34.636176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2025-12-26T20:21:34.636510] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-12-26T20:21:34.637368] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-12-26T20:21:34.637423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:34.637456] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:34.637484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:34.637545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:34.699109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:34.699802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:34.699883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:34.699916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:34.824905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:34.825056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:34.825100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:34.825131] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:34.828699] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: DOWN (p=33.23%)
[2025-12-26T20:21:34.829006] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-12-26T20:21:34.829134] [INFO ] [sig       ] ESTC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:34.979147] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ESTC.txt
[2025-12-26T20:21:34.979280] [INFO ] [sig       ] [1122/3548] Completed ESTC in 0.4s | 2.87 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-26T20:21:34.979320] [INFO ] [sig       ] [1123/3548] Forecasting ETB...
[2025-12-26T20:21:34.979528] [INFO ] [sig       ] Generating forecast for: ETB
[2025-12-26T20:21:34.979560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-12-26T20:21:34.991422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2025-12-26T20:21:34.991762] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-12-26T20:21:34.992598] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-12-26T20:21:34.992653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:34.992686] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:34.992714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:34.992773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:35.056141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:35.056825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:35.056905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:35.056939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:35.174842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:35.174979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:35.175023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:35.175053] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:35.178520] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: UP (p=62.06%)
[2025-12-26T20:21:35.178822] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-12-26T20:21:35.178974] [INFO ] [sig       ] ETB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:35.329984] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ETB.txt
[2025-12-26T20:21:35.330104] [INFO ] [sig       ] [1123/3548] Completed ETB in 0.4s | 2.87 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-26T20:21:35.330142] [INFO ] [sig       ] [1124/3548] Forecasting ETD...
[2025-12-26T20:21:35.330170] [INFO ] [sig       ] Generating forecast for: ETD
[2025-12-26T20:21:35.330198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-12-26T20:21:35.341398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2025-12-26T20:21:35.341720] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-12-26T20:21:35.342491] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-12-26T20:21:35.342541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:35.342590] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:35.342619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:35.342676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:35.400991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:35.401609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:35.401685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:35.401716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:35.521772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:35.521917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:35.521960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:35.521989] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:35.525691] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=32.54%)
[2025-12-26T20:21:35.525962] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-12-26T20:21:35.526082] [INFO ] [sig       ] ETD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:35.665886] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ETD.txt
[2025-12-26T20:21:35.666005] [INFO ] [sig       ] [1124/3548] Completed ETD in 0.3s | 2.87 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-26T20:21:35.666043] [INFO ] [sig       ] [1125/3548] Forecasting ETG...
[2025-12-26T20:21:35.666071] [INFO ] [sig       ] Generating forecast for: ETG
[2025-12-26T20:21:35.666101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-12-26T20:21:35.677423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2025-12-26T20:21:35.677750] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-12-26T20:21:35.678719] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-12-26T20:21:35.678770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:35.678826] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:35.678853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:35.678923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:35.735415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:35.736283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:35.736359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:35.736390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:35.857431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:35.857587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:35.857632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:35.857660] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:35.861376] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: UP (p=93.86%)
[2025-12-26T20:21:35.861667] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-12-26T20:21:35.861789] [INFO ] [sig       ] ETG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:36.001940] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ETG.txt
[2025-12-26T20:21:36.002045] [INFO ] [sig       ] [1125/3548] Completed ETG in 0.3s | 2.87 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-26T20:21:36.002083] [INFO ] [sig       ] [1126/3548] Forecasting ETHA...
[2025-12-26T20:21:36.002112] [INFO ] [sig       ] Generating forecast for: ETHA
[2025-12-26T20:21:36.002141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2025-12-26T20:21:36.013137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2025-12-26T20:21:36.013433] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2025-12-26T20:21:36.014222] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2025-12-26T20:21:36.014272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:36.014303] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:36.014330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:36.014387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:36.072228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:36.072870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:36.072947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:36.072978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:36.191356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:36.191469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:36.191508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:36.191535] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:36.194749] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: UP (p=99.39%)
[2025-12-26T20:21:36.195014] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2025-12-26T20:21:36.195132] [INFO ] [sig       ] ETHA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:36.353765] [INFO ] [LOCAL     ] Saved forecast: ETHA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ETHA.txt
[2025-12-26T20:21:36.353904] [INFO ] [sig       ] [1126/3548] Completed ETHA in 0.4s | 2.87 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-26T20:21:36.353943] [INFO ] [sig       ] [1127/3548] Forecasting ETJ...
[2025-12-26T20:21:36.353973] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-12-26T20:21:36.354002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-12-26T20:21:36.365348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2025-12-26T20:21:36.365869] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-12-26T20:21:36.366660] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-12-26T20:21:36.366711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:36.366744] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:36.366770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:36.366827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:36.423164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:36.423794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:36.423871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:36.423903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:36.541973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:36.542102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:36.542142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:36.542170] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:36.545475] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: UP (p=54.27%)
[2025-12-26T20:21:36.545764] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-12-26T20:21:36.545885] [INFO ] [sig       ] ETJ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:36.692098] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ETJ.txt
[2025-12-26T20:21:36.692209] [INFO ] [sig       ] [1127/3548] Completed ETJ in 0.3s | 2.87 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-26T20:21:36.692246] [INFO ] [sig       ] [1128/3548] Forecasting ETN...
[2025-12-26T20:21:36.692281] [INFO ] [sig       ] Generating forecast for: ETN
[2025-12-26T20:21:36.692311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-12-26T20:21:36.703074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2025-12-26T20:21:36.703379] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-12-26T20:21:36.704176] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-12-26T20:21:36.704239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:36.704271] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:36.704297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:36.704354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:36.761203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:36.761813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:36.761888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:36.761919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:36.882731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:36.882859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:36.882899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:36.882955] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:36.886266] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: DOWN (p=44.03%)
[2025-12-26T20:21:36.886542] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-12-26T20:21:36.886687] [INFO ] [sig       ] ETN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:37.025889] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ETN.txt
[2025-12-26T20:21:37.025998] [INFO ] [sig       ] [1128/3548] Completed ETN in 0.3s | 2.87 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-26T20:21:37.026037] [INFO ] [sig       ] [1129/3548] Forecasting ETO...
[2025-12-26T20:21:37.026065] [INFO ] [sig       ] Generating forecast for: ETO
[2025-12-26T20:21:37.026096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-12-26T20:21:37.036647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2025-12-26T20:21:37.036943] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-12-26T20:21:37.037717] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-12-26T20:21:37.037767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:37.037798] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:37.037824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:37.037882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:37.094568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:37.095191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:37.095267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:37.095299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:37.213666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:37.213779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:37.213817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:37.213845] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:37.217040] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: UP (p=82.41%)
[2025-12-26T20:21:37.217305] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-12-26T20:21:37.217425] [INFO ] [sig       ] ETO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:37.358099] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ETO.txt
[2025-12-26T20:21:37.358255] [INFO ] [sig       ] [1129/3548] Completed ETO in 0.3s | 2.87 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-26T20:21:37.358298] [INFO ] [sig       ] [1130/3548] Forecasting ETON...
[2025-12-26T20:21:37.358328] [INFO ] [sig       ] Generating forecast for: ETON
[2025-12-26T20:21:37.358358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2025-12-26T20:21:37.369383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2025-12-26T20:21:37.369767] [INFO ] [FORECASTER] Starting predict_future for ETON
[2025-12-26T20:21:37.370548] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2025-12-26T20:21:37.370617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:37.370650] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:37.370677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:37.370735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:37.428144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:37.429060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:37.429145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:37.429177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:37.549175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:37.549308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:37.549349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:37.549377] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:37.552676] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: UP (p=87.15%)
[2025-12-26T20:21:37.552946] [INFO ] [FORECASTER] Completed predict_future for ETON
[2025-12-26T20:21:37.553066] [INFO ] [sig       ] ETON: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:37.691750] [INFO ] [LOCAL     ] Saved forecast: ETON	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ETON.txt
[2025-12-26T20:21:37.691860] [INFO ] [sig       ] [1130/3548] Completed ETON in 0.3s | 2.87 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-26T20:21:37.691897] [INFO ] [sig       ] [1131/3548] Forecasting ETSY...
[2025-12-26T20:21:37.691926] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-12-26T20:21:37.691955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-12-26T20:21:37.703930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2025-12-26T20:21:37.704244] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-12-26T20:21:37.705030] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-12-26T20:21:37.705079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:37.705109] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:37.705134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:37.705191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:37.762449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:37.763085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:37.763160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:37.763192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:37.881924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:37.882043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:37.882082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:37.882111] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:37.885340] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: DOWN (p=13.50%)
[2025-12-26T20:21:37.885627] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-12-26T20:21:37.885750] [INFO ] [sig       ] ETSY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:38.025156] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ETSY.txt
[2025-12-26T20:21:38.025268] [INFO ] [sig       ] [1131/3548] Completed ETSY in 0.3s | 2.87 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-26T20:21:38.025315] [INFO ] [sig       ] [1132/3548] Forecasting ETY...
[2025-12-26T20:21:38.025346] [INFO ] [sig       ] Generating forecast for: ETY
[2025-12-26T20:21:38.025376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-12-26T20:21:38.036080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2025-12-26T20:21:38.036394] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-12-26T20:21:38.037167] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-12-26T20:21:38.037218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:38.037248] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:38.037275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:38.037332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:38.093911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:38.094520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:38.094613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:38.094647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:38.209419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:38.209552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:38.209611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:38.209641] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:38.212936] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=79.89%)
[2025-12-26T20:21:38.213207] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-12-26T20:21:38.213330] [INFO ] [sig       ] ETY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:38.356165] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ETY.txt
[2025-12-26T20:21:38.356280] [INFO ] [sig       ] [1132/3548] Completed ETY in 0.3s | 2.87 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-26T20:21:38.356318] [INFO ] [sig       ] [1133/3548] Forecasting EUFN...
[2025-12-26T20:21:38.356351] [INFO ] [sig       ] Generating forecast for: EUFN
[2025-12-26T20:21:38.356382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2025-12-26T20:21:38.367188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2025-12-26T20:21:38.367504] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2025-12-26T20:21:38.368271] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2025-12-26T20:21:38.368322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:38.368352] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:38.368378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:38.368435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:38.424776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:38.425365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:38.425441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:38.425472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:38.547634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:38.547783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:38.547824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:38.547852] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:38.551334] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: DOWN (p=21.58%)
[2025-12-26T20:21:38.551635] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2025-12-26T20:21:38.551792] [INFO ] [sig       ] EUFN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:38.692723] [INFO ] [LOCAL     ] Saved forecast: EUFN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EUFN.txt
[2025-12-26T20:21:38.692835] [INFO ] [sig       ] [1133/3548] Completed EUFN in 0.3s | 2.87 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-26T20:21:38.692872] [INFO ] [sig       ] [1134/3548] Forecasting EVAX...
[2025-12-26T20:21:38.692900] [INFO ] [sig       ] Generating forecast for: EVAX
[2025-12-26T20:21:38.692929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2025-12-26T20:21:38.703662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2025-12-26T20:21:38.703972] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2025-12-26T20:21:38.704917] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2025-12-26T20:21:38.704967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:38.704997] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:38.705023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:38.705080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:38.761503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:38.762140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:38.762216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:38.762248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:38.882871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:38.882989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:38.883029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:38.883056] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:38.886373] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: UP (p=61.62%)
[2025-12-26T20:21:38.886662] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2025-12-26T20:21:38.886785] [INFO ] [sig       ] EVAX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:39.026936] [INFO ] [LOCAL     ] Saved forecast: EVAX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EVAX.txt
[2025-12-26T20:21:39.027058] [INFO ] [sig       ] [1134/3548] Completed EVAX in 0.3s | 2.87 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-26T20:21:39.027096] [INFO ] [sig       ] [1135/3548] Forecasting EVC...
[2025-12-26T20:21:39.027125] [INFO ] [sig       ] Generating forecast for: EVC
[2025-12-26T20:21:39.027155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-12-26T20:21:39.039084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2025-12-26T20:21:39.039401] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-12-26T20:21:39.040211] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-12-26T20:21:39.040265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:39.040298] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:39.040332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:39.040390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:39.098657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:39.099327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:39.099436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:39.099480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:39.221627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:39.221769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:39.221827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:39.221856] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:39.225195] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: UP (p=59.77%)
[2025-12-26T20:21:39.225468] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-12-26T20:21:39.225608] [INFO ] [sig       ] EVC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:39.367332] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EVC.txt
[2025-12-26T20:21:39.367480] [INFO ] [sig       ] [1135/3548] Completed EVC in 0.3s | 2.87 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-26T20:21:39.367520] [INFO ] [sig       ] [1136/3548] Forecasting EVCM...
[2025-12-26T20:21:39.367552] [INFO ] [sig       ] Generating forecast for: EVCM
[2025-12-26T20:21:39.367604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2025-12-26T20:21:39.378742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2025-12-26T20:21:39.379117] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2025-12-26T20:21:39.379969] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2025-12-26T20:21:39.380022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:39.380054] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:39.380082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:39.380141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:39.436983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:39.437838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:39.437918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:39.437950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:39.558250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:39.558401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:39.558442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:39.558470] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:39.561939] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: DOWN (p=2.32%)
[2025-12-26T20:21:39.562227] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2025-12-26T20:21:39.562358] [INFO ] [sig       ] EVCM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:39.705471] [INFO ] [LOCAL     ] Saved forecast: EVCM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EVCM.txt
[2025-12-26T20:21:39.705822] [INFO ] [sig       ] [1136/3548] Completed EVCM in 0.3s | 2.87 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-26T20:21:39.705863] [INFO ] [sig       ] [1137/3548] Forecasting EVEX...
[2025-12-26T20:21:39.705891] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-12-26T20:21:39.705921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-12-26T20:21:39.717183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2025-12-26T20:21:39.717518] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-12-26T20:21:39.718352] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-12-26T20:21:39.718406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:39.718439] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:39.718466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:39.718525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:39.775339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:39.775978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:39.776068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:39.776100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:39.898149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:39.898295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:39.898335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:39.898364] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:39.901738] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: DOWN (p=35.45%)
[2025-12-26T20:21:39.902010] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-12-26T20:21:39.902132] [INFO ] [sig       ] EVEX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:40.043252] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EVEX.txt
[2025-12-26T20:21:40.043370] [INFO ] [sig       ] [1137/3548] Completed EVEX in 0.3s | 2.87 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-26T20:21:40.043408] [INFO ] [sig       ] [1138/3548] Forecasting EVF...
[2025-12-26T20:21:40.043436] [INFO ] [sig       ] Generating forecast for: EVF
[2025-12-26T20:21:40.043465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-12-26T20:21:40.054566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2025-12-26T20:21:40.054931] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-12-26T20:21:40.055813] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-12-26T20:21:40.055865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:40.055897] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:40.055926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:40.055985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:40.112177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:40.112821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:40.112899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:40.112930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:40.229317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:40.229464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:40.229508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:40.229538] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:40.233455] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=95.23%)
[2025-12-26T20:21:40.233751] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-12-26T20:21:40.233877] [INFO ] [sig       ] EVF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:40.374817] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EVF.txt
[2025-12-26T20:21:40.375003] [INFO ] [sig       ] [1138/3548] Completed EVF in 0.3s | 2.87 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-26T20:21:40.375060] [INFO ] [sig       ] [1139/3548] Forecasting EVG...
[2025-12-26T20:21:40.375101] [INFO ] [sig       ] Generating forecast for: EVG
[2025-12-26T20:21:40.375144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-12-26T20:21:40.386244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2025-12-26T20:21:40.386603] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-12-26T20:21:40.387415] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-12-26T20:21:40.387469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:40.387515] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:40.387545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:40.387826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:40.445693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:40.446301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:40.446379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:40.446411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:40.556952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:40.557070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:40.557110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:40.557138] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:40.560426] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=66.31%)
[2025-12-26T20:21:40.560720] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-12-26T20:21:40.560845] [INFO ] [sig       ] EVG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:40.700901] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EVG.txt
[2025-12-26T20:21:40.701056] [INFO ] [sig       ] [1139/3548] Completed EVG in 0.3s | 2.87 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-26T20:21:40.701095] [INFO ] [sig       ] [1140/3548] Forecasting EVGO...
[2025-12-26T20:21:40.701126] [INFO ] [sig       ] Generating forecast for: EVGO
[2025-12-26T20:21:40.701156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2025-12-26T20:21:40.712194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2025-12-26T20:21:40.712590] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2025-12-26T20:21:40.713422] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2025-12-26T20:21:40.713479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:40.713510] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:40.713537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:40.713629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:40.771561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:40.772439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:40.772520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:40.772554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:40.891346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:40.891478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:40.891519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:40.891547] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:40.894997] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: UP (p=86.74%)
[2025-12-26T20:21:40.895265] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2025-12-26T20:21:40.895384] [INFO ] [sig       ] EVGO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:41.039238] [INFO ] [LOCAL     ] Saved forecast: EVGO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EVGO.txt
[2025-12-26T20:21:41.039386] [INFO ] [sig       ] [1140/3548] Completed EVGO in 0.3s | 2.87 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-26T20:21:41.039425] [INFO ] [sig       ] [1141/3548] Forecasting EVH...
[2025-12-26T20:21:41.039453] [INFO ] [sig       ] Generating forecast for: EVH
[2025-12-26T20:21:41.039484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-12-26T20:21:41.050108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2025-12-26T20:21:41.050472] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-12-26T20:21:41.051350] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-12-26T20:21:41.051404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:41.051437] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:41.051465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:41.051524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:41.108800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:41.109469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:41.109547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:41.109596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:41.225312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:41.225456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:41.225497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:41.225527] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:41.228861] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: UP (p=56.84%)
[2025-12-26T20:21:41.229143] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-12-26T20:21:41.229263] [INFO ] [sig       ] EVH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:41.381138] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EVH.txt
[2025-12-26T20:21:41.381295] [INFO ] [sig       ] [1141/3548] Completed EVH in 0.3s | 2.87 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-26T20:21:41.381337] [INFO ] [sig       ] [1142/3548] Forecasting EVN...
[2025-12-26T20:21:41.381376] [INFO ] [sig       ] Generating forecast for: EVN
[2025-12-26T20:21:41.381410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-12-26T20:21:41.392723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2025-12-26T20:21:41.393060] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-12-26T20:21:41.393886] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-12-26T20:21:41.393939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:41.394000] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:41.394029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:41.394089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:41.452447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:41.453123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:41.453203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:41.453236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:41.567160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:41.567302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:41.567345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:41.567376] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:41.570971] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: DOWN (p=10.62%)
[2025-12-26T20:21:41.571239] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-12-26T20:21:41.571359] [INFO ] [sig       ] EVN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:41.711270] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EVN.txt
[2025-12-26T20:21:41.711393] [INFO ] [sig       ] [1142/3548] Completed EVN in 0.3s | 2.87 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-26T20:21:41.711431] [INFO ] [sig       ] [1143/3548] Forecasting EVO...
[2025-12-26T20:21:41.711465] [INFO ] [sig       ] Generating forecast for: EVO
[2025-12-26T20:21:41.711497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2025-12-26T20:21:41.722770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2025-12-26T20:21:41.723085] [INFO ] [FORECASTER] Starting predict_future for EVO
[2025-12-26T20:21:41.723901] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2025-12-26T20:21:41.723953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:41.723985] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:41.724011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:41.724072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:41.782474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:41.783384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:41.783471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:41.783504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:41.906790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:41.906938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:41.906983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:41.907011] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:41.910406] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: UP (p=56.23%)
[2025-12-26T20:21:41.910696] [INFO ] [FORECASTER] Completed predict_future for EVO
[2025-12-26T20:21:41.910821] [INFO ] [sig       ] EVO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:42.052500] [INFO ] [LOCAL     ] Saved forecast: EVO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EVO.txt
[2025-12-26T20:21:42.052661] [INFO ] [sig       ] [1143/3548] Completed EVO in 0.3s | 2.87 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-26T20:21:42.052702] [INFO ] [sig       ] [1144/3548] Forecasting EVRG...
[2025-12-26T20:21:42.052732] [INFO ] [sig       ] Generating forecast for: EVRG
[2025-12-26T20:21:42.052761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2025-12-26T20:21:42.063643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2025-12-26T20:21:42.063982] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2025-12-26T20:21:42.064792] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2025-12-26T20:21:42.064843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:42.064875] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:42.064902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:42.064960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:42.121830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:42.122855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:42.122933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:42.122965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:42.245276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:42.245427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:42.245471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:42.245499] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:42.248927] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: DOWN (p=1.81%)
[2025-12-26T20:21:42.249200] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2025-12-26T20:21:42.249323] [INFO ] [sig       ] EVRG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:42.409906] [INFO ] [LOCAL     ] Saved forecast: EVRG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EVRG.txt
[2025-12-26T20:21:42.410069] [INFO ] [sig       ] [1144/3548] Completed EVRG in 0.4s | 2.87 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-26T20:21:42.410109] [INFO ] [sig       ] [1145/3548] Forecasting EVSD...
[2025-12-26T20:21:42.410139] [INFO ] [sig       ] Generating forecast for: EVSD
[2025-12-26T20:21:42.410170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2025-12-26T20:21:42.421402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2025-12-26T20:21:42.421783] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2025-12-26T20:21:42.422609] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2025-12-26T20:21:42.422660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:42.422694] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:42.422753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:42.422821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:42.495599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:42.496522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:42.496642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:42.496679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:42.621112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:42.621262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:42.621311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:42.621382] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:42.624816] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: UP (p=92.83%)
[2025-12-26T20:21:42.625094] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2025-12-26T20:21:42.625217] [INFO ] [sig       ] EVSD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:42.773902] [INFO ] [LOCAL     ] Saved forecast: EVSD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EVSD.txt
[2025-12-26T20:21:42.774037] [INFO ] [sig       ] [1145/3548] Completed EVSD in 0.4s | 2.87 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-26T20:21:42.774077] [INFO ] [sig       ] [1146/3548] Forecasting EVTC...
[2025-12-26T20:21:42.774107] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-12-26T20:21:42.774137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-12-26T20:21:42.786771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2025-12-26T20:21:42.787095] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-12-26T20:21:42.788104] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-12-26T20:21:42.788157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:42.788189] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:42.788217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:42.788275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:42.844611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:42.845456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:42.845539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:42.845591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:42.968955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:42.969115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:42.969159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:42.969206] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:42.972660] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: UP (p=84.95%)
[2025-12-26T20:21:42.972954] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-12-26T20:21:42.973087] [INFO ] [sig       ] EVTC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:43.157152] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EVTC.txt
[2025-12-26T20:21:43.157372] [INFO ] [sig       ] [1146/3548] Completed EVTC in 0.4s | 2.87 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-26T20:21:43.157429] [INFO ] [sig       ] [1147/3548] Forecasting EVTL...
[2025-12-26T20:21:43.157472] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-12-26T20:21:43.157521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-12-26T20:21:43.172964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2025-12-26T20:21:43.173481] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-12-26T20:21:43.174625] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-12-26T20:21:43.174688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:43.174726] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:43.174759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:43.174838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:43.266737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:43.267922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:43.268036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:43.268077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:43.434470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:43.435159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:43.435314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:43.435370] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:43.442902] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: DOWN (p=49.63%)
[2025-12-26T20:21:43.443406] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-12-26T20:21:43.443651] [INFO ] [sig       ] EVTL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:43.675411] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EVTL.txt
[2025-12-26T20:21:43.675679] [INFO ] [sig       ] [1147/3548] Completed EVTL in 0.5s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-26T20:21:43.675751] [INFO ] [sig       ] [1148/3548] Forecasting EWBC...
[2025-12-26T20:21:43.675805] [INFO ] [sig       ] Generating forecast for: EWBC
[2025-12-26T20:21:43.675874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2025-12-26T20:21:43.697370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2025-12-26T20:21:43.697957] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2025-12-26T20:21:43.699307] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2025-12-26T20:21:43.699376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:43.699420] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:43.699459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:43.699549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:43.788045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:43.789447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:43.789593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:43.789701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:43.974903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:43.975121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:43.975221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:43.975276] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:43.981313] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: UP (p=81.98%)
[2025-12-26T20:21:43.981989] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2025-12-26T20:21:43.982212] [INFO ] [sig       ] EWBC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:44.154863] [INFO ] [LOCAL     ] Saved forecast: EWBC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EWBC.txt
[2025-12-26T20:21:44.155103] [INFO ] [sig       ] [1148/3548] Completed EWBC in 0.5s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-26T20:21:44.155157] [INFO ] [sig       ] [1149/3548] Forecasting EWCZ...
[2025-12-26T20:21:44.155196] [INFO ] [sig       ] Generating forecast for: EWCZ
[2025-12-26T20:21:44.155237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2025-12-26T20:21:44.171127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2025-12-26T20:21:44.171677] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2025-12-26T20:21:44.172829] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2025-12-26T20:21:44.172893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:44.172934] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:44.172969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:44.173050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:44.240896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:44.241859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:44.241946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:44.241979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:44.364154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:44.364315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:44.364360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:44.364389] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:44.367912] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: DOWN (p=1.79%)
[2025-12-26T20:21:44.368254] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2025-12-26T20:21:44.368396] [INFO ] [sig       ] EWCZ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:44.519923] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EWCZ.txt
[2025-12-26T20:21:44.520079] [INFO ] [sig       ] [1149/3548] Completed EWCZ in 0.4s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-26T20:21:44.520120] [INFO ] [sig       ] [1150/3548] Forecasting EWTX...
[2025-12-26T20:21:44.520150] [INFO ] [sig       ] Generating forecast for: EWTX
[2025-12-26T20:21:44.520180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2025-12-26T20:21:44.532169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2025-12-26T20:21:44.532599] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2025-12-26T20:21:44.533397] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2025-12-26T20:21:44.533449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:44.533480] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:44.533506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:44.533599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:44.594000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:44.594927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:44.595010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:44.595043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:44.717136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:44.717297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:44.717341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:44.717371] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:44.721298] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: DOWN (p=13.88%)
[2025-12-26T20:21:44.721604] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2025-12-26T20:21:44.721737] [INFO ] [sig       ] EWTX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:44.865288] [INFO ] [LOCAL     ] Saved forecast: EWTX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EWTX.txt
[2025-12-26T20:21:44.865451] [INFO ] [sig       ] [1150/3548] Completed EWTX in 0.3s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-26T20:21:44.865490] [INFO ] [sig       ] [1151/3548] Forecasting EWZS...
[2025-12-26T20:21:44.865519] [INFO ] [sig       ] Generating forecast for: EWZS
[2025-12-26T20:21:44.865549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2025-12-26T20:21:44.877073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2025-12-26T20:21:44.877474] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2025-12-26T20:21:44.878282] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2025-12-26T20:21:44.878334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:44.878366] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:44.878393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:44.878450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:44.935946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:44.936851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:44.936939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:44.936971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:45.064197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:45.064356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:45.064400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:45.064429] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:45.067926] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: DOWN (p=9.20%)
[2025-12-26T20:21:45.068295] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2025-12-26T20:21:45.068436] [INFO ] [sig       ] EWZS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:45.215522] [INFO ] [LOCAL     ] Saved forecast: EWZS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EWZS.txt
[2025-12-26T20:21:45.215720] [INFO ] [sig       ] [1151/3548] Completed EWZS in 0.4s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-26T20:21:45.215781] [INFO ] [sig       ] [1152/3548] Forecasting EXAS...
[2025-12-26T20:21:45.215812] [INFO ] [sig       ] Generating forecast for: EXAS
[2025-12-26T20:21:45.215842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2025-12-26T20:21:45.227530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2025-12-26T20:21:45.227957] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2025-12-26T20:21:45.228781] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2025-12-26T20:21:45.228833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:45.228864] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:45.228909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:45.228968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:45.289667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:45.290529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:45.290706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:45.290759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:45.423806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:45.423989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:45.424036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:45.424066] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:45.428103] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: DOWN (p=40.56%)
[2025-12-26T20:21:45.428447] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2025-12-26T20:21:45.428609] [INFO ] [sig       ] EXAS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:45.586287] [INFO ] [LOCAL     ] Saved forecast: EXAS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EXAS.txt
[2025-12-26T20:21:45.586448] [INFO ] [sig       ] [1152/3548] Completed EXAS in 0.4s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-26T20:21:45.586489] [INFO ] [sig       ] [1153/3548] Forecasting EXC...
[2025-12-26T20:21:45.586520] [INFO ] [sig       ] Generating forecast for: EXC
[2025-12-26T20:21:45.586551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2025-12-26T20:21:45.597991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2025-12-26T20:21:45.598343] [INFO ] [FORECASTER] Starting predict_future for EXC
[2025-12-26T20:21:45.599370] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2025-12-26T20:21:45.599428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:45.599466] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:45.599499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:45.599569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:45.660898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:45.661718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:45.661799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:45.661832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:45.788348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:45.788508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:45.788554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:45.788602] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:45.793145] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: DOWN (p=13.00%)
[2025-12-26T20:21:45.793431] [INFO ] [FORECASTER] Completed predict_future for EXC
[2025-12-26T20:21:45.793570] [INFO ] [sig       ] EXC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:45.943098] [INFO ] [LOCAL     ] Saved forecast: EXC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EXC.txt
[2025-12-26T20:21:45.943247] [INFO ] [sig       ] [1153/3548] Completed EXC in 0.4s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-26T20:21:45.943287] [INFO ] [sig       ] [1154/3548] Forecasting EXEL...
[2025-12-26T20:21:45.943319] [INFO ] [sig       ] Generating forecast for: EXEL
[2025-12-26T20:21:45.943357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2025-12-26T20:21:45.954291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2025-12-26T20:21:45.954678] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2025-12-26T20:21:45.955477] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2025-12-26T20:21:45.955529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:45.955561] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:45.955610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:45.955671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:46.015826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:46.016599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:46.016683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:46.016717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:46.137594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:46.137743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:46.137785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:46.137814] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:46.141332] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: DOWN (p=18.14%)
[2025-12-26T20:21:46.141631] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2025-12-26T20:21:46.141945] [INFO ] [sig       ] EXEL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:46.283997] [INFO ] [LOCAL     ] Saved forecast: EXEL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EXEL.txt
[2025-12-26T20:21:46.284113] [INFO ] [sig       ] [1154/3548] Completed EXEL in 0.3s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-26T20:21:46.284150] [INFO ] [sig       ] [1155/3548] Forecasting EXFY...
[2025-12-26T20:21:46.284178] [INFO ] [sig       ] Generating forecast for: EXFY
[2025-12-26T20:21:46.284207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2025-12-26T20:21:46.294994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2025-12-26T20:21:46.295314] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2025-12-26T20:21:46.296123] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2025-12-26T20:21:46.296173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:46.296204] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:46.296231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:46.296292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:46.355907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:46.356633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:46.356723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:46.356756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:46.476874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:46.477023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:46.477063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:46.477091] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:46.480467] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: UP (p=94.77%)
[2025-12-26T20:21:46.480753] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2025-12-26T20:21:46.480876] [INFO ] [sig       ] EXFY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:46.622331] [INFO ] [LOCAL     ] Saved forecast: EXFY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EXFY.txt
[2025-12-26T20:21:46.622483] [INFO ] [sig       ] [1155/3548] Completed EXFY in 0.3s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-26T20:21:46.622523] [INFO ] [sig       ] [1156/3548] Forecasting EXG...
[2025-12-26T20:21:46.622552] [INFO ] [sig       ] Generating forecast for: EXG
[2025-12-26T20:21:46.622598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-12-26T20:21:46.633349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2025-12-26T20:21:46.633692] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-12-26T20:21:46.634459] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-12-26T20:21:46.634510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:46.634542] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:46.634588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:46.634650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:46.692857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:46.693632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:46.693710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:46.693741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:46.813499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:46.813655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:46.813699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:46.813729] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:46.817108] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: DOWN (p=37.82%)
[2025-12-26T20:21:46.817385] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-12-26T20:21:46.817526] [INFO ] [sig       ] EXG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:46.957654] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EXG.txt
[2025-12-26T20:21:46.957767] [INFO ] [sig       ] [1156/3548] Completed EXG in 0.3s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-26T20:21:46.957804] [INFO ] [sig       ] [1157/3548] Forecasting EXK...
[2025-12-26T20:21:46.957832] [INFO ] [sig       ] Generating forecast for: EXK
[2025-12-26T20:21:46.957863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-12-26T20:21:46.968667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2025-12-26T20:21:46.969042] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-12-26T20:21:46.969956] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-12-26T20:21:46.970009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:46.970042] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:46.970070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:46.970128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:47.039303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:47.040146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:47.040228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:47.040261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:47.161864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:47.162023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:47.162066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:47.162095] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:47.166000] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: UP (p=86.88%)
[2025-12-26T20:21:47.166310] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-12-26T20:21:47.166466] [INFO ] [sig       ] EXK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:47.314078] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EXK.txt
[2025-12-26T20:21:47.314201] [INFO ] [sig       ] [1157/3548] Completed EXK in 0.4s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-26T20:21:47.314239] [INFO ] [sig       ] [1158/3548] Forecasting EXLS...
[2025-12-26T20:21:47.314268] [INFO ] [sig       ] Generating forecast for: EXLS
[2025-12-26T20:21:47.314297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2025-12-26T20:21:47.325093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2025-12-26T20:21:47.325391] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2025-12-26T20:21:47.326198] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2025-12-26T20:21:47.326250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:47.326284] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:47.326312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:47.326372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:47.384210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:47.385046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:47.385126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:47.385159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:47.513075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:47.513225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:47.513268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:47.513298] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:47.517108] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-12-26T20:21:47.517376] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2025-12-26T20:21:47.517505] [INFO ] [sig       ] EXLS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:47.660352] [INFO ] [LOCAL     ] Saved forecast: EXLS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EXLS.txt
[2025-12-26T20:21:47.660515] [INFO ] [sig       ] [1158/3548] Completed EXLS in 0.3s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-26T20:21:47.660565] [INFO ] [sig       ] [1159/3548] Forecasting EXP...
[2025-12-26T20:21:47.660624] [INFO ] [sig       ] Generating forecast for: EXP
[2025-12-26T20:21:47.660660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-12-26T20:21:47.671291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2025-12-26T20:21:47.671630] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-12-26T20:21:47.672422] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-12-26T20:21:47.672473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:47.672538] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:47.672566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:47.672653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:47.728618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:47.729363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:47.729440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:47.729472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:47.844699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:47.844854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:47.844897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:47.844925] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:47.848266] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: UP (p=73.73%)
[2025-12-26T20:21:47.848541] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-12-26T20:21:47.848682] [INFO ] [sig       ] EXP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:47.988611] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EXP.txt
[2025-12-26T20:21:47.988790] [INFO ] [sig       ] [1159/3548] Completed EXP in 0.3s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-26T20:21:47.988832] [INFO ] [sig       ] [1160/3548] Forecasting EXPD...
[2025-12-26T20:21:47.988863] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-12-26T20:21:47.988922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-12-26T20:21:48.000379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2025-12-26T20:21:48.000713] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-12-26T20:21:48.001529] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-12-26T20:21:48.001610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:48.001644] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:48.001671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:48.001729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:48.059718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:48.060626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:48.060708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:48.060740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:48.179402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:48.179558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:48.179634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:48.179670] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:48.183624] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: DOWN (p=28.70%)
[2025-12-26T20:21:48.183903] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-12-26T20:21:48.184029] [INFO ] [sig       ] EXPD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:48.330937] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EXPD.txt
[2025-12-26T20:21:48.331143] [INFO ] [sig       ] [1160/3548] Completed EXPD in 0.3s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-26T20:21:48.331185] [INFO ] [sig       ] [1161/3548] Forecasting EXPE...
[2025-12-26T20:21:48.331213] [INFO ] [sig       ] Generating forecast for: EXPE
[2025-12-26T20:21:48.331256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2025-12-26T20:21:48.343096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2025-12-26T20:21:48.343488] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2025-12-26T20:21:48.344327] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2025-12-26T20:21:48.344379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:48.344411] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:48.344437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:48.344502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:48.401865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:48.402827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:48.402912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:48.402943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:48.523520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:48.523698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:48.523740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:48.523769] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:48.527078] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: DOWN (p=18.15%)
[2025-12-26T20:21:48.527347] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2025-12-26T20:21:48.527470] [INFO ] [sig       ] EXPE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:48.670133] [INFO ] [LOCAL     ] Saved forecast: EXPE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EXPE.txt
[2025-12-26T20:21:48.670277] [INFO ] [sig       ] [1161/3548] Completed EXPE in 0.3s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-26T20:21:48.670316] [INFO ] [sig       ] [1162/3548] Forecasting EXPI...
[2025-12-26T20:21:48.670346] [INFO ] [sig       ] Generating forecast for: EXPI
[2025-12-26T20:21:48.670376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2025-12-26T20:21:48.681774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2025-12-26T20:21:48.682120] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2025-12-26T20:21:48.682905] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2025-12-26T20:21:48.682957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:48.682988] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:48.683014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:48.683071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:48.739872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:48.740762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:48.740844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:48.740877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:48.858353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:48.858502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:48.858545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:48.858642] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:48.862082] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: UP (p=79.58%)
[2025-12-26T20:21:48.862353] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2025-12-26T20:21:48.862474] [INFO ] [sig       ] EXPI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:49.001883] [INFO ] [LOCAL     ] Saved forecast: EXPI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EXPI.txt
[2025-12-26T20:21:49.002037] [INFO ] [sig       ] [1162/3548] Completed EXPI in 0.3s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-26T20:21:49.002075] [INFO ] [sig       ] [1163/3548] Forecasting EXPO...
[2025-12-26T20:21:49.002105] [INFO ] [sig       ] Generating forecast for: EXPO
[2025-12-26T20:21:49.002136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2025-12-26T20:21:49.012838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2025-12-26T20:21:49.013186] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2025-12-26T20:21:49.013969] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2025-12-26T20:21:49.014035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:49.014067] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:49.014093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:49.014151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:49.073832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:49.074799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:49.074882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:49.074914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:49.189926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:49.190081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:49.190126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:49.190156] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:49.193688] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: UP (p=77.06%)
[2025-12-26T20:21:49.193975] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2025-12-26T20:21:49.194106] [INFO ] [sig       ] EXPO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:49.343433] [INFO ] [LOCAL     ] Saved forecast: EXPO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/EXPO.txt
[2025-12-26T20:21:49.343604] [INFO ] [sig       ] [1163/3548] Completed EXPO in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-26T20:21:49.343649] [INFO ] [sig       ] [1164/3548] Forecasting EYE...
[2025-12-26T20:21:49.343680] [INFO ] [sig       ] Generating forecast for: EYE
[2025-12-26T20:21:49.343711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2025-12-26T20:21:49.356225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2025-12-26T20:21:49.356611] [INFO ] [FORECASTER] Starting predict_future for EYE
[2025-12-26T20:21:49.357501] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2025-12-26T20:21:49.357563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:49.357628] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:49.357667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:49.357746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:49.416021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:49.416809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:49.416889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:49.416920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:49.536052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:49.536212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:49.536254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:49.536283] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:49.539779] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-12-26T20:21:49.540080] [INFO ] [FORECASTER] Completed predict_future for EYE
[2025-12-26T20:21:49.540212] [INFO ] [sig       ] EYE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:49.685844] [INFO ] [LOCAL     ] Saved forecast: EYE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EYE.txt
[2025-12-26T20:21:49.685993] [INFO ] [sig       ] [1164/3548] Completed EYE in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-26T20:21:49.686032] [INFO ] [sig       ] [1165/3548] Forecasting EZGO...
[2025-12-26T20:21:49.686064] [INFO ] [sig       ] Generating forecast for: EZGO
[2025-12-26T20:21:49.686095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2025-12-26T20:21:49.697230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2025-12-26T20:21:49.697614] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2025-12-26T20:21:49.698430] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2025-12-26T20:21:49.698483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:49.698515] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:49.698544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:49.698620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:49.756788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:49.757620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:49.757718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:49.757752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:49.870429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:49.870597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:49.870650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:49.870685] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:49.875449] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: DOWN (p=7.54%)
[2025-12-26T20:21:49.875747] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2025-12-26T20:21:49.875870] [INFO ] [sig       ] EZGO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:50.020986] [INFO ] [LOCAL     ] Saved forecast: EZGO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/EZGO.txt
[2025-12-26T20:21:50.021147] [INFO ] [sig       ] [1165/3548] Completed EZGO in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-26T20:21:50.021191] [INFO ] [sig       ] [1166/3548] Forecasting F...
[2025-12-26T20:21:50.021222] [INFO ] [sig       ] Generating forecast for: F
[2025-12-26T20:21:50.021252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-12-26T20:21:50.032357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2025-12-26T20:21:50.032697] [INFO ] [FORECASTER] Starting predict_future for F
[2025-12-26T20:21:50.033494] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-12-26T20:21:50.033547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:50.033603] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:50.033634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:50.033694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:50.092357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:50.093240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:50.093322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:50.093356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:50.216919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:50.217066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:50.217106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:50.217134] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:50.220466] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: DOWN (p=26.85%)
[2025-12-26T20:21:50.220753] [INFO ] [FORECASTER] Completed predict_future for F
[2025-12-26T20:21:50.220874] [INFO ] [sig       ] F: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:50.366116] [INFO ] [LOCAL     ] Saved forecast: F	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/F.txt
[2025-12-26T20:21:50.366281] [INFO ] [sig       ] [1166/3548] Completed F in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-26T20:21:50.366336] [INFO ] [sig       ] [1167/3548] Forecasting FA...
[2025-12-26T20:21:50.366368] [INFO ] [sig       ] Generating forecast for: FA
[2025-12-26T20:21:50.366398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2025-12-26T20:21:50.380243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2025-12-26T20:21:50.380692] [INFO ] [FORECASTER] Starting predict_future for FA
[2025-12-26T20:21:50.381481] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2025-12-26T20:21:50.381532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:50.381564] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:50.381612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:50.381671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:50.439868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:50.440813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:50.440899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:50.440933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:50.566047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:50.566201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:50.566244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:50.566272] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:50.569663] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: UP (p=85.07%)
[2025-12-26T20:21:50.569957] [INFO ] [FORECASTER] Completed predict_future for FA
[2025-12-26T20:21:50.570083] [INFO ] [sig       ] FA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:50.712033] [INFO ] [LOCAL     ] Saved forecast: FA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FA.txt
[2025-12-26T20:21:50.712182] [INFO ] [sig       ] [1167/3548] Completed FA in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-26T20:21:50.712222] [INFO ] [sig       ] [1168/3548] Forecasting FAF...
[2025-12-26T20:21:50.712251] [INFO ] [sig       ] Generating forecast for: FAF
[2025-12-26T20:21:50.712281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-12-26T20:21:50.723811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2025-12-26T20:21:50.724184] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-12-26T20:21:50.724981] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-12-26T20:21:50.725033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:50.725063] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:50.725089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:50.725146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:50.788557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:50.789923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:50.790006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:50.790039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:50.909264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:50.909418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:50.909461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:50.909491] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:50.912881] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: UP (p=56.56%)
[2025-12-26T20:21:50.913171] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-12-26T20:21:50.913315] [INFO ] [sig       ] FAF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:51.069173] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FAF.txt
[2025-12-26T20:21:51.069349] [INFO ] [sig       ] [1168/3548] Completed FAF in 0.4s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-26T20:21:51.069390] [INFO ] [sig       ] [1169/3548] Forecasting FALN...
[2025-12-26T20:21:51.069418] [INFO ] [sig       ] Generating forecast for: FALN
[2025-12-26T20:21:51.069449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2025-12-26T20:21:51.080982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2025-12-26T20:21:51.081412] [INFO ] [FORECASTER] Starting predict_future for FALN
[2025-12-26T20:21:51.082249] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2025-12-26T20:21:51.082302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:51.082332] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:51.082360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:51.082417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:51.138362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:51.139276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:51.139360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:51.139428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:51.263673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:51.263831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:51.263874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:51.263903] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:51.267265] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: DOWN (p=45.49%)
[2025-12-26T20:21:51.267553] [INFO ] [FORECASTER] Completed predict_future for FALN
[2025-12-26T20:21:51.267701] [INFO ] [sig       ] FALN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:51.411829] [INFO ] [LOCAL     ] Saved forecast: FALN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FALN.txt
[2025-12-26T20:21:51.411982] [INFO ] [sig       ] [1169/3548] Completed FALN in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-26T20:21:51.412020] [INFO ] [sig       ] [1170/3548] Forecasting FANG...
[2025-12-26T20:21:51.412049] [INFO ] [sig       ] Generating forecast for: FANG
[2025-12-26T20:21:51.412079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2025-12-26T20:21:51.424227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2025-12-26T20:21:51.424639] [INFO ] [FORECASTER] Starting predict_future for FANG
[2025-12-26T20:21:51.425434] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2025-12-26T20:21:51.425486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:51.425516] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:51.425542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:51.425623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:51.481881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:51.482716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:51.482794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:51.482826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:51.603839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:51.603991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:51.604033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:51.604079] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:51.607407] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: UP (p=95.57%)
[2025-12-26T20:21:51.607696] [INFO ] [FORECASTER] Completed predict_future for FANG
[2025-12-26T20:21:51.607817] [INFO ] [sig       ] FANG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:51.747105] [INFO ] [LOCAL     ] Saved forecast: FANG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FANG.txt
[2025-12-26T20:21:51.747244] [INFO ] [sig       ] [1170/3548] Completed FANG in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-26T20:21:51.747283] [INFO ] [sig       ] [1171/3548] Forecasting FARM...
[2025-12-26T20:21:51.747312] [INFO ] [sig       ] Generating forecast for: FARM
[2025-12-26T20:21:51.747342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2025-12-26T20:21:51.758318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2025-12-26T20:21:51.758700] [INFO ] [FORECASTER] Starting predict_future for FARM
[2025-12-26T20:21:51.759512] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2025-12-26T20:21:51.759563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:51.759613] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:51.759642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:51.759701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:51.817952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:51.818832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:51.818930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:51.818964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:51.941917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:51.942069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:51.942111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:51.942139] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:51.945673] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: DOWN (p=38.23%)
[2025-12-26T20:21:51.946058] [INFO ] [FORECASTER] Completed predict_future for FARM
[2025-12-26T20:21:51.946183] [INFO ] [sig       ] FARM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:52.084819] [INFO ] [LOCAL     ] Saved forecast: FARM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FARM.txt
[2025-12-26T20:21:52.084940] [INFO ] [sig       ] [1171/3548] Completed FARM in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-26T20:21:52.084979] [INFO ] [sig       ] [1172/3548] Forecasting FBIN...
[2025-12-26T20:21:52.085009] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-12-26T20:21:52.085038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-12-26T20:21:52.097724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2025-12-26T20:21:52.098035] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-12-26T20:21:52.098830] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-12-26T20:21:52.098898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:52.098934] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:52.098961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:52.099019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:52.156203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:52.157084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:52.157214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:52.157249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:52.282264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:52.282411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:52.282454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:52.282483] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:52.285817] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: DOWN (p=31.86%)
[2025-12-26T20:21:52.286084] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-12-26T20:21:52.286210] [INFO ] [sig       ] FBIN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:52.425097] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FBIN.txt
[2025-12-26T20:21:52.425336] [INFO ] [sig       ] [1172/3548] Completed FBIN in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-26T20:21:52.425394] [INFO ] [sig       ] [1173/3548] Forecasting FBIO...
[2025-12-26T20:21:52.425436] [INFO ] [sig       ] Generating forecast for: FBIO
[2025-12-26T20:21:52.425481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2025-12-26T20:21:52.437281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2025-12-26T20:21:52.437682] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2025-12-26T20:21:52.438475] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2025-12-26T20:21:52.438527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:52.438561] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:52.438618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:52.438683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:52.497417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:52.498297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:52.498381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:52.498414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:52.618535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:52.618711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:52.618755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:52.618785] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:52.622328] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: UP (p=50.76%)
[2025-12-26T20:21:52.622651] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2025-12-26T20:21:52.622786] [INFO ] [sig       ] FBIO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:52.775313] [INFO ] [LOCAL     ] Saved forecast: FBIO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FBIO.txt
[2025-12-26T20:21:52.775481] [INFO ] [sig       ] [1173/3548] Completed FBIO in 0.4s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-26T20:21:52.775523] [INFO ] [sig       ] [1174/3548] Forecasting FBIZ...
[2025-12-26T20:21:52.775554] [INFO ] [sig       ] Generating forecast for: FBIZ
[2025-12-26T20:21:52.775606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2025-12-26T20:21:52.788696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2025-12-26T20:21:52.789345] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2025-12-26T20:21:52.790491] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2025-12-26T20:21:52.790547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:52.790613] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:52.790646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:52.790717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:52.862454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:52.863518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:52.863657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:52.863694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:52.985118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:52.985272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:52.985315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:52.985344] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:52.988768] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: DOWN (p=19.75%)
[2025-12-26T20:21:52.989082] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2025-12-26T20:21:52.989214] [INFO ] [sig       ] FBIZ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:53.140635] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FBIZ.txt
[2025-12-26T20:21:53.140797] [INFO ] [sig       ] [1174/3548] Completed FBIZ in 0.4s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-26T20:21:53.140837] [INFO ] [sig       ] [1175/3548] Forecasting FBK...
[2025-12-26T20:21:53.140866] [INFO ] [sig       ] Generating forecast for: FBK
[2025-12-26T20:21:53.140897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-12-26T20:21:53.152129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2025-12-26T20:21:53.152504] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-12-26T20:21:53.153313] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-12-26T20:21:53.153365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:53.153397] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:53.153424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:53.153482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:53.212049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:53.212687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:53.212764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:53.212796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:53.332178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:53.332329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:53.332371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:53.332400] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:53.335825] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-12-26T20:21:53.336110] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-12-26T20:21:53.336238] [INFO ] [sig       ] FBK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:53.476368] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FBK.txt
[2025-12-26T20:21:53.476525] [INFO ] [sig       ] [1175/3548] Completed FBK in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-26T20:21:53.476563] [INFO ] [sig       ] [1176/3548] Forecasting FBL...
[2025-12-26T20:21:53.476612] [INFO ] [sig       ] Generating forecast for: FBL
[2025-12-26T20:21:53.476647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2025-12-26T20:21:53.487519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2025-12-26T20:21:53.487911] [INFO ] [FORECASTER] Starting predict_future for FBL
[2025-12-26T20:21:53.488701] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2025-12-26T20:21:53.488753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:53.488809] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:53.488836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:53.488921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:53.545739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:53.546651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:53.546735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:53.546766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:53.668923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:53.669074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:53.669116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:53.669143] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:53.672459] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: UP (p=62.23%)
[2025-12-26T20:21:53.672751] [INFO ] [FORECASTER] Completed predict_future for FBL
[2025-12-26T20:21:53.672872] [INFO ] [sig       ] FBL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:53.812946] [INFO ] [LOCAL     ] Saved forecast: FBL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FBL.txt
[2025-12-26T20:21:53.813112] [INFO ] [sig       ] [1176/3548] Completed FBL in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-26T20:21:53.813152] [INFO ] [sig       ] [1177/3548] Forecasting FBNC...
[2025-12-26T20:21:53.813183] [INFO ] [sig       ] Generating forecast for: FBNC
[2025-12-26T20:21:53.813212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2025-12-26T20:21:53.824242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2025-12-26T20:21:53.824549] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2025-12-26T20:21:53.825375] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2025-12-26T20:21:53.825426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:53.825456] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:53.825482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:53.825539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:53.883207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:53.884123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:53.884206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:53.884239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:54.005005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:54.005155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:54.005205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:54.005235] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:54.008810] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: DOWN (p=36.48%)
[2025-12-26T20:21:54.009107] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2025-12-26T20:21:54.009229] [INFO ] [sig       ] FBNC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:54.149048] [INFO ] [LOCAL     ] Saved forecast: FBNC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FBNC.txt
[2025-12-26T20:21:54.149177] [INFO ] [sig       ] [1177/3548] Completed FBNC in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-26T20:21:54.149215] [INFO ] [sig       ] [1178/3548] Forecasting FBP...
[2025-12-26T20:21:54.149260] [INFO ] [sig       ] Generating forecast for: FBP
[2025-12-26T20:21:54.149298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-12-26T20:21:54.161286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2025-12-26T20:21:54.161630] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-12-26T20:21:54.162401] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-12-26T20:21:54.162451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:54.162483] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:54.162509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:54.162565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:54.218825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:54.219447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:54.219524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:54.219555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:54.338194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:54.338343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:54.338386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:54.338413] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:54.341784] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: UP (p=91.09%)
[2025-12-26T20:21:54.342050] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-12-26T20:21:54.342170] [INFO ] [sig       ] FBP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:54.535760] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FBP.txt
[2025-12-26T20:21:54.535895] [INFO ] [sig       ] [1178/3548] Completed FBP in 0.4s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-26T20:21:54.535934] [INFO ] [sig       ] [1179/3548] Forecasting FC...
[2025-12-26T20:21:54.535963] [INFO ] [sig       ] Generating forecast for: FC
[2025-12-26T20:21:54.535995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-12-26T20:21:54.547207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2025-12-26T20:21:54.547535] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-12-26T20:21:54.548313] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-12-26T20:21:54.548364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:54.548396] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:54.548422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:54.548479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:54.606599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:54.607451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:54.607536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:54.607570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:54.736089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:54.736241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:54.736283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:54.736355] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:54.739745] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: UP (p=61.88%)
[2025-12-26T20:21:54.740020] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-12-26T20:21:54.740144] [INFO ] [sig       ] FC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:54.885263] [INFO ] [LOCAL     ] Saved forecast: FC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FC.txt
[2025-12-26T20:21:54.885404] [INFO ] [sig       ] [1179/3548] Completed FC in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-26T20:21:54.885444] [INFO ] [sig       ] [1180/3548] Forecasting FCAL...
[2025-12-26T20:21:54.885474] [INFO ] [sig       ] Generating forecast for: FCAL
[2025-12-26T20:21:54.885504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2025-12-26T20:21:54.895979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2025-12-26T20:21:54.896313] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2025-12-26T20:21:54.897087] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2025-12-26T20:21:54.897140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:54.897171] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:54.897198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:54.897257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:54.965941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:54.966821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:54.966904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:54.966937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:55.072758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:55.072912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:55.073149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:55.073177] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:55.077136] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: DOWN (p=49.96%)
[2025-12-26T20:21:55.077634] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2025-12-26T20:21:55.077766] [INFO ] [sig       ] FCAL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:55.221894] [INFO ] [LOCAL     ] Saved forecast: FCAL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FCAL.txt
[2025-12-26T20:21:55.222028] [INFO ] [sig       ] [1180/3548] Completed FCAL in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-26T20:21:55.222066] [INFO ] [sig       ] [1181/3548] Forecasting FCBC...
[2025-12-26T20:21:55.222096] [INFO ] [sig       ] Generating forecast for: FCBC
[2025-12-26T20:21:55.222127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2025-12-26T20:21:55.232444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2025-12-26T20:21:55.232756] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2025-12-26T20:21:55.233509] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2025-12-26T20:21:55.233560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:55.233620] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:55.233647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:55.233706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:55.291606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:55.292241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:55.292317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:55.292349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:55.411387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:55.411530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:55.411587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:55.411619] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:55.414939] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: DOWN (p=6.91%)
[2025-12-26T20:21:55.415200] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2025-12-26T20:21:55.415319] [INFO ] [sig       ] FCBC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:55.557621] [INFO ] [LOCAL     ] Saved forecast: FCBC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FCBC.txt
[2025-12-26T20:21:55.557742] [INFO ] [sig       ] [1181/3548] Completed FCBC in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-26T20:21:55.557780] [INFO ] [sig       ] [1182/3548] Forecasting FCCO...
[2025-12-26T20:21:55.557809] [INFO ] [sig       ] Generating forecast for: FCCO
[2025-12-26T20:21:55.557840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2025-12-26T20:21:55.569033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2025-12-26T20:21:55.569442] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2025-12-26T20:21:55.570246] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2025-12-26T20:21:55.570299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:55.570330] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:55.570358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:55.570417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:55.626966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:55.627840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:55.627923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:55.627954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:55.749760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:55.749909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:55.749950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:55.749977] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:55.753284] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: UP (p=84.22%)
[2025-12-26T20:21:55.753549] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2025-12-26T20:21:55.753688] [INFO ] [sig       ] FCCO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:55.895883] [INFO ] [LOCAL     ] Saved forecast: FCCO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FCCO.txt
[2025-12-26T20:21:55.896008] [INFO ] [sig       ] [1182/3548] Completed FCCO in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-26T20:21:55.896046] [INFO ] [sig       ] [1183/3548] Forecasting FCEL...
[2025-12-26T20:21:55.896075] [INFO ] [sig       ] Generating forecast for: FCEL
[2025-12-26T20:21:55.896104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2025-12-26T20:21:55.906553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2025-12-26T20:21:55.907084] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2025-12-26T20:21:55.907883] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2025-12-26T20:21:55.908095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:55.908126] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:55.908152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:55.908210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:55.965215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:55.965843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:55.965923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:55.965955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:56.081739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:56.081894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:56.081941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:56.081983] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:56.085450] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: UP (p=96.20%)
[2025-12-26T20:21:56.085740] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2025-12-26T20:21:56.085866] [INFO ] [sig       ] FCEL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:56.226340] [INFO ] [LOCAL     ] Saved forecast: FCEL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FCEL.txt
[2025-12-26T20:21:56.226496] [INFO ] [sig       ] [1183/3548] Completed FCEL in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-26T20:21:56.226537] [INFO ] [sig       ] [1184/3548] Forecasting FCF...
[2025-12-26T20:21:56.226567] [INFO ] [sig       ] Generating forecast for: FCF
[2025-12-26T20:21:56.226619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-12-26T20:21:56.237994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2025-12-26T20:21:56.238396] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-12-26T20:21:56.239256] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-12-26T20:21:56.239307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:56.239342] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:56.239378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:56.239446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:56.295011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:56.295942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:56.296027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:56.296059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:56.414465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:56.414642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:56.414685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:56.414713] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:56.418463] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: UP (p=90.21%)
[2025-12-26T20:21:56.418763] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-12-26T20:21:56.418913] [INFO ] [sig       ] FCF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:56.561237] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FCF.txt
[2025-12-26T20:21:56.561396] [INFO ] [sig       ] [1184/3548] Completed FCF in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-26T20:21:56.561436] [INFO ] [sig       ] [1185/3548] Forecasting FCFS...
[2025-12-26T20:21:56.561466] [INFO ] [sig       ] Generating forecast for: FCFS
[2025-12-26T20:21:56.561497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2025-12-26T20:21:56.574756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2025-12-26T20:21:56.575247] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2025-12-26T20:21:56.576265] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2025-12-26T20:21:56.576319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:56.576350] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:56.576376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:56.576448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:56.645794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:56.646706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:56.646791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:56.646823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:56.767658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:56.767810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:56.767852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:56.767879] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:56.771292] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: DOWN (p=10.71%)
[2025-12-26T20:21:56.771599] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2025-12-26T20:21:56.771731] [INFO ] [sig       ] FCFS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:56.911217] [INFO ] [LOCAL     ] Saved forecast: FCFS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FCFS.txt
[2025-12-26T20:21:56.911373] [INFO ] [sig       ] [1185/3548] Completed FCFS in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-26T20:21:56.911413] [INFO ] [sig       ] [1186/3548] Forecasting FCN...
[2025-12-26T20:21:56.911443] [INFO ] [sig       ] Generating forecast for: FCN
[2025-12-26T20:21:56.911474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-12-26T20:21:56.923302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2025-12-26T20:21:56.923694] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-12-26T20:21:56.924533] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-12-26T20:21:56.924609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:56.924646] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:56.924674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:56.924737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:56.982283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:56.983055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:56.983183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:56.983217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:57.103250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:57.103393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:57.103435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:57.103463] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:57.106816] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: UP (p=91.67%)
[2025-12-26T20:21:57.107085] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-12-26T20:21:57.107205] [INFO ] [sig       ] FCN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:57.248287] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FCN.txt
[2025-12-26T20:21:57.248423] [INFO ] [sig       ] [1186/3548] Completed FCN in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-26T20:21:57.248461] [INFO ] [sig       ] [1187/3548] Forecasting FCNCA...
[2025-12-26T20:21:57.248490] [INFO ] [sig       ] Generating forecast for: FCNCA
[2025-12-26T20:21:57.248520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2025-12-26T20:21:57.259190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2025-12-26T20:21:57.259507] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2025-12-26T20:21:57.260318] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2025-12-26T20:21:57.260382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:57.260414] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:57.260440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:57.260497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:57.320498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:57.321556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:57.321664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:57.321698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:57.437553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:57.437690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:57.437731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:57.437759] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:57.441157] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: DOWN (p=10.98%)
[2025-12-26T20:21:57.441425] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2025-12-26T20:21:57.441555] [INFO ] [sig       ] FCNCA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:57.582683] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FCNCA.txt
[2025-12-26T20:21:57.582831] [INFO ] [sig       ] [1187/3548] Completed FCNCA in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-26T20:21:57.582872] [INFO ] [sig       ] [1188/3548] Forecasting FCNCO...
[2025-12-26T20:21:57.582903] [INFO ] [sig       ] Generating forecast for: FCNCO
[2025-12-26T20:21:57.582934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2025-12-26T20:21:57.593350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2025-12-26T20:21:57.593748] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2025-12-26T20:21:57.594540] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2025-12-26T20:21:57.594630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:57.594677] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:57.594711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:57.594772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:57.650925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:57.651696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:57.651776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:57.651809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:57.749560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:57.749723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:57.749765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:57.749793] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:57.753149] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: UP (p=97.61%)
[2025-12-26T20:21:57.753423] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2025-12-26T20:21:57.753546] [INFO ] [sig       ] FCNCO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:57.898104] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FCNCO.txt
[2025-12-26T20:21:57.898260] [INFO ] [sig       ] [1188/3548] Completed FCNCO in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-26T20:21:57.898300] [INFO ] [sig       ] [1189/3548] Forecasting FCNCP...
[2025-12-26T20:21:57.898330] [INFO ] [sig       ] Generating forecast for: FCNCP
[2025-12-26T20:21:57.898360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2025-12-26T20:21:57.909128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2025-12-26T20:21:57.909504] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2025-12-26T20:21:57.910344] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2025-12-26T20:21:57.910399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:57.910431] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:57.910457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:57.910514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:57.969487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:57.970426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:57.970515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:57.970549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:58.073511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:58.073675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:58.073718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:58.073748] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:58.077070] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: DOWN (p=23.72%)
[2025-12-26T20:21:58.077338] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2025-12-26T20:21:58.077458] [INFO ] [sig       ] FCNCP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:58.221790] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FCNCP.txt
[2025-12-26T20:21:58.221950] [INFO ] [sig       ] [1189/3548] Completed FCNCP in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-26T20:21:58.221990] [INFO ] [sig       ] [1190/3548] Forecasting FCTE...
[2025-12-26T20:21:58.222020] [INFO ] [sig       ] Generating forecast for: FCTE
[2025-12-26T20:21:58.222049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2025-12-26T20:21:58.232893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2025-12-26T20:21:58.233464] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2025-12-26T20:21:58.234293] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2025-12-26T20:21:58.234345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:58.234376] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:58.234402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:58.234458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:58.292115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:58.293171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:58.293275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:58.293321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:58.414153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:58.414305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:58.414348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:58.414376] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:58.417851] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: DOWN (p=43.36%)
[2025-12-26T20:21:58.418155] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2025-12-26T20:21:58.418285] [INFO ] [sig       ] FCTE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:58.562449] [INFO ] [LOCAL     ] Saved forecast: FCTE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FCTE.txt
[2025-12-26T20:21:58.562601] [INFO ] [sig       ] [1190/3548] Completed FCTE in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-26T20:21:58.562643] [INFO ] [sig       ] [1191/3548] Forecasting FCX...
[2025-12-26T20:21:58.562673] [INFO ] [sig       ] Generating forecast for: FCX
[2025-12-26T20:21:58.562703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-12-26T20:21:58.574599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCX'.
[2025-12-26T20:21:58.574988] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-12-26T20:21:58.575929] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-12-26T20:21:58.575984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:58.576017] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:58.576046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:58.576104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:58.634245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:58.635129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:58.635210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:58.635243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:58.764800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:58.764954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:58.764995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:58.765023] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:58.768394] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=83.07%)
[2025-12-26T20:21:58.768694] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-12-26T20:21:58.768822] [INFO ] [sig       ] FCX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:21:58.917424] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FCX.txt
[2025-12-26T20:21:58.917564] [INFO ] [sig       ] [1191/3548] Completed FCX in 0.4s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-26T20:21:58.917630] [INFO ] [sig       ] [1192/3548] Forecasting FDBC...
[2025-12-26T20:21:58.917661] [INFO ] [sig       ] Generating forecast for: FDBC
[2025-12-26T20:21:58.917690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2025-12-26T20:21:58.930290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDBC'.
[2025-12-26T20:21:58.930876] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2025-12-26T20:21:58.932298] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2025-12-26T20:21:58.932352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:58.932386] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:58.932412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:58.932473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:58.993409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:58.994668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:58.994791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:58.994828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:59.095707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:59.095944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:59.096004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:59.096043] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:59.100241] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: DOWN (p=0.67%)
[2025-12-26T20:21:59.100602] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2025-12-26T20:21:59.100753] [INFO ] [sig       ] FDBC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:59.251164] [INFO ] [LOCAL     ] Saved forecast: FDBC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FDBC.txt
[2025-12-26T20:21:59.251397] [INFO ] [sig       ] [1192/3548] Completed FDBC in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-26T20:21:59.251441] [INFO ] [sig       ] [1193/3548] Forecasting FDIF...
[2025-12-26T20:21:59.251472] [INFO ] [sig       ] Generating forecast for: FDIF
[2025-12-26T20:21:59.251503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2025-12-26T20:21:59.265959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2025-12-26T20:21:59.266550] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2025-12-26T20:21:59.267503] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2025-12-26T20:21:59.267634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:59.267682] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:59.267718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:59.267795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:59.328253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:59.329665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:59.329776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:59.329820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:59.440671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:59.440915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:59.440964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:59.440995] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:59.446013] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: DOWN (p=6.11%)
[2025-12-26T20:21:59.446594] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2025-12-26T20:21:59.446793] [INFO ] [sig       ] FDIF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:59.604157] [INFO ] [LOCAL     ] Saved forecast: FDIF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FDIF.txt
[2025-12-26T20:21:59.604376] [INFO ] [sig       ] [1193/3548] Completed FDIF in 0.4s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-26T20:21:59.604420] [INFO ] [sig       ] [1194/3548] Forecasting FDIG...
[2025-12-26T20:21:59.604453] [INFO ] [sig       ] Generating forecast for: FDIG
[2025-12-26T20:21:59.604485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'.
[2025-12-26T20:21:59.617684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIG'.
[2025-12-26T20:21:59.618494] [INFO ] [FORECASTER] Starting predict_future for FDIG
[2025-12-26T20:21:59.619558] [DEBUG] [LOCAL     ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt
[2025-12-26T20:21:59.619639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:59.619675] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:59.619702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:59.619768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:21:59.678757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:21:59.679988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:21:59.680090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:21:59.680124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:21:59.803490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:21:59.803776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:21:59.803831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:21:59.803860] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:21:59.808024] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: DOWN (p=44.46%)
[2025-12-26T20:21:59.808430] [INFO ] [FORECASTER] Completed predict_future for FDIG
[2025-12-26T20:21:59.808617] [INFO ] [sig       ] FDIG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:21:59.960339] [INFO ] [LOCAL     ] Saved forecast: FDIG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FDIG.txt
[2025-12-26T20:21:59.960504] [INFO ] [sig       ] [1194/3548] Completed FDIG in 0.4s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-26T20:21:59.960545] [INFO ] [sig       ] [1195/3548] Forecasting FDP...
[2025-12-26T20:21:59.960597] [INFO ] [sig       ] Generating forecast for: FDP
[2025-12-26T20:21:59.960629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-12-26T20:21:59.971886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2025-12-26T20:21:59.972280] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-12-26T20:21:59.973126] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-12-26T20:21:59.973181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:21:59.973214] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:21:59.973241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:21:59.973306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:00.033443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:00.034355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:00.034439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:00.034474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:00.175967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:00.176155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:00.176207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:00.176239] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:00.180247] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: DOWN (p=25.03%)
[2025-12-26T20:22:00.180543] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-12-26T20:22:00.180695] [INFO ] [sig       ] FDP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:00.328872] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FDP.txt
[2025-12-26T20:22:00.329041] [INFO ] [sig       ] [1195/3548] Completed FDP in 0.4s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-26T20:22:00.329084] [INFO ] [sig       ] [1196/3548] Forecasting FDS...
[2025-12-26T20:22:00.329118] [INFO ] [sig       ] Generating forecast for: FDS
[2025-12-26T20:22:00.329150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-12-26T20:22:00.341416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2025-12-26T20:22:00.341812] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-12-26T20:22:00.342621] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-12-26T20:22:00.342674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:00.342705] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:00.342732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:00.342789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:00.400697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:00.401514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:00.401617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:00.401654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:00.519570] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:00.519757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:00.519833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:00.519864] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:00.523405] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: UP (p=65.10%)
[2025-12-26T20:22:00.523710] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-12-26T20:22:00.523836] [INFO ] [sig       ] FDS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:00.673465] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FDS.txt
[2025-12-26T20:22:00.673627] [INFO ] [sig       ] [1196/3548] Completed FDS in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-26T20:22:00.673668] [INFO ] [sig       ] [1197/3548] Forecasting FDTX...
[2025-12-26T20:22:00.673697] [INFO ] [sig       ] Generating forecast for: FDTX
[2025-12-26T20:22:00.673728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2025-12-26T20:22:00.685274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2025-12-26T20:22:00.685680] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2025-12-26T20:22:00.686528] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2025-12-26T20:22:00.686605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:00.686646] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:00.686673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:00.686731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:00.742736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:00.743553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:00.743658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:00.743691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:00.859754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:00.859916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:00.859960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:00.859987] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:00.863349] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: UP (p=95.58%)
[2025-12-26T20:22:00.863643] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2025-12-26T20:22:00.863765] [INFO ] [sig       ] FDTX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:01.003063] [INFO ] [LOCAL     ] Saved forecast: FDTX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FDTX.txt
[2025-12-26T20:22:01.003225] [INFO ] [sig       ] [1197/3548] Completed FDTX in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-26T20:22:01.003265] [INFO ] [sig       ] [1198/3548] Forecasting FDUS...
[2025-12-26T20:22:01.003295] [INFO ] [sig       ] Generating forecast for: FDUS
[2025-12-26T20:22:01.003326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2025-12-26T20:22:01.017300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2025-12-26T20:22:01.017738] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2025-12-26T20:22:01.018550] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2025-12-26T20:22:01.018636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:01.018669] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:01.018697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:01.018754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:01.077424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:01.078359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:01.078442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:01.078475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:01.203963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:01.204123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:01.204165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:01.204193] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:01.207569] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-12-26T20:22:01.207869] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2025-12-26T20:22:01.207991] [INFO ] [sig       ] FDUS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:01.372689] [INFO ] [LOCAL     ] Saved forecast: FDUS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FDUS.txt
[2025-12-26T20:22:01.372848] [INFO ] [sig       ] [1198/3548] Completed FDUS in 0.4s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-26T20:22:01.372890] [INFO ] [sig       ] [1199/3548] Forecasting FDX...
[2025-12-26T20:22:01.372922] [INFO ] [sig       ] Generating forecast for: FDX
[2025-12-26T20:22:01.372953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-12-26T20:22:01.384956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2025-12-26T20:22:01.385385] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-12-26T20:22:01.386390] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-12-26T20:22:01.386448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:01.386482] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:01.386509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:01.386567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:01.450514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:01.451386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:01.451471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:01.451505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:01.586904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:01.587016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:01.587058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:01.587087] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:01.590481] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=28.69%)
[2025-12-26T20:22:01.590802] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-12-26T20:22:01.590943] [INFO ] [sig       ] FDX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:01.765122] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FDX.txt
[2025-12-26T20:22:01.765302] [INFO ] [sig       ] [1199/3548] Completed FDX in 0.4s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-26T20:22:01.765343] [INFO ] [sig       ] [1200/3548] Forecasting FE...
[2025-12-26T20:22:01.765373] [INFO ] [sig       ] Generating forecast for: FE
[2025-12-26T20:22:01.765434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-12-26T20:22:01.778367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2025-12-26T20:22:01.778798] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-12-26T20:22:01.779705] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-12-26T20:22:01.779758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:01.779790] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:01.779817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:01.779881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:01.847023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:01.847923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:01.848014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:01.848049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:01.974024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:01.974181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:01.974225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:01.974254] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:01.977883] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2025-12-26T20:22:01.978227] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-12-26T20:22:01.978366] [INFO ] [sig       ] FE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:02.125795] [INFO ] [LOCAL     ] Saved forecast: FE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FE.txt
[2025-12-26T20:22:02.125959] [INFO ] [sig       ] [1200/3548] Completed FE in 0.4s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-26T20:22:02.126000] [INFO ] [sig       ] [1201/3548] Forecasting FEIM...
[2025-12-26T20:22:02.126030] [INFO ] [sig       ] Generating forecast for: FEIM
[2025-12-26T20:22:02.126067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2025-12-26T20:22:02.138356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2025-12-26T20:22:02.138814] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2025-12-26T20:22:02.139820] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2025-12-26T20:22:02.139896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:02.139945] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:02.139988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:02.140072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:02.204001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:02.204874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:02.204960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:02.204994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:02.338932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:02.339088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:02.339137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:02.339168] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:02.342792] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: DOWN (p=19.66%)
[2025-12-26T20:22:02.343090] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2025-12-26T20:22:02.343224] [INFO ] [sig       ] FEIM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:02.511600] [INFO ] [LOCAL     ] Saved forecast: FEIM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FEIM.txt
[2025-12-26T20:22:02.511768] [INFO ] [sig       ] [1201/3548] Completed FEIM in 0.4s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-26T20:22:02.511827] [INFO ] [sig       ] [1202/3548] Forecasting FELE...
[2025-12-26T20:22:02.511869] [INFO ] [sig       ] Generating forecast for: FELE
[2025-12-26T20:22:02.511908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2025-12-26T20:22:02.524436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2025-12-26T20:22:02.524925] [INFO ] [FORECASTER] Starting predict_future for FELE
[2025-12-26T20:22:02.526227] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2025-12-26T20:22:02.526290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:02.526327] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:02.526359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:02.526437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:02.593822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:02.594742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:02.594829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:02.594862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:02.716131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:02.716289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:02.716333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:02.716363] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:02.720716] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: UP (p=52.93%)
[2025-12-26T20:22:02.721302] [INFO ] [FORECASTER] Completed predict_future for FELE
[2025-12-26T20:22:02.721458] [INFO ] [sig       ] FELE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:02.869040] [INFO ] [LOCAL     ] Saved forecast: FELE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FELE.txt
[2025-12-26T20:22:02.869197] [INFO ] [sig       ] [1202/3548] Completed FELE in 0.4s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-26T20:22:02.869237] [INFO ] [sig       ] [1203/3548] Forecasting FEM...
[2025-12-26T20:22:02.869268] [INFO ] [sig       ] Generating forecast for: FEM
[2025-12-26T20:22:02.869299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2025-12-26T20:22:02.880641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2025-12-26T20:22:02.881031] [INFO ] [FORECASTER] Starting predict_future for FEM
[2025-12-26T20:22:02.881846] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2025-12-26T20:22:02.881899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:02.881930] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:02.881956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:02.882013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:02.939752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:02.940689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:02.940772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:02.940805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:03.061212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:03.061365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:03.061407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:03.061436] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:03.064826] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: DOWN (p=40.26%)
[2025-12-26T20:22:03.065097] [INFO ] [FORECASTER] Completed predict_future for FEM
[2025-12-26T20:22:03.065244] [INFO ] [sig       ] FEM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:03.204213] [INFO ] [LOCAL     ] Saved forecast: FEM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FEM.txt
[2025-12-26T20:22:03.204338] [INFO ] [sig       ] [1203/3548] Completed FEM in 0.3s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-26T20:22:03.204376] [INFO ] [sig       ] [1204/3548] Forecasting FEMB...
[2025-12-26T20:22:03.204406] [INFO ] [sig       ] Generating forecast for: FEMB
[2025-12-26T20:22:03.204435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2025-12-26T20:22:03.214711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2025-12-26T20:22:03.215007] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2025-12-26T20:22:03.215796] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2025-12-26T20:22:03.215848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:03.215879] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:03.215910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:03.215967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:03.275556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:03.276310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:03.276388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:03.276420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:03.398381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:03.398532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:03.398593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:03.398625] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:03.402425] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: UP (p=83.88%)
[2025-12-26T20:22:03.402722] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2025-12-26T20:22:03.402852] [INFO ] [sig       ] FEMB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:03.556025] [INFO ] [LOCAL     ] Saved forecast: FEMB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FEMB.txt
[2025-12-26T20:22:03.556181] [INFO ] [sig       ] [1204/3548] Completed FEMB in 0.4s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-26T20:22:03.556221] [INFO ] [sig       ] [1205/3548] Forecasting FEMS...
[2025-12-26T20:22:03.556250] [INFO ] [sig       ] Generating forecast for: FEMS
[2025-12-26T20:22:03.556281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2025-12-26T20:22:03.567918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2025-12-26T20:22:03.568319] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2025-12-26T20:22:03.569202] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2025-12-26T20:22:03.569257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:03.569291] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:03.569319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:03.569379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:03.630308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:03.631190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:03.631274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:03.631307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:03.751982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:03.752129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:03.752190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:03.752219] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:03.755593] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: DOWN (p=36.81%)
[2025-12-26T20:22:03.755867] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2025-12-26T20:22:03.755990] [INFO ] [sig       ] FEMS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:03.897544] [INFO ] [LOCAL     ] Saved forecast: FEMS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FEMS.txt
[2025-12-26T20:22:03.897720] [INFO ] [sig       ] [1205/3548] Completed FEMS in 0.3s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-26T20:22:03.897761] [INFO ] [sig       ] [1206/3548] Forecasting FEP...
[2025-12-26T20:22:03.897791] [INFO ] [sig       ] Generating forecast for: FEP
[2025-12-26T20:22:03.897821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2025-12-26T20:22:03.912862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2025-12-26T20:22:03.913347] [INFO ] [FORECASTER] Starting predict_future for FEP
[2025-12-26T20:22:03.914641] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2025-12-26T20:22:03.914718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:03.914768] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:03.914815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:03.914915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:03.993950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:03.995088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:03.995200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:03.995255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:04.124187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:04.124350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:04.124404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:04.124436] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:04.128019] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: UP (p=95.69%)
[2025-12-26T20:22:04.128300] [INFO ] [FORECASTER] Completed predict_future for FEP
[2025-12-26T20:22:04.128472] [INFO ] [sig       ] FEP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:04.279121] [INFO ] [LOCAL     ] Saved forecast: FEP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FEP.txt
[2025-12-26T20:22:04.279282] [INFO ] [sig       ] [1206/3548] Completed FEP in 0.4s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-26T20:22:04.279322] [INFO ] [sig       ] [1207/3548] Forecasting FEPI...
[2025-12-26T20:22:04.279352] [INFO ] [sig       ] Generating forecast for: FEPI
[2025-12-26T20:22:04.279382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2025-12-26T20:22:04.292955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2025-12-26T20:22:04.293292] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2025-12-26T20:22:04.294094] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2025-12-26T20:22:04.294146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:04.294178] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:04.294204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:04.294262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:04.350364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:04.351160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:04.351259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:04.351294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:04.474844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:04.474996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:04.475039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:04.475068] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:04.479130] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: DOWN (p=22.09%)
[2025-12-26T20:22:04.479402] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2025-12-26T20:22:04.479525] [INFO ] [sig       ] FEPI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:04.621762] [INFO ] [LOCAL     ] Saved forecast: FEPI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FEPI.txt
[2025-12-26T20:22:04.621904] [INFO ] [sig       ] [1207/3548] Completed FEPI in 0.3s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-26T20:22:04.621948] [INFO ] [sig       ] [1208/3548] Forecasting FERG...
[2025-12-26T20:22:04.621978] [INFO ] [sig       ] Generating forecast for: FERG
[2025-12-26T20:22:04.622009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-12-26T20:22:04.633540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2025-12-26T20:22:04.633916] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-12-26T20:22:04.634742] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-12-26T20:22:04.634796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:04.634828] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:04.634855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:04.634915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:04.692140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:04.692969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:04.693051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:04.693085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:04.815829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:04.815981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:04.816025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:04.816054] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:04.819508] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: DOWN (p=41.95%)
[2025-12-26T20:22:04.819804] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-12-26T20:22:04.819935] [INFO ] [sig       ] FERG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:04.968014] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FERG.txt
[2025-12-26T20:22:04.968216] [INFO ] [sig       ] [1208/3548] Completed FERG in 0.3s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-26T20:22:04.968279] [INFO ] [sig       ] [1209/3548] Forecasting FEX...
[2025-12-26T20:22:04.968321] [INFO ] [sig       ] Generating forecast for: FEX
[2025-12-26T20:22:04.968365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2025-12-26T20:22:04.979991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2025-12-26T20:22:04.980423] [INFO ] [FORECASTER] Starting predict_future for FEX
[2025-12-26T20:22:04.981301] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2025-12-26T20:22:04.981355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:04.981403] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:04.981432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:04.981491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:05.039304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:05.040245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:05.040333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:05.040365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:05.154256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:05.154415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:05.154460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:05.154489] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:05.158036] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: DOWN (p=26.17%)
[2025-12-26T20:22:05.158319] [INFO ] [FORECASTER] Completed predict_future for FEX
[2025-12-26T20:22:05.158449] [INFO ] [sig       ] FEX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:05.300402] [INFO ] [LOCAL     ] Saved forecast: FEX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FEX.txt
[2025-12-26T20:22:05.300543] [INFO ] [sig       ] [1209/3548] Completed FEX in 0.3s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-26T20:22:05.300611] [INFO ] [sig       ] [1210/3548] Forecasting FF...
[2025-12-26T20:22:05.300645] [INFO ] [sig       ] Generating forecast for: FF
[2025-12-26T20:22:05.300677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-12-26T20:22:05.312148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2025-12-26T20:22:05.312557] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-12-26T20:22:05.313404] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-12-26T20:22:05.313457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:05.313489] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:05.313515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:05.313589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:05.370458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:05.371363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:05.371449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:05.371484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:05.495512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:05.495746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:05.495811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:05.495855] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:05.500627] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=38.20%)
[2025-12-26T20:22:05.501002] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-12-26T20:22:05.501170] [INFO ] [sig       ] FF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:05.644175] [INFO ] [LOCAL     ] Saved forecast: FF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FF.txt
[2025-12-26T20:22:05.644314] [INFO ] [sig       ] [1210/3548] Completed FF in 0.3s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-26T20:22:05.644354] [INFO ] [sig       ] [1211/3548] Forecasting FFA...
[2025-12-26T20:22:05.644384] [INFO ] [sig       ] Generating forecast for: FFA
[2025-12-26T20:22:05.644414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-12-26T20:22:05.655418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2025-12-26T20:22:05.655795] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-12-26T20:22:05.656627] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-12-26T20:22:05.656678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:05.656710] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:05.656737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:05.656794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:05.713672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:05.714532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:05.714633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:05.714669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:05.829141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:05.829282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:05.829324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:05.829352] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:05.832812] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: DOWN (p=30.09%)
[2025-12-26T20:22:05.833119] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-12-26T20:22:05.833243] [INFO ] [sig       ] FFA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:05.973131] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FFA.txt
[2025-12-26T20:22:05.973269] [INFO ] [sig       ] [1211/3548] Completed FFA in 0.3s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-26T20:22:05.973310] [INFO ] [sig       ] [1212/3548] Forecasting FFBC...
[2025-12-26T20:22:05.973342] [INFO ] [sig       ] Generating forecast for: FFBC
[2025-12-26T20:22:05.973371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2025-12-26T20:22:05.984821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2025-12-26T20:22:05.985170] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2025-12-26T20:22:05.985946] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2025-12-26T20:22:05.986003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:05.986035] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:05.986062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:05.986120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:06.043859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:06.044553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:06.044652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:06.044687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:06.163302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:06.163456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:06.163498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:06.163527] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:06.167047] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: DOWN (p=4.25%)
[2025-12-26T20:22:06.167392] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2025-12-26T20:22:06.167530] [INFO ] [sig       ] FFBC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:06.314066] [INFO ] [LOCAL     ] Saved forecast: FFBC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FFBC.txt
[2025-12-26T20:22:06.314228] [INFO ] [sig       ] [1212/3548] Completed FFBC in 0.3s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-26T20:22:06.314275] [INFO ] [sig       ] [1213/3548] Forecasting FFC...
[2025-12-26T20:22:06.314313] [INFO ] [sig       ] Generating forecast for: FFC
[2025-12-26T20:22:06.314351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-12-26T20:22:06.325506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2025-12-26T20:22:06.325887] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-12-26T20:22:06.326718] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-12-26T20:22:06.326769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:06.326800] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:06.326825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:06.326883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:06.385164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:06.385895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:06.385979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:06.386012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:06.507537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:06.507722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:06.507763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:06.507792] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:06.511205] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-12-26T20:22:06.511486] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-12-26T20:22:06.511645] [INFO ] [sig       ] FFC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:06.655681] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FFC.txt
[2025-12-26T20:22:06.655815] [INFO ] [sig       ] [1213/3548] Completed FFC in 0.3s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-26T20:22:06.655855] [INFO ] [sig       ] [1214/3548] Forecasting FFIC...
[2025-12-26T20:22:06.655894] [INFO ] [sig       ] Generating forecast for: FFIC
[2025-12-26T20:22:06.655925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2025-12-26T20:22:06.667693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2025-12-26T20:22:06.668039] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2025-12-26T20:22:06.668832] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2025-12-26T20:22:06.668925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:06.668963] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:06.668990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:06.669047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:06.726567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:06.727407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:06.727490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:06.727523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:06.849235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:06.849368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:06.849411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:06.849440] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:06.852923] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: UP (p=51.69%)
[2025-12-26T20:22:06.853230] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2025-12-26T20:22:06.853355] [INFO ] [sig       ] FFIC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:06.999920] [INFO ] [LOCAL     ] Saved forecast: FFIC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FFIC.txt
[2025-12-26T20:22:07.000082] [INFO ] [sig       ] [1214/3548] Completed FFIC in 0.3s | 2.87 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-26T20:22:07.000122] [INFO ] [sig       ] [1215/3548] Forecasting FFIN...
[2025-12-26T20:22:07.000153] [INFO ] [sig       ] Generating forecast for: FFIN
[2025-12-26T20:22:07.000182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2025-12-26T20:22:07.011276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2025-12-26T20:22:07.011632] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2025-12-26T20:22:07.012406] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2025-12-26T20:22:07.012459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:07.012490] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:07.012516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:07.012590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:07.070345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:07.071200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:07.071281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:07.071315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:07.187602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:07.187753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:07.187795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:07.187825] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:07.191235] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: UP (p=55.66%)
[2025-12-26T20:22:07.191510] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2025-12-26T20:22:07.191652] [INFO ] [sig       ] FFIN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:07.335671] [INFO ] [LOCAL     ] Saved forecast: FFIN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FFIN.txt
[2025-12-26T20:22:07.335803] [INFO ] [sig       ] [1215/3548] Completed FFIN in 0.3s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-26T20:22:07.335841] [INFO ] [sig       ] [1216/3548] Forecasting FFWM...
[2025-12-26T20:22:07.335871] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-12-26T20:22:07.335902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-12-26T20:22:07.346720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2025-12-26T20:22:07.347039] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-12-26T20:22:07.347822] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-12-26T20:22:07.347874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:07.347905] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:07.347931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:07.347989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:07.409468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:07.410197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:07.410274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:07.410306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:07.525797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:07.525943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:07.525986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:07.526037] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:07.529452] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: UP (p=53.46%)
[2025-12-26T20:22:07.529737] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-12-26T20:22:07.529863] [INFO ] [sig       ] FFWM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:07.673986] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FFWM.txt
[2025-12-26T20:22:07.674128] [INFO ] [sig       ] [1216/3548] Completed FFWM in 0.3s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-26T20:22:07.674193] [INFO ] [sig       ] [1217/3548] Forecasting FG...
[2025-12-26T20:22:07.674412] [INFO ] [sig       ] Generating forecast for: FG
[2025-12-26T20:22:07.674442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-12-26T20:22:07.685510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2025-12-26T20:22:07.685865] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-12-26T20:22:07.686694] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-12-26T20:22:07.686752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:07.686783] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:07.686810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:07.686885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:07.746330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:07.747133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:07.747211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:07.747244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:07.869876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:07.870036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:07.870080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:07.870109] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:07.873582] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: UP (p=77.54%)
[2025-12-26T20:22:07.873860] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-12-26T20:22:07.873981] [INFO ] [sig       ] FG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:08.017793] [INFO ] [LOCAL     ] Saved forecast: FG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FG.txt
[2025-12-26T20:22:08.017931] [INFO ] [sig       ] [1217/3548] Completed FG in 0.3s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-26T20:22:08.017971] [INFO ] [sig       ] [1218/3548] Forecasting FGEN...
[2025-12-26T20:22:08.018000] [INFO ] [sig       ] Generating forecast for: FGEN
[2025-12-26T20:22:08.018029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'.
[2025-12-26T20:22:08.126499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FGEN'.
[2025-12-26T20:22:08.126850] [INFO ] [FORECASTER] Starting predict_future for FGEN
[2025-12-26T20:22:08.127637] [DEBUG] [LOCAL     ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt
[2025-12-26T20:22:08.127688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:08.127718] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:08.127743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:08.127801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:08.187609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:08.188262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:08.188339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:08.188371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:08.311042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:08.311197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:08.311240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:08.311270] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:08.314755] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: UP (p=55.98%)
[2025-12-26T20:22:08.315076] [INFO ] [FORECASTER] Completed predict_future for FGEN
[2025-12-26T20:22:08.315218] [INFO ] [sig       ] FGEN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:08.466274] [INFO ] [LOCAL     ] Saved forecast: FGEN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FGEN.txt
[2025-12-26T20:22:08.466444] [INFO ] [sig       ] [1218/3548] Completed FGEN in 0.4s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-26T20:22:08.466486] [INFO ] [sig       ] [1219/3548] Forecasting FHB...
[2025-12-26T20:22:08.466517] [INFO ] [sig       ] Generating forecast for: FHB
[2025-12-26T20:22:08.466549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2025-12-26T20:22:08.478285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2025-12-26T20:22:08.478729] [INFO ] [FORECASTER] Starting predict_future for FHB
[2025-12-26T20:22:08.479616] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2025-12-26T20:22:08.479669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:08.479700] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:08.479727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:08.479783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:08.540562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:08.541696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:08.541810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:08.541863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:08.723424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:08.723703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:08.723770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:08.723817] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:08.729522] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: DOWN (p=42.10%)
[2025-12-26T20:22:08.730038] [INFO ] [FORECASTER] Completed predict_future for FHB
[2025-12-26T20:22:08.730228] [INFO ] [sig       ] FHB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:08.886332] [INFO ] [LOCAL     ] Saved forecast: FHB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FHB.txt
[2025-12-26T20:22:08.886494] [INFO ] [sig       ] [1219/3548] Completed FHB in 0.4s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-26T20:22:08.886537] [INFO ] [sig       ] [1220/3548] Forecasting FHI...
[2025-12-26T20:22:08.886587] [INFO ] [sig       ] Generating forecast for: FHI
[2025-12-26T20:22:08.886622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-12-26T20:22:08.897838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2025-12-26T20:22:08.898195] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-12-26T20:22:08.899015] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-12-26T20:22:08.899067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:08.899098] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:08.899152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:08.899226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:08.957548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:08.958536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:08.958638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:08.958672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:09.079343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:09.079501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:09.079546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:09.079591] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:09.083393] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=17.78%)
[2025-12-26T20:22:09.083696] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-12-26T20:22:09.083836] [INFO ] [sig       ] FHI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:09.225435] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FHI.txt
[2025-12-26T20:22:09.225562] [INFO ] [sig       ] [1220/3548] Completed FHI in 0.3s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-26T20:22:09.225618] [INFO ] [sig       ] [1221/3548] Forecasting FHN...
[2025-12-26T20:22:09.225649] [INFO ] [sig       ] Generating forecast for: FHN
[2025-12-26T20:22:09.225679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-12-26T20:22:09.237975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2025-12-26T20:22:09.238341] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-12-26T20:22:09.239549] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-12-26T20:22:09.239662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:09.239695] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:09.239721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:09.239778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:09.297917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:09.298553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:09.298649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:09.298680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:09.424879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:09.425034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:09.425076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:09.425105] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:09.428847] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: UP (p=79.31%)
[2025-12-26T20:22:09.429214] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-12-26T20:22:09.429350] [INFO ] [sig       ] FHN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:09.574744] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FHN.txt
[2025-12-26T20:22:09.574900] [INFO ] [sig       ] [1221/3548] Completed FHN in 0.3s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-26T20:22:09.574938] [INFO ] [sig       ] [1222/3548] Forecasting FHTX...
[2025-12-26T20:22:09.574969] [INFO ] [sig       ] Generating forecast for: FHTX
[2025-12-26T20:22:09.574999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2025-12-26T20:22:09.591446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2025-12-26T20:22:09.592178] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2025-12-26T20:22:09.593535] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2025-12-26T20:22:09.593646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:09.593697] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:09.593736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:09.593827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:09.676144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:09.677935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:09.678063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:09.678112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:09.810365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:09.810610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:09.810662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:09.810692] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:09.815093] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: UP (p=80.46%)
[2025-12-26T20:22:09.815424] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2025-12-26T20:22:09.815596] [INFO ] [sig       ] FHTX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:09.968775] [INFO ] [LOCAL     ] Saved forecast: FHTX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FHTX.txt
[2025-12-26T20:22:09.969021] [INFO ] [sig       ] [1222/3548] Completed FHTX in 0.4s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-26T20:22:09.969070] [INFO ] [sig       ] [1223/3548] Forecasting FIBK...
[2025-12-26T20:22:09.969101] [INFO ] [sig       ] Generating forecast for: FIBK
[2025-12-26T20:22:09.969140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2025-12-26T20:22:09.982499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2025-12-26T20:22:09.983093] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2025-12-26T20:22:09.984035] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2025-12-26T20:22:09.984089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:09.984122] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:09.984148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:09.984207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:10.044447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:10.045634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:10.045741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:10.045776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:10.173872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:10.174057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:10.174113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:10.174146] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:10.177984] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: DOWN (p=12.82%)
[2025-12-26T20:22:10.178290] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2025-12-26T20:22:10.178449] [INFO ] [sig       ] FIBK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:10.336130] [INFO ] [LOCAL     ] Saved forecast: FIBK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FIBK.txt
[2025-12-26T20:22:10.336310] [INFO ] [sig       ] [1223/3548] Completed FIBK in 0.4s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-26T20:22:10.336353] [INFO ] [sig       ] [1224/3548] Forecasting FICO...
[2025-12-26T20:22:10.336385] [INFO ] [sig       ] Generating forecast for: FICO
[2025-12-26T20:22:10.336419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-12-26T20:22:10.353522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2025-12-26T20:22:10.354036] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-12-26T20:22:10.355184] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-12-26T20:22:10.355250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:10.355296] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:10.355334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:10.355420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:10.421377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:10.422321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:10.422408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:10.422441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:10.544837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:10.545002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:10.545047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:10.545078] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:10.549375] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: UP (p=96.39%)
[2025-12-26T20:22:10.549745] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-12-26T20:22:10.549889] [INFO ] [sig       ] FICO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:10.703975] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FICO.txt
[2025-12-26T20:22:10.704131] [INFO ] [sig       ] [1224/3548] Completed FICO in 0.4s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-26T20:22:10.704173] [INFO ] [sig       ] [1225/3548] Forecasting FICS...
[2025-12-26T20:22:10.704204] [INFO ] [sig       ] Generating forecast for: FICS
[2025-12-26T20:22:10.704234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2025-12-26T20:22:10.715534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2025-12-26T20:22:10.715989] [INFO ] [FORECASTER] Starting predict_future for FICS
[2025-12-26T20:22:10.716807] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2025-12-26T20:22:10.716861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:10.716892] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:10.716919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:10.716977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:10.774994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:10.775892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:10.775976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:10.776008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:10.899990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:10.900143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:10.900186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:10.900214] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:10.903683] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: UP (p=57.03%)
[2025-12-26T20:22:10.904017] [INFO ] [FORECASTER] Completed predict_future for FICS
[2025-12-26T20:22:10.904149] [INFO ] [sig       ] FICS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:11.045455] [INFO ] [LOCAL     ] Saved forecast: FICS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FICS.txt
[2025-12-26T20:22:11.045615] [INFO ] [sig       ] [1225/3548] Completed FICS in 0.3s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-26T20:22:11.045662] [INFO ] [sig       ] [1226/3548] Forecasting FID...
[2025-12-26T20:22:11.045691] [INFO ] [sig       ] Generating forecast for: FID
[2025-12-26T20:22:11.045720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2025-12-26T20:22:11.057015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2025-12-26T20:22:11.057368] [INFO ] [FORECASTER] Starting predict_future for FID
[2025-12-26T20:22:11.058214] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2025-12-26T20:22:11.058267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:11.058299] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:11.058326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:11.058384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:11.114697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:11.115334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:11.115411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:11.115444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:11.232618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:11.232772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:11.232814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:11.232842] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:11.236207] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: UP (p=97.19%)
[2025-12-26T20:22:11.236493] [INFO ] [FORECASTER] Completed predict_future for FID
[2025-12-26T20:22:11.236637] [INFO ] [sig       ] FID: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:11.379662] [INFO ] [LOCAL     ] Saved forecast: FID	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FID.txt
[2025-12-26T20:22:11.379788] [INFO ] [sig       ] [1226/3548] Completed FID in 0.3s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-26T20:22:11.379827] [INFO ] [sig       ] [1227/3548] Forecasting FIGS...
[2025-12-26T20:22:11.379857] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-12-26T20:22:11.379887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-12-26T20:22:11.391621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2025-12-26T20:22:11.391979] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-12-26T20:22:11.392785] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-12-26T20:22:11.392838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:11.392870] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:11.392898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:11.392956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:11.451307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:11.452077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:11.452155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:11.452186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:11.572241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:11.572363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:11.572410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:11.572438] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:11.575746] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: DOWN (p=6.49%)
[2025-12-26T20:22:11.576038] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-12-26T20:22:11.576164] [INFO ] [sig       ] FIGS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:11.714843] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FIGS.txt
[2025-12-26T20:22:11.714963] [INFO ] [sig       ] [1227/3548] Completed FIGS in 0.3s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-26T20:22:11.715001] [INFO ] [sig       ] [1228/3548] Forecasting FIHL...
[2025-12-26T20:22:11.715031] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-12-26T20:22:11.715060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-12-26T20:22:11.726776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2025-12-26T20:22:11.727100] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-12-26T20:22:11.727917] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-12-26T20:22:11.727971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:11.728002] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:11.728030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:11.728089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:11.784727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:11.785317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:11.785392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:11.785423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:11.906844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:11.907021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:11.907076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:11.907110] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:11.910750] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: UP (p=55.31%)
[2025-12-26T20:22:11.911024] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-12-26T20:22:11.911154] [INFO ] [sig       ] FIHL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:12.054762] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FIHL.txt
[2025-12-26T20:22:12.054923] [INFO ] [sig       ] [1228/3548] Completed FIHL in 0.3s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-26T20:22:12.054963] [INFO ] [sig       ] [1229/3548] Forecasting FINS...
[2025-12-26T20:22:12.054993] [INFO ] [sig       ] Generating forecast for: FINS
[2025-12-26T20:22:12.055025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-12-26T20:22:12.066746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2025-12-26T20:22:12.067074] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-12-26T20:22:12.067864] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-12-26T20:22:12.067916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:12.067948] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:12.067974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:12.068032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:12.124537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:12.125605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:12.125686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:12.125718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:12.253504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:12.253674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:12.253735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:12.253766] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:12.257149] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: DOWN (p=36.45%)
[2025-12-26T20:22:12.257412] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-12-26T20:22:12.257534] [INFO ] [sig       ] FINS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:12.399999] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FINS.txt
[2025-12-26T20:22:12.400159] [INFO ] [sig       ] [1229/3548] Completed FINS in 0.3s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-26T20:22:12.400200] [INFO ] [sig       ] [1230/3548] Forecasting FINX...
[2025-12-26T20:22:12.400231] [INFO ] [sig       ] Generating forecast for: FINX
[2025-12-26T20:22:12.400260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2025-12-26T20:22:12.412890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2025-12-26T20:22:12.413294] [INFO ] [FORECASTER] Starting predict_future for FINX
[2025-12-26T20:22:12.414090] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2025-12-26T20:22:12.414146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:12.414177] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:12.414203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:12.414261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:12.472163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:12.473080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:12.473210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:12.473243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:12.591864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:12.592038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:12.592092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:12.592131] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:12.596653] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: UP (p=77.05%)
[2025-12-26T20:22:12.597098] [INFO ] [FORECASTER] Completed predict_future for FINX
[2025-12-26T20:22:12.597278] [INFO ] [sig       ] FINX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:12.759006] [INFO ] [LOCAL     ] Saved forecast: FINX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FINX.txt
[2025-12-26T20:22:12.759168] [INFO ] [sig       ] [1230/3548] Completed FINX in 0.4s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-26T20:22:12.759208] [INFO ] [sig       ] [1231/3548] Forecasting FIP...
[2025-12-26T20:22:12.759239] [INFO ] [sig       ] Generating forecast for: FIP
[2025-12-26T20:22:12.759270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2025-12-26T20:22:12.772194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2025-12-26T20:22:12.772640] [INFO ] [FORECASTER] Starting predict_future for FIP
[2025-12-26T20:22:12.773494] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2025-12-26T20:22:12.773547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:12.773600] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:12.773629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:12.773691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:12.841309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:12.842243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:12.842329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:12.842362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:12.967903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:12.968057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:12.968102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:12.968131] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:12.971604] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: UP (p=55.86%)
[2025-12-26T20:22:12.971893] [INFO ] [FORECASTER] Completed predict_future for FIP
[2025-12-26T20:22:12.972021] [INFO ] [sig       ] FIP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:13.131905] [INFO ] [LOCAL     ] Saved forecast: FIP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FIP.txt
[2025-12-26T20:22:13.132116] [INFO ] [sig       ] [1231/3548] Completed FIP in 0.4s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-26T20:22:13.132174] [INFO ] [sig       ] [1232/3548] Forecasting FIS...
[2025-12-26T20:22:13.132218] [INFO ] [sig       ] Generating forecast for: FIS
[2025-12-26T20:22:13.132261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-12-26T20:22:13.145925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2025-12-26T20:22:13.146319] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-12-26T20:22:13.147121] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-12-26T20:22:13.147173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:13.147204] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:13.147230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:13.147286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:13.222646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:13.223513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:13.223620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:13.223654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:13.350101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:13.350256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:13.350495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:13.350524] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:13.353941] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=8.45%)
[2025-12-26T20:22:13.354255] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-12-26T20:22:13.354390] [INFO ] [sig       ] FIS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:13.497071] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FIS.txt
[2025-12-26T20:22:13.497234] [INFO ] [sig       ] [1232/3548] Completed FIS in 0.4s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-26T20:22:13.497275] [INFO ] [sig       ] [1233/3548] Forecasting FISI...
[2025-12-26T20:22:13.497306] [INFO ] [sig       ] Generating forecast for: FISI
[2025-12-26T20:22:13.497337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2025-12-26T20:22:13.508913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2025-12-26T20:22:13.509320] [INFO ] [FORECASTER] Starting predict_future for FISI
[2025-12-26T20:22:13.510135] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2025-12-26T20:22:13.510189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:13.510237] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:13.510266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:13.510324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:13.567049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:13.567910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:13.567993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:13.568024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:13.689175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:13.689333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:13.689376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:13.689405] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:13.692873] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: DOWN (p=37.23%)
[2025-12-26T20:22:13.693143] [INFO ] [FORECASTER] Completed predict_future for FISI
[2025-12-26T20:22:13.693290] [INFO ] [sig       ] FISI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:13.833912] [INFO ] [LOCAL     ] Saved forecast: FISI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FISI.txt
[2025-12-26T20:22:13.834104] [INFO ] [sig       ] [1233/3548] Completed FISI in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-26T20:22:13.834145] [INFO ] [sig       ] [1234/3548] Forecasting FITB...
[2025-12-26T20:22:13.834175] [INFO ] [sig       ] Generating forecast for: FITB
[2025-12-26T20:22:13.834206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2025-12-26T20:22:13.845152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2025-12-26T20:22:13.845555] [INFO ] [FORECASTER] Starting predict_future for FITB
[2025-12-26T20:22:13.846379] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2025-12-26T20:22:13.846431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:13.846463] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:13.846489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:13.846546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:13.904200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:13.905091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:13.905181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:13.905212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:14.029653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:14.029812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:14.029853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:14.029881] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:14.033279] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: UP (p=93.46%)
[2025-12-26T20:22:14.033564] [INFO ] [FORECASTER] Completed predict_future for FITB
[2025-12-26T20:22:14.033713] [INFO ] [sig       ] FITB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:14.180172] [INFO ] [LOCAL     ] Saved forecast: FITB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FITB.txt
[2025-12-26T20:22:14.180326] [INFO ] [sig       ] [1234/3548] Completed FITB in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-26T20:22:14.180366] [INFO ] [sig       ] [1235/3548] Forecasting FITBI...
[2025-12-26T20:22:14.180396] [INFO ] [sig       ] Generating forecast for: FITBI
[2025-12-26T20:22:14.180426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2025-12-26T20:22:14.191893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2025-12-26T20:22:14.192286] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2025-12-26T20:22:14.193101] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2025-12-26T20:22:14.193154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:14.193188] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:14.193216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:14.193276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:14.253111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:14.254013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:14.254098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:14.254131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:14.378422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:14.378598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:14.378645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:14.378675] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:14.382205] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: UP (p=52.22%)
[2025-12-26T20:22:14.382504] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2025-12-26T20:22:14.382656] [INFO ] [sig       ] FITBI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:14.526629] [INFO ] [LOCAL     ] Saved forecast: FITBI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FITBI.txt
[2025-12-26T20:22:14.526787] [INFO ] [sig       ] [1235/3548] Completed FITBI in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-26T20:22:14.526828] [INFO ] [sig       ] [1236/3548] Forecasting FITBO...
[2025-12-26T20:22:14.526858] [INFO ] [sig       ] Generating forecast for: FITBO
[2025-12-26T20:22:14.526888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2025-12-26T20:22:14.537802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2025-12-26T20:22:14.538186] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2025-12-26T20:22:14.539059] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2025-12-26T20:22:14.539114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:14.539148] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:14.539175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:14.539237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:14.597072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:14.598025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:14.598123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:14.598166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:14.721947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:14.722103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:14.722145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:14.722175] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:14.725536] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: DOWN (p=44.37%)
[2025-12-26T20:22:14.725832] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2025-12-26T20:22:14.725957] [INFO ] [sig       ] FITBO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:14.869030] [INFO ] [LOCAL     ] Saved forecast: FITBO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FITBO.txt
[2025-12-26T20:22:14.869202] [INFO ] [sig       ] [1236/3548] Completed FITBO in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-26T20:22:14.869273] [INFO ] [sig       ] [1237/3548] Forecasting FIVE...
[2025-12-26T20:22:14.869307] [INFO ] [sig       ] Generating forecast for: FIVE
[2025-12-26T20:22:14.869339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2025-12-26T20:22:14.881729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2025-12-26T20:22:14.882157] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2025-12-26T20:22:14.883059] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2025-12-26T20:22:14.883112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:14.883175] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:14.883209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:14.883278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:14.945417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:14.946301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:14.946386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:14.946419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:15.080797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:15.080958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:15.081005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:15.081035] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:15.084948] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: DOWN (p=15.44%)
[2025-12-26T20:22:15.085343] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2025-12-26T20:22:15.085481] [INFO ] [sig       ] FIVE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:15.246733] [INFO ] [LOCAL     ] Saved forecast: FIVE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FIVE.txt
[2025-12-26T20:22:15.246874] [INFO ] [sig       ] [1237/3548] Completed FIVE in 0.4s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-26T20:22:15.246915] [INFO ] [sig       ] [1238/3548] Forecasting FIVN...
[2025-12-26T20:22:15.246948] [INFO ] [sig       ] Generating forecast for: FIVN
[2025-12-26T20:22:15.246979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2025-12-26T20:22:15.257910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2025-12-26T20:22:15.258237] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2025-12-26T20:22:15.259104] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2025-12-26T20:22:15.259156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:15.259194] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:15.259230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:15.259294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:15.318029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:15.318677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:15.318755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:15.318789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:15.448606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:15.448751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:15.448794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:15.448822] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:15.452461] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: DOWN (p=17.13%)
[2025-12-26T20:22:15.452810] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2025-12-26T20:22:15.452983] [INFO ] [sig       ] FIVN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:15.607829] [INFO ] [LOCAL     ] Saved forecast: FIVN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FIVN.txt
[2025-12-26T20:22:15.607965] [INFO ] [sig       ] [1238/3548] Completed FIVN in 0.4s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-26T20:22:15.608013] [INFO ] [sig       ] [1239/3548] Forecasting FIX...
[2025-12-26T20:22:15.608050] [INFO ] [sig       ] Generating forecast for: FIX
[2025-12-26T20:22:15.608087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-12-26T20:22:15.619406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2025-12-26T20:22:15.619764] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-12-26T20:22:15.620648] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-12-26T20:22:15.620700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:15.620731] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:15.620757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:15.620815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:15.683272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:15.684168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:15.684270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:15.684309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:15.813300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:15.813451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:15.813493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:15.813522] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:15.817058] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: DOWN (p=20.11%)
[2025-12-26T20:22:15.817364] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-12-26T20:22:15.817491] [INFO ] [sig       ] FIX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:15.966917] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FIX.txt
[2025-12-26T20:22:15.967041] [INFO ] [sig       ] [1239/3548] Completed FIX in 0.4s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-26T20:22:15.967079] [INFO ] [sig       ] [1240/3548] Forecasting FIXD...
[2025-12-26T20:22:15.967108] [INFO ] [sig       ] Generating forecast for: FIXD
[2025-12-26T20:22:15.967139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2025-12-26T20:22:15.977640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2025-12-26T20:22:15.977947] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2025-12-26T20:22:15.978732] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2025-12-26T20:22:15.978783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:15.978814] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:15.978840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:15.978914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:16.035165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:16.035815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:16.035891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:16.035923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:16.155855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:16.155997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:16.156055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:16.156111] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:16.159495] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: UP (p=75.82%)
[2025-12-26T20:22:16.159782] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2025-12-26T20:22:16.159904] [INFO ] [sig       ] FIXD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:16.298652] [INFO ] [LOCAL     ] Saved forecast: FIXD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FIXD.txt
[2025-12-26T20:22:16.298772] [INFO ] [sig       ] [1240/3548] Completed FIXD in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-26T20:22:16.298809] [INFO ] [sig       ] [1241/3548] Forecasting FIZZ...
[2025-12-26T20:22:16.298839] [INFO ] [sig       ] Generating forecast for: FIZZ
[2025-12-26T20:22:16.298869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2025-12-26T20:22:16.309515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2025-12-26T20:22:16.309840] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2025-12-26T20:22:16.310625] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2025-12-26T20:22:16.310679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:16.310710] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:16.310737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:16.310794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:16.367367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:16.367993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:16.368071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:16.368102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:16.486449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:16.486608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:16.486651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:16.486679] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:16.490000] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: UP (p=96.75%)
[2025-12-26T20:22:16.490264] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2025-12-26T20:22:16.490386] [INFO ] [sig       ] FIZZ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:16.630218] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FIZZ.txt
[2025-12-26T20:22:16.630353] [INFO ] [sig       ] [1241/3548] Completed FIZZ in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-26T20:22:16.630391] [INFO ] [sig       ] [1242/3548] Forecasting FJP...
[2025-12-26T20:22:16.630421] [INFO ] [sig       ] Generating forecast for: FJP
[2025-12-26T20:22:16.630450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2025-12-26T20:22:16.640676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2025-12-26T20:22:16.640963] [INFO ] [FORECASTER] Starting predict_future for FJP
[2025-12-26T20:22:16.641739] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2025-12-26T20:22:16.641791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:16.641822] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:16.641849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:16.641909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:16.697785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:16.698367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:16.698455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:16.698487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:16.809349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:16.809443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:16.809479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:16.809508] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:16.812642] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: UP (p=62.20%)
[2025-12-26T20:22:16.812904] [INFO ] [FORECASTER] Completed predict_future for FJP
[2025-12-26T20:22:16.813023] [INFO ] [sig       ] FJP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:16.953050] [INFO ] [LOCAL     ] Saved forecast: FJP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FJP.txt
[2025-12-26T20:22:16.953154] [INFO ] [sig       ] [1242/3548] Completed FJP in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-26T20:22:16.953191] [INFO ] [sig       ] [1243/3548] Forecasting FLEX...
[2025-12-26T20:22:16.953220] [INFO ] [sig       ] Generating forecast for: FLEX
[2025-12-26T20:22:16.953249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2025-12-26T20:22:16.964139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2025-12-26T20:22:16.964444] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2025-12-26T20:22:16.965220] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2025-12-26T20:22:16.965271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:16.965301] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:16.965327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:16.965384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:17.022543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:17.023149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:17.023228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:17.023260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:17.142849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:17.142991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:17.143032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:17.143060] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:17.146412] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: DOWN (p=22.88%)
[2025-12-26T20:22:17.146732] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2025-12-26T20:22:17.146864] [INFO ] [sig       ] FLEX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:17.289684] [INFO ] [LOCAL     ] Saved forecast: FLEX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FLEX.txt
[2025-12-26T20:22:17.289812] [INFO ] [sig       ] [1243/3548] Completed FLEX in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-26T20:22:17.289850] [INFO ] [sig       ] [1244/3548] Forecasting FLGC...
[2025-12-26T20:22:17.289880] [INFO ] [sig       ] Generating forecast for: FLGC
[2025-12-26T20:22:17.289909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'.
[2025-12-26T20:22:17.300167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLGC'.
[2025-12-26T20:22:17.300494] [INFO ] [FORECASTER] Starting predict_future for FLGC
[2025-12-26T20:22:17.301305] [DEBUG] [LOCAL     ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt
[2025-12-26T20:22:17.301357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:17.301423] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:17.301453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:17.301512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:17.359631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:17.360311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:17.360390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:17.360422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:17.476133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:17.476291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:17.476336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:17.476364] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:17.479816] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: DOWN (p=32.82%)
[2025-12-26T20:22:17.480097] [INFO ] [FORECASTER] Completed predict_future for FLGC
[2025-12-26T20:22:17.480230] [INFO ] [sig       ] FLGC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:17.631451] [INFO ] [LOCAL     ] Saved forecast: FLGC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FLGC.txt
[2025-12-26T20:22:17.631628] [INFO ] [sig       ] [1244/3548] Completed FLGC in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-26T20:22:17.631670] [INFO ] [sig       ] [1245/3548] Forecasting FLL...
[2025-12-26T20:22:17.631699] [INFO ] [sig       ] Generating forecast for: FLL
[2025-12-26T20:22:17.631732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2025-12-26T20:22:17.642862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2025-12-26T20:22:17.643227] [INFO ] [FORECASTER] Starting predict_future for FLL
[2025-12-26T20:22:17.644048] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2025-12-26T20:22:17.644101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:17.644133] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:17.644160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:17.644218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:17.700358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:17.701300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:17.701387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:17.701419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:17.816133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:17.816285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:17.816328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:17.816356] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:17.819739] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: DOWN (p=2.68%)
[2025-12-26T20:22:17.820051] [INFO ] [FORECASTER] Completed predict_future for FLL
[2025-12-26T20:22:17.820184] [INFO ] [sig       ] FLL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:17.970324] [INFO ] [LOCAL     ] Saved forecast: FLL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FLL.txt
[2025-12-26T20:22:17.970477] [INFO ] [sig       ] [1245/3548] Completed FLL in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-26T20:22:17.970516] [INFO ] [sig       ] [1246/3548] Forecasting FLNC...
[2025-12-26T20:22:17.970547] [INFO ] [sig       ] Generating forecast for: FLNC
[2025-12-26T20:22:17.970595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2025-12-26T20:22:17.982062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2025-12-26T20:22:17.982535] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2025-12-26T20:22:17.983403] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2025-12-26T20:22:17.983460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:17.983491] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:17.983517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:17.983598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:18.040848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:18.041796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:18.041888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:18.041921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:18.164875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:18.165025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:18.165068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:18.165096] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:18.168497] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: UP (p=81.44%)
[2025-12-26T20:22:18.168792] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2025-12-26T20:22:18.168962] [INFO ] [sig       ] FLNC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:18.311463] [INFO ] [LOCAL     ] Saved forecast: FLNC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FLNC.txt
[2025-12-26T20:22:18.311629] [INFO ] [sig       ] [1246/3548] Completed FLNC in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-26T20:22:18.311670] [INFO ] [sig       ] [1247/3548] Forecasting FLNG...
[2025-12-26T20:22:18.311700] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-12-26T20:22:18.311730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-12-26T20:22:18.323129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2025-12-26T20:22:18.323502] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-12-26T20:22:18.324284] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-12-26T20:22:18.324335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:18.324366] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:18.324392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:18.324449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:18.381767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:18.382663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:18.382775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:18.382810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:18.500331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:18.500481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:18.500524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:18.500555] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:18.504062] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: UP (p=98.97%)
[2025-12-26T20:22:18.504335] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-12-26T20:22:18.504458] [INFO ] [sig       ] FLNG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:18.646270] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FLNG.txt
[2025-12-26T20:22:18.646422] [INFO ] [sig       ] [1247/3548] Completed FLNG in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-26T20:22:18.646463] [INFO ] [sig       ] [1248/3548] Forecasting FLO...
[2025-12-26T20:22:18.646503] [INFO ] [sig       ] Generating forecast for: FLO
[2025-12-26T20:22:18.646537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-12-26T20:22:18.658236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2025-12-26T20:22:18.658640] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-12-26T20:22:18.659466] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-12-26T20:22:18.659518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:18.659550] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:18.659597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:18.659659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:18.718956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:18.719889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:18.719971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:18.720005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:18.841159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:18.841317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:18.841365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:18.841394] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:18.844999] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: UP (p=82.10%)
[2025-12-26T20:22:18.845308] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-12-26T20:22:18.845442] [INFO ] [sig       ] FLO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:18.993724] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FLO.txt
[2025-12-26T20:22:18.993885] [INFO ] [sig       ] [1248/3548] Completed FLO in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-26T20:22:18.993925] [INFO ] [sig       ] [1249/3548] Forecasting FLS...
[2025-12-26T20:22:18.993954] [INFO ] [sig       ] Generating forecast for: FLS
[2025-12-26T20:22:18.993983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-12-26T20:22:19.004809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2025-12-26T20:22:19.005143] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-12-26T20:22:19.005966] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-12-26T20:22:19.006021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:19.006052] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:19.006077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:19.006135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:19.063617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:19.064297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:19.064378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:19.064410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:19.191698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:19.191906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:19.191951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:19.191980] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:19.195364] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=8.53%)
[2025-12-26T20:22:19.195657] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-12-26T20:22:19.195782] [INFO ] [sig       ] FLS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:19.337604] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FLS.txt
[2025-12-26T20:22:19.337746] [INFO ] [sig       ] [1249/3548] Completed FLS in 0.3s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-26T20:22:19.337785] [INFO ] [sig       ] [1250/3548] Forecasting FLUX...
[2025-12-26T20:22:19.337815] [INFO ] [sig       ] Generating forecast for: FLUX
[2025-12-26T20:22:19.337845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2025-12-26T20:22:19.350697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2025-12-26T20:22:19.351052] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2025-12-26T20:22:19.351854] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2025-12-26T20:22:19.351906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:19.351937] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:19.351964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:19.352021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:19.409246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:19.409963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:19.410041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:19.410075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:19.529597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:19.529745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:19.529788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:19.529817] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:19.533172] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: UP (p=77.00%)
[2025-12-26T20:22:19.533449] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2025-12-26T20:22:19.533590] [INFO ] [sig       ] FLUX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:19.675319] [INFO ] [LOCAL     ] Saved forecast: FLUX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FLUX.txt
[2025-12-26T20:22:19.675478] [INFO ] [sig       ] [1250/3548] Completed FLUX in 0.3s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-26T20:22:19.675517] [INFO ] [sig       ] [1251/3548] Forecasting FLWS...
[2025-12-26T20:22:19.675546] [INFO ] [sig       ] Generating forecast for: FLWS
[2025-12-26T20:22:19.675595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2025-12-26T20:22:19.686469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2025-12-26T20:22:19.686840] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2025-12-26T20:22:19.687618] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2025-12-26T20:22:19.687669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:19.687701] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:19.687727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:19.687784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:19.745105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:19.745808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:19.745885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:19.745917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:19.868486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:19.868651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:19.868697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:19.868745] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:19.875373] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: UP (p=89.28%)
[2025-12-26T20:22:19.875703] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2025-12-26T20:22:19.875838] [INFO ] [sig       ] FLWS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:20.016491] [INFO ] [LOCAL     ] Saved forecast: FLWS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FLWS.txt
[2025-12-26T20:22:20.016666] [INFO ] [sig       ] [1251/3548] Completed FLWS in 0.3s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-26T20:22:20.016712] [INFO ] [sig       ] [1252/3548] Forecasting FLXS...
[2025-12-26T20:22:20.016744] [INFO ] [sig       ] Generating forecast for: FLXS
[2025-12-26T20:22:20.016781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2025-12-26T20:22:20.027961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2025-12-26T20:22:20.028298] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2025-12-26T20:22:20.029193] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2025-12-26T20:22:20.029246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:20.029277] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:20.029304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:20.029361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:20.086949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:20.087796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:20.087887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:20.087919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:20.208960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:20.209121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:20.209166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:20.209194] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:20.212667] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: DOWN (p=12.09%)
[2025-12-26T20:22:20.212954] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2025-12-26T20:22:20.213082] [INFO ] [sig       ] FLXS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:20.353325] [INFO ] [LOCAL     ] Saved forecast: FLXS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FLXS.txt
[2025-12-26T20:22:20.353492] [INFO ] [sig       ] [1252/3548] Completed FLXS in 0.3s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-26T20:22:20.353533] [INFO ] [sig       ] [1253/3548] Forecasting FLYE...
[2025-12-26T20:22:20.353562] [INFO ] [sig       ] Generating forecast for: FLYE
[2025-12-26T20:22:20.353613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2025-12-26T20:22:20.364683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2025-12-26T20:22:20.365047] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2025-12-26T20:22:20.365831] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2025-12-26T20:22:20.365883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:20.365915] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:20.365942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:20.365999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:20.421903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:20.422686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:20.422766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:20.422816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:20.540636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:20.540790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:20.540833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:20.540862] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:20.544162] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: DOWN (p=15.73%)
[2025-12-26T20:22:20.544440] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2025-12-26T20:22:20.544565] [INFO ] [sig       ] FLYE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:20.686363] [INFO ] [LOCAL     ] Saved forecast: FLYE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FLYE.txt
[2025-12-26T20:22:20.686504] [INFO ] [sig       ] [1253/3548] Completed FLYE in 0.3s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-26T20:22:20.686544] [INFO ] [sig       ] [1254/3548] Forecasting FMAO...
[2025-12-26T20:22:20.686590] [INFO ] [sig       ] Generating forecast for: FMAO
[2025-12-26T20:22:20.686623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2025-12-26T20:22:20.697533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2025-12-26T20:22:20.697940] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2025-12-26T20:22:20.698811] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2025-12-26T20:22:20.698864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:20.698950] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:20.698981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:20.699039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:20.763260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:20.764107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:20.764192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:20.764226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:20.880089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:20.880247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:20.880298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:20.880334] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:20.883969] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: UP (p=87.08%)
[2025-12-26T20:22:20.884265] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2025-12-26T20:22:20.884391] [INFO ] [sig       ] FMAO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:21.037562] [INFO ] [LOCAL     ] Saved forecast: FMAO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FMAO.txt
[2025-12-26T20:22:21.037772] [INFO ] [sig       ] [1254/3548] Completed FMAO in 0.4s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-26T20:22:21.037824] [INFO ] [sig       ] [1255/3548] Forecasting FMB...
[2025-12-26T20:22:21.037856] [INFO ] [sig       ] Generating forecast for: FMB
[2025-12-26T20:22:21.037887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2025-12-26T20:22:21.050094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2025-12-26T20:22:21.050514] [INFO ] [FORECASTER] Starting predict_future for FMB
[2025-12-26T20:22:21.051381] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2025-12-26T20:22:21.051436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:21.051468] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:21.051538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:21.051625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:21.115156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:21.116222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:21.116319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:21.116352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:21.250331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:21.250488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:21.250543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:21.250594] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:21.254273] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: UP (p=86.32%)
[2025-12-26T20:22:21.254565] [INFO ] [FORECASTER] Completed predict_future for FMB
[2025-12-26T20:22:21.254719] [INFO ] [sig       ] FMB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:21.405312] [INFO ] [LOCAL     ] Saved forecast: FMB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FMB.txt
[2025-12-26T20:22:21.405464] [INFO ] [sig       ] [1255/3548] Completed FMB in 0.4s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-26T20:22:21.405506] [INFO ] [sig       ] [1256/3548] Forecasting FMBH...
[2025-12-26T20:22:21.405537] [INFO ] [sig       ] Generating forecast for: FMBH
[2025-12-26T20:22:21.405585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2025-12-26T20:22:21.417235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2025-12-26T20:22:21.417616] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2025-12-26T20:22:21.418433] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2025-12-26T20:22:21.418488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:21.418522] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:21.418550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:21.418629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:21.483979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:21.484837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:21.484920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:21.484953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:21.610389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:21.610555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:21.610623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:21.610655] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:21.614471] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: DOWN (p=21.16%)
[2025-12-26T20:22:21.614781] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2025-12-26T20:22:21.614947] [INFO ] [sig       ] FMBH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:21.767855] [INFO ] [LOCAL     ] Saved forecast: FMBH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FMBH.txt
[2025-12-26T20:22:21.768012] [INFO ] [sig       ] [1256/3548] Completed FMBH in 0.4s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-26T20:22:21.768054] [INFO ] [sig       ] [1257/3548] Forecasting FMC...
[2025-12-26T20:22:21.768086] [INFO ] [sig       ] Generating forecast for: FMC
[2025-12-26T20:22:21.768119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-12-26T20:22:21.780854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2025-12-26T20:22:21.781231] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-12-26T20:22:21.782108] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-12-26T20:22:21.782161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:21.782194] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:21.782220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:21.782278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:21.844750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:21.845620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:21.845717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:21.845760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:21.979146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:21.979306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:21.979352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:21.979417] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:21.983000] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=65.31%)
[2025-12-26T20:22:21.983316] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-12-26T20:22:21.983455] [INFO ] [sig       ] FMC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:22.133936] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FMC.txt
[2025-12-26T20:22:22.134081] [INFO ] [sig       ] [1257/3548] Completed FMC in 0.4s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-26T20:22:22.134124] [INFO ] [sig       ] [1258/3548] Forecasting FMHI...
[2025-12-26T20:22:22.134167] [INFO ] [sig       ] Generating forecast for: FMHI
[2025-12-26T20:22:22.134213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2025-12-26T20:22:22.145717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2025-12-26T20:22:22.146085] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2025-12-26T20:22:22.146978] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2025-12-26T20:22:22.147041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:22.147088] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:22.147128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:22.147206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:22.208922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:22.209773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:22.209858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:22.209891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:22.338499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:22.338688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:22.338740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:22.338771] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:22.342506] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: UP (p=76.86%)
[2025-12-26T20:22:22.342820] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2025-12-26T20:22:22.342970] [INFO ] [sig       ] FMHI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:22.494448] [INFO ] [LOCAL     ] Saved forecast: FMHI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FMHI.txt
[2025-12-26T20:22:22.494625] [INFO ] [sig       ] [1258/3548] Completed FMHI in 0.4s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-26T20:22:22.494679] [INFO ] [sig       ] [1259/3548] Forecasting FMN...
[2025-12-26T20:22:22.494712] [INFO ] [sig       ] Generating forecast for: FMN
[2025-12-26T20:22:22.494752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-12-26T20:22:22.506222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2025-12-26T20:22:22.506607] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-12-26T20:22:22.507513] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-12-26T20:22:22.507569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:22.507631] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:22.507668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:22.507752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:22.568869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:22.569699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:22.569795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:22.569847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:22.691827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:22.691981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:22.692026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:22.692056] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:22.696238] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: UP (p=55.59%)
[2025-12-26T20:22:22.696733] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-12-26T20:22:22.696863] [INFO ] [sig       ] FMN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:22.851161] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FMN.txt
[2025-12-26T20:22:22.851320] [INFO ] [sig       ] [1259/3548] Completed FMN in 0.4s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-26T20:22:22.851368] [INFO ] [sig       ] [1260/3548] Forecasting FMNB...
[2025-12-26T20:22:22.851399] [INFO ] [sig       ] Generating forecast for: FMNB
[2025-12-26T20:22:22.851433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2025-12-26T20:22:22.863239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2025-12-26T20:22:22.863619] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2025-12-26T20:22:22.864441] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2025-12-26T20:22:22.864496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:22.864528] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:22.864555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:22.864634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:22.927058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:22.927899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:22.927985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:22.928020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:23.054924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:23.055106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:23.055162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:23.055197] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:23.059185] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: UP (p=87.58%)
[2025-12-26T20:22:23.059525] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2025-12-26T20:22:23.059693] [INFO ] [sig       ] FMNB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:23.211389] [INFO ] [LOCAL     ] Saved forecast: FMNB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FMNB.txt
[2025-12-26T20:22:23.211557] [INFO ] [sig       ] [1260/3548] Completed FMNB in 0.4s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-26T20:22:23.211620] [INFO ] [sig       ] [1261/3548] Forecasting FMS...
[2025-12-26T20:22:23.211651] [INFO ] [sig       ] Generating forecast for: FMS
[2025-12-26T20:22:23.211683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-12-26T20:22:23.223369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMS'.
[2025-12-26T20:22:23.223754] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-12-26T20:22:23.224544] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-12-26T20:22:23.224616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:23.224652] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:23.224680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:23.224738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:23.287767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:23.288637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:23.288726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:23.288759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:23.414730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:23.414880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:23.414922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:23.414951] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:23.418308] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=99.03%)
[2025-12-26T20:22:23.418603] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-12-26T20:22:23.418733] [INFO ] [sig       ] FMS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:23.558916] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FMS.txt
[2025-12-26T20:22:23.559053] [INFO ] [sig       ] [1261/3548] Completed FMS in 0.3s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-26T20:22:23.559091] [INFO ] [sig       ] [1262/3548] Forecasting FMX...
[2025-12-26T20:22:23.559119] [INFO ] [sig       ] Generating forecast for: FMX
[2025-12-26T20:22:23.559150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-12-26T20:22:23.569917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2025-12-26T20:22:23.570280] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-12-26T20:22:23.571094] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-12-26T20:22:23.571147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:23.571178] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:23.571204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:23.571261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:23.628137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:23.628986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:23.629068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:23.629099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:23.753302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:23.753458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:23.753501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:23.753530] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:23.756887] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: UP (p=53.49%)
[2025-12-26T20:22:23.757188] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-12-26T20:22:23.757316] [INFO ] [sig       ] FMX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:23.907890] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FMX.txt
[2025-12-26T20:22:23.908048] [INFO ] [sig       ] [1262/3548] Completed FMX in 0.3s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-26T20:22:23.908087] [INFO ] [sig       ] [1263/3548] Forecasting FN...
[2025-12-26T20:22:23.908116] [INFO ] [sig       ] Generating forecast for: FN
[2025-12-26T20:22:23.908147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-12-26T20:22:23.920260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2025-12-26T20:22:23.920827] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-12-26T20:22:23.921632] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-12-26T20:22:23.921682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:23.921713] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:23.921739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:23.921796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:23.982569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:23.983349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:23.983437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:23.983471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:24.110864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:24.111021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:24.111063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:24.111091] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:24.114485] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: UP (p=63.28%)
[2025-12-26T20:22:24.114776] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-12-26T20:22:24.114900] [INFO ] [sig       ] FN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:24.260336] [INFO ] [LOCAL     ] Saved forecast: FN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FN.txt
[2025-12-26T20:22:24.260482] [INFO ] [sig       ] [1263/3548] Completed FN in 0.4s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-26T20:22:24.260520] [INFO ] [sig       ] [1264/3548] Forecasting FNB...
[2025-12-26T20:22:24.260549] [INFO ] [sig       ] Generating forecast for: FNB
[2025-12-26T20:22:24.260606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-12-26T20:22:24.272120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2025-12-26T20:22:24.272722] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-12-26T20:22:24.273535] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-12-26T20:22:24.273795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:24.273826] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:24.273853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:24.273910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:24.332961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:24.333884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:24.333977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:24.334045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:24.454178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:24.454336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:24.454422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:24.454454] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:24.457929] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: DOWN (p=14.07%)
[2025-12-26T20:22:24.458227] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-12-26T20:22:24.458360] [INFO ] [sig       ] FNB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:24.600309] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FNB.txt
[2025-12-26T20:22:24.600446] [INFO ] [sig       ] [1264/3548] Completed FNB in 0.3s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-26T20:22:24.600484] [INFO ] [sig       ] [1265/3548] Forecasting FND...
[2025-12-26T20:22:24.600513] [INFO ] [sig       ] Generating forecast for: FND
[2025-12-26T20:22:24.600543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-12-26T20:22:24.612126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2025-12-26T20:22:24.612544] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-12-26T20:22:24.613399] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-12-26T20:22:24.613452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:24.613484] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:24.613510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:24.613568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:24.670726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:24.671474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:24.671557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:24.671610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:24.790768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:24.790920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:24.790964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:24.790993] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:24.794455] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: DOWN (p=46.51%)
[2025-12-26T20:22:24.794764] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-12-26T20:22:24.794897] [INFO ] [sig       ] FND: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:24.936552] [INFO ] [LOCAL     ] Saved forecast: FND	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FND.txt
[2025-12-26T20:22:24.936726] [INFO ] [sig       ] [1265/3548] Completed FND in 0.3s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-26T20:22:24.936766] [INFO ] [sig       ] [1266/3548] Forecasting FNF...
[2025-12-26T20:22:24.936796] [INFO ] [sig       ] Generating forecast for: FNF
[2025-12-26T20:22:24.936825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-12-26T20:22:24.947984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2025-12-26T20:22:24.948366] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-12-26T20:22:24.949246] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-12-26T20:22:24.949298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:24.949329] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:24.949355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:24.949416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:25.006495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:25.007293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:25.007379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:25.007413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:25.132153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:25.132311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:25.132355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:25.132385] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:25.135908] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: DOWN (p=49.49%)
[2025-12-26T20:22:25.136215] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-12-26T20:22:25.136350] [INFO ] [sig       ] FNF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:25.278810] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FNF.txt
[2025-12-26T20:22:25.278970] [INFO ] [sig       ] [1266/3548] Completed FNF in 0.3s | 2.87 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-26T20:22:25.279014] [INFO ] [sig       ] [1267/3548] Forecasting FNKO...
[2025-12-26T20:22:25.279045] [INFO ] [sig       ] Generating forecast for: FNKO
[2025-12-26T20:22:25.279077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2025-12-26T20:22:25.290517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2025-12-26T20:22:25.290890] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2025-12-26T20:22:25.291678] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2025-12-26T20:22:25.291729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:25.291760] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:25.291788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:25.291845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:25.349542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:25.350459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:25.350556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:25.350609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:25.471480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:25.471854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:25.471900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:25.471929] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:25.476344] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: UP (p=81.12%)
[2025-12-26T20:22:25.476830] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2025-12-26T20:22:25.477021] [INFO ] [sig       ] FNKO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:25.619513] [INFO ] [LOCAL     ] Saved forecast: FNKO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FNKO.txt
[2025-12-26T20:22:25.619898] [INFO ] [sig       ] [1267/3548] Completed FNKO in 0.3s | 2.87 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-26T20:22:25.619939] [INFO ] [sig       ] [1268/3548] Forecasting FNLC...
[2025-12-26T20:22:25.619969] [INFO ] [sig       ] Generating forecast for: FNLC
[2025-12-26T20:22:25.620000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2025-12-26T20:22:25.631529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2025-12-26T20:22:25.631941] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2025-12-26T20:22:25.632750] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2025-12-26T20:22:25.632801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:25.632848] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:25.632876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:25.632933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:25.694185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:25.695182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:25.695292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:25.695329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:25.807403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:25.807565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:25.807643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:25.807683] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:25.811358] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: DOWN (p=0.37%)
[2025-12-26T20:22:25.811692] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2025-12-26T20:22:25.811834] [INFO ] [sig       ] FNLC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:25.960603] [INFO ] [LOCAL     ] Saved forecast: FNLC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FNLC.txt
[2025-12-26T20:22:25.960758] [INFO ] [sig       ] [1268/3548] Completed FNLC in 0.3s | 2.87 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-26T20:22:25.960798] [INFO ] [sig       ] [1269/3548] Forecasting FNX...
[2025-12-26T20:22:25.960829] [INFO ] [sig       ] Generating forecast for: FNX
[2025-12-26T20:22:25.960861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2025-12-26T20:22:25.972979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2025-12-26T20:22:25.973367] [INFO ] [FORECASTER] Starting predict_future for FNX
[2025-12-26T20:22:25.974272] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2025-12-26T20:22:25.974325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:25.974356] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:25.974383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:25.974442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:26.034977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:26.035856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:26.035940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:26.035973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:26.166439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:26.166607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:26.166653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:26.166682] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:26.170203] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=0.98%)
[2025-12-26T20:22:26.170489] [INFO ] [FORECASTER] Completed predict_future for FNX
[2025-12-26T20:22:26.170640] [INFO ] [sig       ] FNX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:26.320564] [INFO ] [LOCAL     ] Saved forecast: FNX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FNX.txt
[2025-12-26T20:22:26.320741] [INFO ] [sig       ] [1269/3548] Completed FNX in 0.4s | 2.87 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-26T20:22:26.320781] [INFO ] [sig       ] [1270/3548] Forecasting FNY...
[2025-12-26T20:22:26.320811] [INFO ] [sig       ] Generating forecast for: FNY
[2025-12-26T20:22:26.320842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2025-12-26T20:22:26.332334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2025-12-26T20:22:26.332793] [INFO ] [FORECASTER] Starting predict_future for FNY
[2025-12-26T20:22:26.333596] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2025-12-26T20:22:26.333648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:26.333681] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:26.333708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:26.333766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:26.392025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:26.392865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:26.392948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:26.392981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:26.501931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:26.502087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:26.502130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:26.502160] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:26.505790] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: DOWN (p=8.00%)
[2025-12-26T20:22:26.506070] [INFO ] [FORECASTER] Completed predict_future for FNY
[2025-12-26T20:22:26.506198] [INFO ] [sig       ] FNY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:26.646170] [INFO ] [LOCAL     ] Saved forecast: FNY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FNY.txt
[2025-12-26T20:22:26.646311] [INFO ] [sig       ] [1270/3548] Completed FNY in 0.3s | 2.87 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-26T20:22:26.646349] [INFO ] [sig       ] [1271/3548] Forecasting FOA...
[2025-12-26T20:22:26.646378] [INFO ] [sig       ] Generating forecast for: FOA
[2025-12-26T20:22:26.646409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-12-26T20:22:26.657429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2025-12-26T20:22:26.657983] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-12-26T20:22:26.659020] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-12-26T20:22:26.659071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:26.659150] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:26.659178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:26.659237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:26.716222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:26.717077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:26.717160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:26.717192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:26.837916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:26.838068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:26.838111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:26.838140] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:26.841526] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=30.40%)
[2025-12-26T20:22:26.841822] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-12-26T20:22:26.841949] [INFO ] [sig       ] FOA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:26.981455] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FOA.txt
[2025-12-26T20:22:26.981622] [INFO ] [sig       ] [1271/3548] Completed FOA in 0.3s | 2.87 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-26T20:22:26.981665] [INFO ] [sig       ] [1272/3548] Forecasting FOF...
[2025-12-26T20:22:26.981701] [INFO ] [sig       ] Generating forecast for: FOF
[2025-12-26T20:22:26.981733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-12-26T20:22:26.992943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2025-12-26T20:22:26.993303] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-12-26T20:22:26.994128] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-12-26T20:22:26.994182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:26.994213] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:26.994240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:26.994297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:27.050827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:27.051557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:27.051664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:27.051696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:27.164648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:27.164797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:27.164838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:27.164867] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:27.168216] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: UP (p=74.53%)
[2025-12-26T20:22:27.168500] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-12-26T20:22:27.168644] [INFO ] [sig       ] FOF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:27.306872] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FOF.txt
[2025-12-26T20:22:27.306998] [INFO ] [sig       ] [1272/3548] Completed FOF in 0.3s | 2.87 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-26T20:22:27.307035] [INFO ] [sig       ] [1273/3548] Forecasting FOLD...
[2025-12-26T20:22:27.307064] [INFO ] [sig       ] Generating forecast for: FOLD
[2025-12-26T20:22:27.307094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2025-12-26T20:22:27.317890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2025-12-26T20:22:27.318216] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2025-12-26T20:22:27.319018] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2025-12-26T20:22:27.319072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:27.319103] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:27.319129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:27.319186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:27.374990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:27.375714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:27.375793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:27.375826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:27.496789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:27.496946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:27.496989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:27.497016] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:27.500642] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: UP (p=90.83%)
[2025-12-26T20:22:27.500921] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2025-12-26T20:22:27.501049] [INFO ] [sig       ] FOLD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:27.658220] [INFO ] [LOCAL     ] Saved forecast: FOLD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FOLD.txt
[2025-12-26T20:22:27.658404] [INFO ] [sig       ] [1273/3548] Completed FOLD in 0.4s | 2.87 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-26T20:22:27.658463] [INFO ] [sig       ] [1274/3548] Forecasting FORM...
[2025-12-26T20:22:27.658508] [INFO ] [sig       ] Generating forecast for: FORM
[2025-12-26T20:22:27.658553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2025-12-26T20:22:27.671054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2025-12-26T20:22:27.671475] [INFO ] [FORECASTER] Starting predict_future for FORM
[2025-12-26T20:22:27.672283] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2025-12-26T20:22:27.672335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:27.672365] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:27.672391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:27.672447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:27.735568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:27.736508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:27.736611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:27.736648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:27.865111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:27.865261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:27.865305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:27.865389] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:27.869488] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: UP (p=94.92%)
[2025-12-26T20:22:27.869800] [INFO ] [FORECASTER] Completed predict_future for FORM
[2025-12-26T20:22:27.869929] [INFO ] [sig       ] FORM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:28.022001] [INFO ] [LOCAL     ] Saved forecast: FORM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FORM.txt
[2025-12-26T20:22:28.022140] [INFO ] [sig       ] [1274/3548] Completed FORM in 0.4s | 2.87 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-26T20:22:28.022180] [INFO ] [sig       ] [1275/3548] Forecasting FOSL...
[2025-12-26T20:22:28.022210] [INFO ] [sig       ] Generating forecast for: FOSL
[2025-12-26T20:22:28.022240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2025-12-26T20:22:28.033687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2025-12-26T20:22:28.034044] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2025-12-26T20:22:28.034858] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2025-12-26T20:22:28.034911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:28.034943] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:28.034969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:28.035027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:28.092930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:28.093685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:28.093766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:28.093799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:28.215717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:28.215873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:28.215917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:28.215965] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:28.219389] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: UP (p=74.75%)
[2025-12-26T20:22:28.219696] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2025-12-26T20:22:28.219827] [INFO ] [sig       ] FOSL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:28.367003] [INFO ] [LOCAL     ] Saved forecast: FOSL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FOSL.txt
[2025-12-26T20:22:28.367190] [INFO ] [sig       ] [1275/3548] Completed FOSL in 0.3s | 2.87 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-26T20:22:28.367239] [INFO ] [sig       ] [1276/3548] Forecasting FOX...
[2025-12-26T20:22:28.367271] [INFO ] [sig       ] Generating forecast for: FOX
[2025-12-26T20:22:28.367302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2025-12-26T20:22:28.382496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2025-12-26T20:22:28.383128] [INFO ] [FORECASTER] Starting predict_future for FOX
[2025-12-26T20:22:28.384076] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2025-12-26T20:22:28.384142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:28.384190] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:28.384220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:28.384287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:28.443633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:28.444593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:28.444691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:28.444726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:28.572604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:28.572756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:28.572799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:28.572829] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:28.576215] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: DOWN (p=5.78%)
[2025-12-26T20:22:28.576486] [INFO ] [FORECASTER] Completed predict_future for FOX
[2025-12-26T20:22:28.576627] [INFO ] [sig       ] FOX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:28.726328] [INFO ] [LOCAL     ] Saved forecast: FOX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FOX.txt
[2025-12-26T20:22:28.726479] [INFO ] [sig       ] [1276/3548] Completed FOX in 0.4s | 2.87 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-26T20:22:28.726521] [INFO ] [sig       ] [1277/3548] Forecasting FOXA...
[2025-12-26T20:22:28.726551] [INFO ] [sig       ] Generating forecast for: FOXA
[2025-12-26T20:22:28.726609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2025-12-26T20:22:28.738381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2025-12-26T20:22:28.738736] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2025-12-26T20:22:28.739602] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2025-12-26T20:22:28.739655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:28.739686] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:28.739713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:28.739770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:28.801069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:28.801987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:28.802074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:28.802122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:28.926853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:28.927025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:28.927073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:28.927101] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:28.930708] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: DOWN (p=5.22%)
[2025-12-26T20:22:28.930997] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2025-12-26T20:22:28.931123] [INFO ] [sig       ] FOXA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:29.080693] [INFO ] [LOCAL     ] Saved forecast: FOXA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FOXA.txt
[2025-12-26T20:22:29.080848] [INFO ] [sig       ] [1277/3548] Completed FOXA in 0.4s | 2.87 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-26T20:22:29.080887] [INFO ] [sig       ] [1278/3548] Forecasting FOXF...
[2025-12-26T20:22:29.080916] [INFO ] [sig       ] Generating forecast for: FOXF
[2025-12-26T20:22:29.080945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2025-12-26T20:22:29.092066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2025-12-26T20:22:29.092430] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2025-12-26T20:22:29.093234] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2025-12-26T20:22:29.093285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:29.093316] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:29.093342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:29.093403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:29.150170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:29.151038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:29.151118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:29.151150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:29.278437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:29.278592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:29.278643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:29.278674] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:29.282206] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: UP (p=96.48%)
[2025-12-26T20:22:29.282485] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2025-12-26T20:22:29.282628] [INFO ] [sig       ] FOXF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:29.432739] [INFO ] [LOCAL     ] Saved forecast: FOXF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FOXF.txt
[2025-12-26T20:22:29.432897] [INFO ] [sig       ] [1278/3548] Completed FOXF in 0.4s | 2.87 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-26T20:22:29.432936] [INFO ] [sig       ] [1279/3548] Forecasting FPF...
[2025-12-26T20:22:29.432968] [INFO ] [sig       ] Generating forecast for: FPF
[2025-12-26T20:22:29.432998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-12-26T20:22:29.445147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2025-12-26T20:22:29.445555] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-12-26T20:22:29.446380] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-12-26T20:22:29.446434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:29.446467] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:29.446510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:29.446602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:29.506812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:29.507770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:29.507855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:29.507887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:29.631010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:29.631167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:29.631208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:29.631237] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:29.634601] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: DOWN (p=15.12%)
[2025-12-26T20:22:29.634874] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-12-26T20:22:29.634999] [INFO ] [sig       ] FPF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:29.805275] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FPF.txt
[2025-12-26T20:22:29.805429] [INFO ] [sig       ] [1279/3548] Completed FPF in 0.4s | 2.87 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-26T20:22:29.805470] [INFO ] [sig       ] [1280/3548] Forecasting FPH...
[2025-12-26T20:22:29.805501] [INFO ] [sig       ] Generating forecast for: FPH
[2025-12-26T20:22:29.805531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-12-26T20:22:29.817078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2025-12-26T20:22:29.817474] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-12-26T20:22:29.818322] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-12-26T20:22:29.818381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:29.818413] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:29.818441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:29.818499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:29.882366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:29.883237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:29.883322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:29.883356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:30.004456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:30.004624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:30.004668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:30.004696] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:30.008052] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: DOWN (p=8.75%)
[2025-12-26T20:22:30.008325] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-12-26T20:22:30.008447] [INFO ] [sig       ] FPH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:30.148547] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FPH.txt
[2025-12-26T20:22:30.148702] [INFO ] [sig       ] [1280/3548] Completed FPH in 0.3s | 2.87 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-26T20:22:30.148742] [INFO ] [sig       ] [1281/3548] Forecasting FPI...
[2025-12-26T20:22:30.148982] [INFO ] [sig       ] Generating forecast for: FPI
[2025-12-26T20:22:30.149022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-12-26T20:22:30.160607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2025-12-26T20:22:30.160994] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-12-26T20:22:30.161820] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-12-26T20:22:30.161872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:30.161903] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:30.161930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:30.161991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:30.220973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:30.221837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:30.221954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:30.221988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:30.340742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:30.340893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:30.340936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:30.340965] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:30.344315] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=85.80%)
[2025-12-26T20:22:30.344606] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-12-26T20:22:30.344730] [INFO ] [sig       ] FPI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:30.484533] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FPI.txt
[2025-12-26T20:22:30.484698] [INFO ] [sig       ] [1281/3548] Completed FPI in 0.3s | 2.87 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-26T20:22:30.484738] [INFO ] [sig       ] [1282/3548] Forecasting FPXI...
[2025-12-26T20:22:30.484767] [INFO ] [sig       ] Generating forecast for: FPXI
[2025-12-26T20:22:30.484797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2025-12-26T20:22:30.495488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2025-12-26T20:22:30.495842] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2025-12-26T20:22:30.496659] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2025-12-26T20:22:30.496711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:30.496743] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:30.496770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:30.496827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:30.554221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:30.555055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:30.555137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:30.555170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:30.667822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:30.667980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:30.668022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:30.668050] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:30.671769] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2025-12-26T20:22:30.672173] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2025-12-26T20:22:30.672304] [INFO ] [sig       ] FPXI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:30.825912] [INFO ] [LOCAL     ] Saved forecast: FPXI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FPXI.txt
[2025-12-26T20:22:30.826058] [INFO ] [sig       ] [1282/3548] Completed FPXI in 0.3s | 2.87 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-26T20:22:30.826097] [INFO ] [sig       ] [1283/3548] Forecasting FRA...
[2025-12-26T20:22:30.826127] [INFO ] [sig       ] Generating forecast for: FRA
[2025-12-26T20:22:30.826163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-12-26T20:22:30.838706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2025-12-26T20:22:30.839075] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-12-26T20:22:30.839984] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-12-26T20:22:30.840037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:30.840069] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:30.840097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:30.840155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:30.897750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:30.898527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:30.898628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:30.898661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:31.019529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:31.019702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:31.019746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:31.019773] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:31.023150] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=75.22%)
[2025-12-26T20:22:31.023430] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-12-26T20:22:31.023555] [INFO ] [sig       ] FRA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:31.163047] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FRA.txt
[2025-12-26T20:22:31.163203] [INFO ] [sig       ] [1283/3548] Completed FRA in 0.3s | 2.87 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-26T20:22:31.163244] [INFO ] [sig       ] [1284/3548] Forecasting FRBA...
[2025-12-26T20:22:31.163275] [INFO ] [sig       ] Generating forecast for: FRBA
[2025-12-26T20:22:31.163304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2025-12-26T20:22:31.174261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2025-12-26T20:22:31.174637] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2025-12-26T20:22:31.175428] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2025-12-26T20:22:31.175480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:31.175511] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:31.175539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:31.175614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:31.236993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:31.238165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:31.238281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:31.238331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:31.403755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:31.403941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:31.404014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:31.404067] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:31.409780] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: UP (p=63.43%)
[2025-12-26T20:22:31.410299] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2025-12-26T20:22:31.410500] [INFO ] [sig       ] FRBA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:31.645565] [INFO ] [LOCAL     ] Saved forecast: FRBA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FRBA.txt
[2025-12-26T20:22:31.645837] [INFO ] [sig       ] [1284/3548] Completed FRBA in 0.5s | 2.87 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-26T20:22:31.645885] [INFO ] [sig       ] [1285/3548] Forecasting FRGE...
[2025-12-26T20:22:31.645921] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-12-26T20:22:31.645955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-12-26T20:22:31.663168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRGE'.
[2025-12-26T20:22:31.663726] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-12-26T20:22:31.665007] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-12-26T20:22:31.665078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:31.665131] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:31.665178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:31.665274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:31.754340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:31.755316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:31.755406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:31.755441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:31.936098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:31.936289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:31.936348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:31.936383] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:31.940736] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: DOWN (p=8.46%)
[2025-12-26T20:22:31.941083] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-12-26T20:22:31.941237] [INFO ] [sig       ] FRGE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:32.115744] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FRGE.txt
[2025-12-26T20:22:32.115958] [INFO ] [sig       ] [1285/3548] Completed FRGE in 0.5s | 2.87 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-26T20:22:32.116011] [INFO ] [sig       ] [1286/3548] Forecasting FRHC...
[2025-12-26T20:22:32.116051] [INFO ] [sig       ] Generating forecast for: FRHC
[2025-12-26T20:22:32.116094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2025-12-26T20:22:32.132995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2025-12-26T20:22:32.133485] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2025-12-26T20:22:32.134768] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2025-12-26T20:22:32.134835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:32.134882] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:32.134925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:32.135015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:32.218142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:32.219267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:32.219376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:32.219412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:32.341193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:32.341356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:32.341402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:32.341430] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:32.345289] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: DOWN (p=47.90%)
[2025-12-26T20:22:32.345663] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2025-12-26T20:22:32.345808] [INFO ] [sig       ] FRHC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:32.493997] [INFO ] [LOCAL     ] Saved forecast: FRHC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FRHC.txt
[2025-12-26T20:22:32.494173] [INFO ] [sig       ] [1286/3548] Completed FRHC in 0.4s | 2.87 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-26T20:22:32.494213] [INFO ] [sig       ] [1287/3548] Forecasting FRME...
[2025-12-26T20:22:32.494244] [INFO ] [sig       ] Generating forecast for: FRME
[2025-12-26T20:22:32.494275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2025-12-26T20:22:32.505723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2025-12-26T20:22:32.506118] [INFO ] [FORECASTER] Starting predict_future for FRME
[2025-12-26T20:22:32.506949] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2025-12-26T20:22:32.507001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:32.507035] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:32.507061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:32.507118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:32.564624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:32.565504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:32.565608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:32.565644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:32.689114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:32.689273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:32.689316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:32.689368] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:32.693420] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: DOWN (p=33.70%)
[2025-12-26T20:22:32.693761] [INFO ] [FORECASTER] Completed predict_future for FRME
[2025-12-26T20:22:32.693890] [INFO ] [sig       ] FRME: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:32.843954] [INFO ] [LOCAL     ] Saved forecast: FRME	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FRME.txt
[2025-12-26T20:22:32.844118] [INFO ] [sig       ] [1287/3548] Completed FRME in 0.3s | 2.87 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-26T20:22:32.844160] [INFO ] [sig       ] [1288/3548] Forecasting FRO...
[2025-12-26T20:22:32.844192] [INFO ] [sig       ] Generating forecast for: FRO
[2025-12-26T20:22:32.844222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-12-26T20:22:32.862506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2025-12-26T20:22:32.862932] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-12-26T20:22:32.863781] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-12-26T20:22:32.863834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:32.863896] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:32.863925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:32.863985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:32.922358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:32.923226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:32.923310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:32.923343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:33.047797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:33.047951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:33.047995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:33.048023] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:33.051755] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=1.37%)
[2025-12-26T20:22:33.052064] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-12-26T20:22:33.052198] [INFO ] [sig       ] FRO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:33.199681] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FRO.txt
[2025-12-26T20:22:33.200045] [INFO ] [sig       ] [1288/3548] Completed FRO in 0.4s | 2.87 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-26T20:22:33.200084] [INFO ] [sig       ] [1289/3548] Forecasting FROG...
[2025-12-26T20:22:33.200114] [INFO ] [sig       ] Generating forecast for: FROG
[2025-12-26T20:22:33.200144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2025-12-26T20:22:33.212132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2025-12-26T20:22:33.212528] [INFO ] [FORECASTER] Starting predict_future for FROG
[2025-12-26T20:22:33.213346] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2025-12-26T20:22:33.213400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:33.213434] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:33.213462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:33.213521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:33.272363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:33.273252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:33.273344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:33.273404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:33.401072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:33.401225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:33.401270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:33.401299] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:33.405154] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: UP (p=99.62%)
[2025-12-26T20:22:33.405466] [INFO ] [FORECASTER] Completed predict_future for FROG
[2025-12-26T20:22:33.405625] [INFO ] [sig       ] FROG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:33.548433] [INFO ] [LOCAL     ] Saved forecast: FROG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FROG.txt
[2025-12-26T20:22:33.548613] [INFO ] [sig       ] [1289/3548] Completed FROG in 0.3s | 2.87 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-26T20:22:33.548656] [INFO ] [sig       ] [1290/3548] Forecasting FRPH...
[2025-12-26T20:22:33.548687] [INFO ] [sig       ] Generating forecast for: FRPH
[2025-12-26T20:22:33.548717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2025-12-26T20:22:33.559469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2025-12-26T20:22:33.559869] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2025-12-26T20:22:33.560686] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2025-12-26T20:22:33.560737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:33.560769] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:33.560795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:33.560853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:33.619385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:33.620247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:33.620328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:33.620360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:33.742007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:33.742163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:33.742204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:33.742232] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:33.746155] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: DOWN (p=1.32%)
[2025-12-26T20:22:33.746464] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2025-12-26T20:22:33.746616] [INFO ] [sig       ] FRPH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:33.892105] [INFO ] [LOCAL     ] Saved forecast: FRPH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FRPH.txt
[2025-12-26T20:22:33.892260] [INFO ] [sig       ] [1290/3548] Completed FRPH in 0.3s | 2.87 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-26T20:22:33.892300] [INFO ] [sig       ] [1291/3548] Forecasting FRSH...
[2025-12-26T20:22:33.892329] [INFO ] [sig       ] Generating forecast for: FRSH
[2025-12-26T20:22:33.892359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2025-12-26T20:22:33.903404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2025-12-26T20:22:33.903881] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2025-12-26T20:22:33.904708] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2025-12-26T20:22:33.904759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:33.904790] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:33.904815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:33.904872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:33.962907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:33.963800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:33.963883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:33.963918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:34.089939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:34.090091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:34.090132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:34.090192] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:34.093645] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: UP (p=98.31%)
[2025-12-26T20:22:34.093938] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2025-12-26T20:22:34.094071] [INFO ] [sig       ] FRSH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:34.240163] [INFO ] [LOCAL     ] Saved forecast: FRSH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FRSH.txt
[2025-12-26T20:22:34.240323] [INFO ] [sig       ] [1291/3548] Completed FRSH in 0.3s | 2.87 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-26T20:22:34.240361] [INFO ] [sig       ] [1292/3548] Forecasting FRSX...
[2025-12-26T20:22:34.240390] [INFO ] [sig       ] Generating forecast for: FRSX
[2025-12-26T20:22:34.240422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'.
[2025-12-26T20:22:34.251462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSX'.
[2025-12-26T20:22:34.251824] [INFO ] [FORECASTER] Starting predict_future for FRSX
[2025-12-26T20:22:34.252613] [DEBUG] [LOCAL     ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt
[2025-12-26T20:22:34.252681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:34.252712] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:34.252738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:34.252796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:34.311770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:34.312697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:34.312785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:34.312817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:34.429374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:34.429529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:34.429587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:34.429619] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:34.432954] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: DOWN (p=15.94%)
[2025-12-26T20:22:34.433218] [INFO ] [FORECASTER] Completed predict_future for FRSX
[2025-12-26T20:22:34.433340] [INFO ] [sig       ] FRSX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:34.575936] [INFO ] [LOCAL     ] Saved forecast: FRSX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FRSX.txt
[2025-12-26T20:22:34.576095] [INFO ] [sig       ] [1292/3548] Completed FRSX in 0.3s | 2.87 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-26T20:22:34.576136] [INFO ] [sig       ] [1293/3548] Forecasting FSBC...
[2025-12-26T20:22:34.576168] [INFO ] [sig       ] Generating forecast for: FSBC
[2025-12-26T20:22:34.576198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2025-12-26T20:22:34.587801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2025-12-26T20:22:34.588160] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2025-12-26T20:22:34.589039] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2025-12-26T20:22:34.589092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:34.589124] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:34.589149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:34.589208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:34.652833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:34.653769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:34.653854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:34.653887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:34.796268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:34.796448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:34.796509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:34.796557] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:34.802382] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: UP (p=57.26%)
[2025-12-26T20:22:34.802950] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2025-12-26T20:22:34.803167] [INFO ] [sig       ] FSBC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:34.965353] [INFO ] [LOCAL     ] Saved forecast: FSBC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FSBC.txt
[2025-12-26T20:22:34.965526] [INFO ] [sig       ] [1293/3548] Completed FSBC in 0.4s | 2.87 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-26T20:22:34.965591] [INFO ] [sig       ] [1294/3548] Forecasting FSCO...
[2025-12-26T20:22:34.965632] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-12-26T20:22:34.965667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-12-26T20:22:34.979652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSCO'.
[2025-12-26T20:22:34.980097] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-12-26T20:22:34.980973] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-12-26T20:22:34.981027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:34.981058] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:34.981084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:34.981142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:35.041267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:35.042234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:35.042323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:35.042355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:35.161278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:35.161438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:35.161482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:35.161509] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:35.165475] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: DOWN (p=42.59%)
[2025-12-26T20:22:35.166061] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-12-26T20:22:35.166207] [INFO ] [sig       ] FSCO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:35.312697] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FSCO.txt
[2025-12-26T20:22:35.312857] [INFO ] [sig       ] [1294/3548] Completed FSCO in 0.3s | 2.87 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-26T20:22:35.312897] [INFO ] [sig       ] [1295/3548] Forecasting FSK...
[2025-12-26T20:22:35.312928] [INFO ] [sig       ] Generating forecast for: FSK
[2025-12-26T20:22:35.312959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-12-26T20:22:35.325675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2025-12-26T20:22:35.326157] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-12-26T20:22:35.327113] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-12-26T20:22:35.327176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:35.327217] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:35.327254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:35.327337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:35.394662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:35.395663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:35.395753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:35.395785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:35.516791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:35.516949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:35.516994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:35.517022] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:35.520621] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: DOWN (p=29.84%)
[2025-12-26T20:22:35.520950] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-12-26T20:22:35.521084] [INFO ] [sig       ] FSK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:35.669561] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FSK.txt
[2025-12-26T20:22:35.669744] [INFO ] [sig       ] [1295/3548] Completed FSK in 0.4s | 2.87 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-26T20:22:35.669784] [INFO ] [sig       ] [1296/3548] Forecasting FSLY...
[2025-12-26T20:22:35.669813] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-12-26T20:22:35.669843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-12-26T20:22:35.681637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2025-12-26T20:22:35.682048] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-12-26T20:22:35.682859] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-12-26T20:22:35.682911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:35.682942] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:35.682969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:35.683026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:35.742803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:35.743672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:35.743761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:35.743794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:35.869638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:35.869790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:35.869834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:35.869862] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:35.873667] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=40.77%)
[2025-12-26T20:22:35.874127] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-12-26T20:22:35.874248] [INFO ] [sig       ] FSLY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:36.015721] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FSLY.txt
[2025-12-26T20:22:36.015857] [INFO ] [sig       ] [1296/3548] Completed FSLY in 0.3s | 2.87 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-26T20:22:36.015897] [INFO ] [sig       ] [1297/3548] Forecasting FSM...
[2025-12-26T20:22:36.015926] [INFO ] [sig       ] Generating forecast for: FSM
[2025-12-26T20:22:36.015956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-12-26T20:22:36.028740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2025-12-26T20:22:36.029185] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-12-26T20:22:36.030004] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-12-26T20:22:36.030055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:36.030087] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:36.030113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:36.030170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:36.089013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:36.089904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:36.089985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:36.090018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:36.217475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:36.217647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:36.217695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:36.217724] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:36.221196] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: UP (p=92.08%)
[2025-12-26T20:22:36.221498] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-12-26T20:22:36.221638] [INFO ] [sig       ] FSM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:36.365709] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FSM.txt
[2025-12-26T20:22:36.365862] [INFO ] [sig       ] [1297/3548] Completed FSM in 0.3s | 2.87 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-26T20:22:36.365902] [INFO ] [sig       ] [1298/3548] Forecasting FSS...
[2025-12-26T20:22:36.365932] [INFO ] [sig       ] Generating forecast for: FSS
[2025-12-26T20:22:36.365969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-12-26T20:22:36.378081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2025-12-26T20:22:36.378466] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-12-26T20:22:36.379290] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-12-26T20:22:36.379342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:36.379372] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:36.379399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:36.379457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:36.437086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:36.438229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:36.438376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:36.438410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:36.577061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:36.577236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:36.577282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:36.577312] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:36.582427] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: DOWN (p=14.92%)
[2025-12-26T20:22:36.582844] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-12-26T20:22:36.583019] [INFO ] [sig       ] FSS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:36.735243] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FSS.txt
[2025-12-26T20:22:36.735403] [INFO ] [sig       ] [1298/3548] Completed FSS in 0.4s | 2.87 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-26T20:22:36.735442] [INFO ] [sig       ] [1299/3548] Forecasting FTA...
[2025-12-26T20:22:36.735472] [INFO ] [sig       ] Generating forecast for: FTA
[2025-12-26T20:22:36.735503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2025-12-26T20:22:36.749472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2025-12-26T20:22:36.750105] [INFO ] [FORECASTER] Starting predict_future for FTA
[2025-12-26T20:22:36.751082] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2025-12-26T20:22:36.751138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:36.751173] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:36.751200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:36.751262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:36.812397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:36.813752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:36.813862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:36.813895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:36.944875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:36.945115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:36.945195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:36.945228] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:36.949789] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: UP (p=81.92%)
[2025-12-26T20:22:36.950291] [INFO ] [FORECASTER] Completed predict_future for FTA
[2025-12-26T20:22:36.950463] [INFO ] [sig       ] FTA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:37.112797] [INFO ] [LOCAL     ] Saved forecast: FTA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FTA.txt
[2025-12-26T20:22:37.113164] [INFO ] [sig       ] [1299/3548] Completed FTA in 0.4s | 2.87 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-26T20:22:37.113205] [INFO ] [sig       ] [1300/3548] Forecasting FTAI...
[2025-12-26T20:22:37.113235] [INFO ] [sig       ] Generating forecast for: FTAI
[2025-12-26T20:22:37.113265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2025-12-26T20:22:37.126526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2025-12-26T20:22:37.126959] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2025-12-26T20:22:37.127757] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2025-12-26T20:22:37.127808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:37.127838] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:37.127865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:37.127922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:37.188849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:37.189756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:37.189848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:37.189881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:37.316748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:37.316904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:37.316947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:37.316974] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:37.323949] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: DOWN (p=4.70%)
[2025-12-26T20:22:37.324329] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2025-12-26T20:22:37.324490] [INFO ] [sig       ] FTAI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:37.471408] [INFO ] [LOCAL     ] Saved forecast: FTAI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FTAI.txt
[2025-12-26T20:22:37.471565] [INFO ] [sig       ] [1300/3548] Completed FTAI in 0.4s | 2.87 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-26T20:22:37.471625] [INFO ] [sig       ] [1301/3548] Forecasting FTC...
[2025-12-26T20:22:37.471657] [INFO ] [sig       ] Generating forecast for: FTC
[2025-12-26T20:22:37.471688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2025-12-26T20:22:37.484810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2025-12-26T20:22:37.485210] [INFO ] [FORECASTER] Starting predict_future for FTC
[2025-12-26T20:22:37.486195] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2025-12-26T20:22:37.486246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:37.486278] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:37.486304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:37.486361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:37.543217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:37.543895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:37.543973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:37.544004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:37.660658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:37.660824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:37.660866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:37.660894] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:37.664467] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: DOWN (p=2.29%)
[2025-12-26T20:22:37.664766] [INFO ] [FORECASTER] Completed predict_future for FTC
[2025-12-26T20:22:37.664889] [INFO ] [sig       ] FTC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:37.813336] [INFO ] [LOCAL     ] Saved forecast: FTC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FTC.txt
[2025-12-26T20:22:37.813531] [INFO ] [sig       ] [1301/3548] Completed FTC in 0.3s | 2.87 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-26T20:22:37.813597] [INFO ] [sig       ] [1302/3548] Forecasting FTCI...
[2025-12-26T20:22:37.813633] [INFO ] [sig       ] Generating forecast for: FTCI
[2025-12-26T20:22:37.813663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2025-12-26T20:22:37.826802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2025-12-26T20:22:37.827241] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2025-12-26T20:22:37.828077] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2025-12-26T20:22:37.828129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:37.828160] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:37.828187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:37.828245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:37.896980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:37.898165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:37.898263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:37.898311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:38.036456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:38.036642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:38.036691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:38.036721] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:38.040593] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: UP (p=72.19%)
[2025-12-26T20:22:38.040953] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2025-12-26T20:22:38.041082] [INFO ] [sig       ] FTCI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:38.205212] [INFO ] [LOCAL     ] Saved forecast: FTCI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FTCI.txt
[2025-12-26T20:22:38.205365] [INFO ] [sig       ] [1302/3548] Completed FTCI in 0.4s | 2.87 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-26T20:22:38.205414] [INFO ] [sig       ] [1303/3548] Forecasting FTCS...
[2025-12-26T20:22:38.205444] [INFO ] [sig       ] Generating forecast for: FTCS
[2025-12-26T20:22:38.205490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2025-12-26T20:22:38.221494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2025-12-26T20:22:38.222014] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2025-12-26T20:22:38.223215] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2025-12-26T20:22:38.223284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:38.223357] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:38.223409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:38.223504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:38.302810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:38.303999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:38.304104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:38.304155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:38.424016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:38.424180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:38.424222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:38.424251] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:38.427875] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: DOWN (p=27.45%)
[2025-12-26T20:22:38.428220] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2025-12-26T20:22:38.428360] [INFO ] [sig       ] FTCS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:38.577999] [INFO ] [LOCAL     ] Saved forecast: FTCS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FTCS.txt
[2025-12-26T20:22:38.578160] [INFO ] [sig       ] [1303/3548] Completed FTCS in 0.4s | 2.87 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-26T20:22:38.578200] [INFO ] [sig       ] [1304/3548] Forecasting FTEK...
[2025-12-26T20:22:38.578231] [INFO ] [sig       ] Generating forecast for: FTEK
[2025-12-26T20:22:38.578260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2025-12-26T20:22:38.590844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2025-12-26T20:22:38.591270] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2025-12-26T20:22:38.592170] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2025-12-26T20:22:38.592222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:38.592254] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:38.592280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:38.592337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:38.660694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:38.661641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:38.661730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:38.661764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:38.788220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:38.788382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:38.788440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:38.788486] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:38.792413] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: UP (p=51.30%)
[2025-12-26T20:22:38.792796] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2025-12-26T20:22:38.792947] [INFO ] [sig       ] FTEK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:38.958801] [INFO ] [LOCAL     ] Saved forecast: FTEK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FTEK.txt
[2025-12-26T20:22:38.959022] [INFO ] [sig       ] [1304/3548] Completed FTEK in 0.4s | 2.87 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-26T20:22:38.959078] [INFO ] [sig       ] [1305/3548] Forecasting FTGC...
[2025-12-26T20:22:38.959122] [INFO ] [sig       ] Generating forecast for: FTGC
[2025-12-26T20:22:38.959154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2025-12-26T20:22:38.970939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2025-12-26T20:22:38.971380] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2025-12-26T20:22:38.972346] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2025-12-26T20:22:38.972402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:38.972463] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:38.972492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:38.972551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:39.035228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:39.036086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:39.036164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:39.036196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:39.153484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:39.153655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:39.153700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:39.153732] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:39.157162] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: UP (p=83.86%)
[2025-12-26T20:22:39.157437] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2025-12-26T20:22:39.157561] [INFO ] [sig       ] FTGC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:39.302113] [INFO ] [LOCAL     ] Saved forecast: FTGC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FTGC.txt
[2025-12-26T20:22:39.302267] [INFO ] [sig       ] [1305/3548] Completed FTGC in 0.3s | 2.87 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-26T20:22:39.302307] [INFO ] [sig       ] [1306/3548] Forecasting FTGS...
[2025-12-26T20:22:39.302336] [INFO ] [sig       ] Generating forecast for: FTGS
[2025-12-26T20:22:39.302366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2025-12-26T20:22:39.314331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2025-12-26T20:22:39.314712] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2025-12-26T20:22:39.315504] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2025-12-26T20:22:39.315559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:39.315612] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:39.315642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:39.315702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:39.373563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:39.374304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:39.374383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:39.374415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:39.495413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:39.495562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:39.495628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:39.495657] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:39.499720] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: UP (p=98.15%)
[2025-12-26T20:22:39.500198] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2025-12-26T20:22:39.500324] [INFO ] [sig       ] FTGS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:39.644158] [INFO ] [LOCAL     ] Saved forecast: FTGS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FTGS.txt
[2025-12-26T20:22:39.644299] [INFO ] [sig       ] [1306/3548] Completed FTGS in 0.3s | 2.87 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-26T20:22:39.644342] [INFO ] [sig       ] [1307/3548] Forecasting FTHI...
[2025-12-26T20:22:39.644372] [INFO ] [sig       ] Generating forecast for: FTHI
[2025-12-26T20:22:39.644400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2025-12-26T20:22:39.655842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2025-12-26T20:22:39.656205] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2025-12-26T20:22:39.656999] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2025-12-26T20:22:39.657051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:39.657082] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:39.657109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:39.657166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:39.716010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:39.716807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:39.716888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:39.716921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:39.839011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:39.839162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:39.839205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:39.839235] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:39.842669] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: DOWN (p=46.23%)
[2025-12-26T20:22:39.842950] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2025-12-26T20:22:39.843075] [INFO ] [sig       ] FTHI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:40.032171] [INFO ] [LOCAL     ] Saved forecast: FTHI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FTHI.txt
[2025-12-26T20:22:40.032352] [INFO ] [sig       ] [1307/3548] Completed FTHI in 0.4s | 2.87 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-26T20:22:40.032395] [INFO ] [sig       ] [1308/3548] Forecasting FTHY...
[2025-12-26T20:22:40.032429] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-12-26T20:22:40.032467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-12-26T20:22:40.045065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2025-12-26T20:22:40.045445] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-12-26T20:22:40.046338] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-12-26T20:22:40.046395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:40.046444] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:40.046482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:40.046544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:40.116312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:40.117340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:40.117425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:40.117459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:40.252469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:40.252649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:40.252693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:40.252762] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:40.256745] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: UP (p=93.23%)
[2025-12-26T20:22:40.257316] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-12-26T20:22:40.257501] [INFO ] [sig       ] FTHY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:40.405858] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FTHY.txt
[2025-12-26T20:22:40.405995] [INFO ] [sig       ] [1308/3548] Completed FTHY in 0.4s | 2.87 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-26T20:22:40.406034] [INFO ] [sig       ] [1309/3548] Forecasting FTI...
[2025-12-26T20:22:40.406065] [INFO ] [sig       ] Generating forecast for: FTI
[2025-12-26T20:22:40.406094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-12-26T20:22:40.419112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2025-12-26T20:22:40.419757] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-12-26T20:22:40.420978] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-12-26T20:22:40.421034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:40.421068] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:40.421094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:40.421154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:40.481795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:40.483017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:40.483115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:40.483149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:40.605956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:40.606182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:40.606232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:40.606262] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:40.610289] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: DOWN (p=18.92%)
[2025-12-26T20:22:40.610631] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-12-26T20:22:40.610777] [INFO ] [sig       ] FTI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:40.853763] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FTI.txt
[2025-12-26T20:22:40.853969] [INFO ] [sig       ] [1309/3548] Completed FTI in 0.4s | 2.87 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-26T20:22:40.854011] [INFO ] [sig       ] [1310/3548] Forecasting FTK...
[2025-12-26T20:22:40.854041] [INFO ] [sig       ] Generating forecast for: FTK
[2025-12-26T20:22:40.854083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-12-26T20:22:40.866973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2025-12-26T20:22:40.867518] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-12-26T20:22:40.868427] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-12-26T20:22:40.868482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:40.868515] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:40.868541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:40.868630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:40.928024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:40.932346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:40.932524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:40.932567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:41.063714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:41.063962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:41.064015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:41.064071] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:41.067915] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=29.22%)
[2025-12-26T20:22:41.068227] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-12-26T20:22:41.068370] [INFO ] [sig       ] FTK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:41.215229] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FTK.txt
[2025-12-26T20:22:41.215413] [INFO ] [sig       ] [1310/3548] Completed FTK in 0.4s | 2.87 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-26T20:22:41.215455] [INFO ] [sig       ] [1311/3548] Forecasting FTLF...
[2025-12-26T20:22:41.215484] [INFO ] [sig       ] Generating forecast for: FTLF
[2025-12-26T20:22:41.215517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2025-12-26T20:22:41.229181] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FTLF'.
[2025-12-26T20:22:41.229723] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2025-12-26T20:22:41.230923] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2025-12-26T20:22:41.230977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:41.231204] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:41.231230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:41.231288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:41.290551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:41.291696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:41.291795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:41.291827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:41.402338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:41.402610] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-26T20:22:41.402676] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:41.402706] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:41.406701] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: DOWN (p=14.78%)
[2025-12-26T20:22:41.407046] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2025-12-26T20:22:41.407188] [INFO ] [sig       ] FTLF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:41.558701] [INFO ] [LOCAL     ] Saved forecast: FTLF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FTLF.txt
[2025-12-26T20:22:41.558943] [INFO ] [sig       ] [1311/3548] Completed FTLF in 0.3s | 2.87 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-26T20:22:41.558995] [INFO ] [sig       ] [1312/3548] Forecasting FTQI...
[2025-12-26T20:22:41.559030] [INFO ] [sig       ] Generating forecast for: FTQI
[2025-12-26T20:22:41.559063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2025-12-26T20:22:41.571993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2025-12-26T20:22:41.572503] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2025-12-26T20:22:41.573488] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2025-12-26T20:22:41.573543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:41.573601] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:41.573637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:41.573709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:41.634994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:41.636104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:41.636231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:41.636267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:41.767441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:41.767658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:41.767723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:41.767759] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:41.771806] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: UP (p=79.12%)
[2025-12-26T20:22:41.772113] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2025-12-26T20:22:41.772252] [INFO ] [sig       ] FTQI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:41.925660] [INFO ] [LOCAL     ] Saved forecast: FTQI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FTQI.txt
[2025-12-26T20:22:41.925823] [INFO ] [sig       ] [1312/3548] Completed FTQI in 0.4s | 2.87 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-26T20:22:41.925865] [INFO ] [sig       ] [1313/3548] Forecasting FTRE...
[2025-12-26T20:22:41.925895] [INFO ] [sig       ] Generating forecast for: FTRE
[2025-12-26T20:22:41.925930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2025-12-26T20:22:41.938830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2025-12-26T20:22:41.939494] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2025-12-26T20:22:41.940598] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2025-12-26T20:22:41.940653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:41.940685] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:41.940711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:41.940769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:42.001692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:42.002619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:42.002706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:42.002747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:42.131640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:42.131796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:42.131839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:42.131866] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:42.135276] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: UP (p=61.34%)
[2025-12-26T20:22:42.135546] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2025-12-26T20:22:42.135688] [INFO ] [sig       ] FTRE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:42.275429] [INFO ] [LOCAL     ] Saved forecast: FTRE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FTRE.txt
[2025-12-26T20:22:42.275587] [INFO ] [sig       ] [1313/3548] Completed FTRE in 0.3s | 2.87 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-26T20:22:42.275628] [INFO ] [sig       ] [1314/3548] Forecasting FTRI...
[2025-12-26T20:22:42.275658] [INFO ] [sig       ] Generating forecast for: FTRI
[2025-12-26T20:22:42.275687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2025-12-26T20:22:42.287431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2025-12-26T20:22:42.287794] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2025-12-26T20:22:42.288564] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2025-12-26T20:22:42.288633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:42.288664] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:42.288707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:42.288766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:42.344546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:42.345246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:42.345325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:42.345357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:42.460634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:42.460791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:42.460834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:42.460860] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:42.464271] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: UP (p=59.00%)
[2025-12-26T20:22:42.464559] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2025-12-26T20:22:42.464705] [INFO ] [sig       ] FTRI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:42.606720] [INFO ] [LOCAL     ] Saved forecast: FTRI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FTRI.txt
[2025-12-26T20:22:42.606876] [INFO ] [sig       ] [1314/3548] Completed FTRI in 0.3s | 2.87 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-26T20:22:42.606916] [INFO ] [sig       ] [1315/3548] Forecasting FTS...
[2025-12-26T20:22:42.606945] [INFO ] [sig       ] Generating forecast for: FTS
[2025-12-26T20:22:42.606975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-12-26T20:22:42.619894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2025-12-26T20:22:42.620242] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-12-26T20:22:42.621050] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-12-26T20:22:42.621102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:42.621132] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:42.621160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:42.621217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:42.677026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:42.677823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:42.677934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:42.677967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:42.799293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:42.799452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:42.799494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:42.799522] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:42.803158] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: UP (p=94.01%)
[2025-12-26T20:22:42.803433] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-12-26T20:22:42.803559] [INFO ] [sig       ] FTS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:42.942270] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FTS.txt
[2025-12-26T20:22:42.942410] [INFO ] [sig       ] [1315/3548] Completed FTS in 0.3s | 2.87 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-26T20:22:42.942448] [INFO ] [sig       ] [1316/3548] Forecasting FTSL...
[2025-12-26T20:22:42.942479] [INFO ] [sig       ] Generating forecast for: FTSL
[2025-12-26T20:22:42.942509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2025-12-26T20:22:42.954315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2025-12-26T20:22:42.954758] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2025-12-26T20:22:42.955562] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2025-12-26T20:22:42.955631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:42.955663] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:42.955689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:42.955747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:43.012626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:43.013493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:43.013594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:43.013629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:43.129456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:43.129620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:43.129666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:43.129694] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:43.133096] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: DOWN (p=42.62%)
[2025-12-26T20:22:43.133363] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2025-12-26T20:22:43.133483] [INFO ] [sig       ] FTSL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:43.273169] [INFO ] [LOCAL     ] Saved forecast: FTSL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FTSL.txt
[2025-12-26T20:22:43.273302] [INFO ] [sig       ] [1316/3548] Completed FTSL in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-26T20:22:43.273339] [INFO ] [sig       ] [1317/3548] Forecasting FTSM...
[2025-12-26T20:22:43.273368] [INFO ] [sig       ] Generating forecast for: FTSM
[2025-12-26T20:22:43.273398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2025-12-26T20:22:43.284826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSM'.
[2025-12-26T20:22:43.285180] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2025-12-26T20:22:43.285989] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2025-12-26T20:22:43.286042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:43.286075] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:43.286102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:43.286159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:43.342703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:43.343384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:43.343462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:43.343493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:43.444963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:43.445116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:43.445158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:43.445186] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:43.448593] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: DOWN (p=39.49%)
[2025-12-26T20:22:43.448869] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2025-12-26T20:22:43.449025] [INFO ] [sig       ] FTSM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:43.589442] [INFO ] [LOCAL     ] Saved forecast: FTSM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FTSM.txt
[2025-12-26T20:22:43.589584] [INFO ] [sig       ] [1317/3548] Completed FTSM in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-26T20:22:43.589625] [INFO ] [sig       ] [1318/3548] Forecasting FTXL...
[2025-12-26T20:22:43.589654] [INFO ] [sig       ] Generating forecast for: FTXL
[2025-12-26T20:22:43.589689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2025-12-26T20:22:43.600999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2025-12-26T20:22:43.601336] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2025-12-26T20:22:43.602256] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2025-12-26T20:22:43.602322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:43.602365] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:43.602402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:43.602482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:43.666041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:43.667026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:43.667110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:43.667143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:43.784432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:43.784593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:43.784639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:43.784669] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:43.788012] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: UP (p=80.89%)
[2025-12-26T20:22:43.788283] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2025-12-26T20:22:43.788409] [INFO ] [sig       ] FTXL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:43.932168] [INFO ] [LOCAL     ] Saved forecast: FTXL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FTXL.txt
[2025-12-26T20:22:43.932339] [INFO ] [sig       ] [1318/3548] Completed FTXL in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-26T20:22:43.932380] [INFO ] [sig       ] [1319/3548] Forecasting FTXN...
[2025-12-26T20:22:43.932411] [INFO ] [sig       ] Generating forecast for: FTXN
[2025-12-26T20:22:43.932442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2025-12-26T20:22:43.943730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2025-12-26T20:22:43.944085] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2025-12-26T20:22:43.944885] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2025-12-26T20:22:43.944939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:43.944972] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:43.945000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:43.945075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:44.003100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:44.003797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:44.003879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:44.003913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:44.125170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:44.125332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:44.125392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:44.125433] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:44.129232] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: UP (p=73.74%)
[2025-12-26T20:22:44.129529] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2025-12-26T20:22:44.129689] [INFO ] [sig       ] FTXN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:44.272559] [INFO ] [LOCAL     ] Saved forecast: FTXN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FTXN.txt
[2025-12-26T20:22:44.272718] [INFO ] [sig       ] [1319/3548] Completed FTXN in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-26T20:22:44.272758] [INFO ] [sig       ] [1320/3548] Forecasting FTXO...
[2025-12-26T20:22:44.272787] [INFO ] [sig       ] Generating forecast for: FTXO
[2025-12-26T20:22:44.272817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2025-12-26T20:22:44.283692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2025-12-26T20:22:44.283991] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2025-12-26T20:22:44.284955] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2025-12-26T20:22:44.285006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:44.285037] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:44.285064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:44.285122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:44.342386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:44.343089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:44.343167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:44.343198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:44.465863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:44.466110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:44.466153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:44.466182] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:44.469630] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: UP (p=84.51%)
[2025-12-26T20:22:44.469925] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2025-12-26T20:22:44.470059] [INFO ] [sig       ] FTXO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:44.610992] [INFO ] [LOCAL     ] Saved forecast: FTXO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FTXO.txt
[2025-12-26T20:22:44.611134] [INFO ] [sig       ] [1320/3548] Completed FTXO in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-26T20:22:44.611175] [INFO ] [sig       ] [1321/3548] Forecasting FUBO...
[2025-12-26T20:22:44.611204] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-12-26T20:22:44.611232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-12-26T20:22:44.622743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2025-12-26T20:22:44.623097] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-12-26T20:22:44.623922] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-12-26T20:22:44.623974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:44.624006] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:44.624032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:44.624090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:44.681143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:44.681814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:44.681895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:44.681927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:44.803243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:44.803395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:44.803437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:44.803484] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:44.806859] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: DOWN (p=15.75%)
[2025-12-26T20:22:44.807126] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-12-26T20:22:44.807245] [INFO ] [sig       ] FUBO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:44.948450] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FUBO.txt
[2025-12-26T20:22:44.948607] [INFO ] [sig       ] [1321/3548] Completed FUBO in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-26T20:22:44.948650] [INFO ] [sig       ] [1322/3548] Forecasting FUL...
[2025-12-26T20:22:44.948681] [INFO ] [sig       ] Generating forecast for: FUL
[2025-12-26T20:22:44.948712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-12-26T20:22:44.959479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2025-12-26T20:22:44.959825] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-12-26T20:22:44.960602] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-12-26T20:22:44.960652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:44.960709] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:44.960737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:44.960796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:45.017074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:45.017718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:45.017794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:45.017826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:45.138928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:45.139090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:45.139133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:45.139161] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:45.142624] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: DOWN (p=11.02%)
[2025-12-26T20:22:45.142896] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-12-26T20:22:45.143017] [INFO ] [sig       ] FUL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:45.286943] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FUL.txt
[2025-12-26T20:22:45.287083] [INFO ] [sig       ] [1322/3548] Completed FUL in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-26T20:22:45.287122] [INFO ] [sig       ] [1323/3548] Forecasting FULC...
[2025-12-26T20:22:45.287151] [INFO ] [sig       ] Generating forecast for: FULC
[2025-12-26T20:22:45.287181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2025-12-26T20:22:45.298382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2025-12-26T20:22:45.298737] [INFO ] [FORECASTER] Starting predict_future for FULC
[2025-12-26T20:22:45.299710] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2025-12-26T20:22:45.299762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:45.299793] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:45.299819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:45.299876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:45.358271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:45.359114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:45.359196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:45.359227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:45.486499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:45.486666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:45.486710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:45.486738] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:45.490097] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: DOWN (p=25.29%)
[2025-12-26T20:22:45.490368] [INFO ] [FORECASTER] Completed predict_future for FULC
[2025-12-26T20:22:45.490491] [INFO ] [sig       ] FULC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:45.629345] [INFO ] [LOCAL     ] Saved forecast: FULC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FULC.txt
[2025-12-26T20:22:45.629478] [INFO ] [sig       ] [1323/3548] Completed FULC in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-26T20:22:45.629517] [INFO ] [sig       ] [1324/3548] Forecasting FUN...
[2025-12-26T20:22:45.629547] [INFO ] [sig       ] Generating forecast for: FUN
[2025-12-26T20:22:45.629594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-12-26T20:22:45.640239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2025-12-26T20:22:45.640614] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-12-26T20:22:45.641431] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-12-26T20:22:45.641485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:45.641517] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:45.641545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:45.641635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:45.698601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:45.699375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:45.699455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:45.699488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:45.817520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:45.817689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:45.817732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:45.817761] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:45.821105] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: UP (p=59.48%)
[2025-12-26T20:22:45.821376] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-12-26T20:22:45.821497] [INFO ] [sig       ] FUN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:45.960547] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FUN.txt
[2025-12-26T20:22:45.960693] [INFO ] [sig       ] [1324/3548] Completed FUN in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-26T20:22:45.960732] [INFO ] [sig       ] [1325/3548] Forecasting FUNC...
[2025-12-26T20:22:45.960761] [INFO ] [sig       ] Generating forecast for: FUNC
[2025-12-26T20:22:45.960794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2025-12-26T20:22:45.971864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2025-12-26T20:22:45.972160] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2025-12-26T20:22:45.972969] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2025-12-26T20:22:45.973021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:45.973054] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:45.973081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:45.973155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:46.032443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:46.033406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:46.033493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:46.033525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:46.148565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:46.148737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:46.148777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:46.148840] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:46.153250] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: UP (p=52.31%)
[2025-12-26T20:22:46.153530] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2025-12-26T20:22:46.153694] [INFO ] [sig       ] FUNC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:46.292091] [INFO ] [LOCAL     ] Saved forecast: FUNC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FUNC.txt
[2025-12-26T20:22:46.292205] [INFO ] [sig       ] [1325/3548] Completed FUNC in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-26T20:22:46.292242] [INFO ] [sig       ] [1326/3548] Forecasting FUND...
[2025-12-26T20:22:46.292270] [INFO ] [sig       ] Generating forecast for: FUND
[2025-12-26T20:22:46.292300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2025-12-26T20:22:46.302910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2025-12-26T20:22:46.303209] [INFO ] [FORECASTER] Starting predict_future for FUND
[2025-12-26T20:22:46.303990] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2025-12-26T20:22:46.304041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:46.304071] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:46.304098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:46.304155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:46.360225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:46.360835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:46.360924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:46.360962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:46.473829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:46.473959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:46.473998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:46.474026] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:46.477355] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: UP (p=58.32%)
[2025-12-26T20:22:46.477659] [INFO ] [FORECASTER] Completed predict_future for FUND
[2025-12-26T20:22:46.477783] [INFO ] [sig       ] FUND: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:46.618730] [INFO ] [LOCAL     ] Saved forecast: FUND	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FUND.txt
[2025-12-26T20:22:46.618911] [INFO ] [sig       ] [1326/3548] Completed FUND in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-26T20:22:46.618958] [INFO ] [sig       ] [1327/3548] Forecasting FVCB...
[2025-12-26T20:22:46.618990] [INFO ] [sig       ] Generating forecast for: FVCB
[2025-12-26T20:22:46.619030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2025-12-26T20:22:46.630056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2025-12-26T20:22:46.630414] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2025-12-26T20:22:46.631440] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2025-12-26T20:22:46.631524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:46.631558] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:46.631619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:46.631689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:46.688396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:46.689257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:46.689334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:46.689366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:46.802205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:46.802377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:46.802419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:46.802448] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:46.805920] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: UP (p=67.13%)
[2025-12-26T20:22:46.806200] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2025-12-26T20:22:46.806323] [INFO ] [sig       ] FVCB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:46.945186] [INFO ] [LOCAL     ] Saved forecast: FVCB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FVCB.txt
[2025-12-26T20:22:46.945308] [INFO ] [sig       ] [1327/3548] Completed FVCB in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-26T20:22:46.945345] [INFO ] [sig       ] [1328/3548] Forecasting FWONA...
[2025-12-26T20:22:46.945374] [INFO ] [sig       ] Generating forecast for: FWONA
[2025-12-26T20:22:46.945405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2025-12-26T20:22:46.956111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2025-12-26T20:22:46.956422] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2025-12-26T20:22:46.957239] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2025-12-26T20:22:46.957291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:46.957322] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:46.957348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:46.957405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:47.013721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:47.014383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:47.014461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:47.014494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:47.134091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:47.134226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:47.134267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:47.134294] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:47.137625] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: DOWN (p=34.62%)
[2025-12-26T20:22:47.137896] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2025-12-26T20:22:47.138021] [INFO ] [sig       ] FWONA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:47.277654] [INFO ] [LOCAL     ] Saved forecast: FWONA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FWONA.txt
[2025-12-26T20:22:47.277770] [INFO ] [sig       ] [1328/3548] Completed FWONA in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-26T20:22:47.277808] [INFO ] [sig       ] [1329/3548] Forecasting FWONK...
[2025-12-26T20:22:47.277837] [INFO ] [sig       ] Generating forecast for: FWONK
[2025-12-26T20:22:47.277866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2025-12-26T20:22:47.288794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2025-12-26T20:22:47.289133] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2025-12-26T20:22:47.289910] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2025-12-26T20:22:47.289961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:47.289992] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:47.290018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:47.290076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:47.346131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:47.346738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:47.346814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:47.346845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:47.462955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:47.463090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:47.463130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:47.463159] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:47.466454] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: UP (p=52.55%)
[2025-12-26T20:22:47.466744] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2025-12-26T20:22:47.466864] [INFO ] [sig       ] FWONK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:47.609379] [INFO ] [LOCAL     ] Saved forecast: FWONK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/FWONK.txt
[2025-12-26T20:22:47.609511] [INFO ] [sig       ] [1329/3548] Completed FWONK in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-26T20:22:47.609550] [INFO ] [sig       ] [1330/3548] Forecasting FWRD...
[2025-12-26T20:22:47.609594] [INFO ] [sig       ] Generating forecast for: FWRD
[2025-12-26T20:22:47.609627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2025-12-26T20:22:47.620245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2025-12-26T20:22:47.620607] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2025-12-26T20:22:47.621389] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2025-12-26T20:22:47.621440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:47.621471] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:47.621497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:47.621555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:47.677894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:47.678501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:47.678593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:47.678628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:47.798789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:47.798943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:47.798985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:47.799014] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:47.802329] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: DOWN (p=37.48%)
[2025-12-26T20:22:47.802626] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2025-12-26T20:22:47.802749] [INFO ] [sig       ] FWRD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:47.940586] [INFO ] [LOCAL     ] Saved forecast: FWRD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FWRD.txt
[2025-12-26T20:22:47.940703] [INFO ] [sig       ] [1330/3548] Completed FWRD in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-26T20:22:47.940741] [INFO ] [sig       ] [1331/3548] Forecasting FWRG...
[2025-12-26T20:22:47.940770] [INFO ] [sig       ] Generating forecast for: FWRG
[2025-12-26T20:22:47.940800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2025-12-26T20:22:47.951535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2025-12-26T20:22:47.951859] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2025-12-26T20:22:47.952636] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2025-12-26T20:22:47.952687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:47.952718] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:47.952744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:47.952802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:48.008933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:48.009543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:48.009635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:48.009667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:48.130211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:48.130357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:48.130400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:48.130429] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:48.133838] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: DOWN (p=32.76%)
[2025-12-26T20:22:48.134110] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2025-12-26T20:22:48.134231] [INFO ] [sig       ] FWRG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:48.272810] [INFO ] [LOCAL     ] Saved forecast: FWRG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FWRG.txt
[2025-12-26T20:22:48.272929] [INFO ] [sig       ] [1331/3548] Completed FWRG in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-26T20:22:48.272970] [INFO ] [sig       ] [1332/3548] Forecasting FYC...
[2025-12-26T20:22:48.272999] [INFO ] [sig       ] Generating forecast for: FYC
[2025-12-26T20:22:48.273028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2025-12-26T20:22:48.283307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2025-12-26T20:22:48.283636] [INFO ] [FORECASTER] Starting predict_future for FYC
[2025-12-26T20:22:48.284395] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2025-12-26T20:22:48.284446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:48.284478] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:48.284505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:48.284563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:48.341361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:48.342029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:48.342128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:48.342160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:48.466793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:48.466955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:48.467000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:48.467027] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:48.470536] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-12-26T20:22:48.470832] [INFO ] [FORECASTER] Completed predict_future for FYC
[2025-12-26T20:22:48.470957] [INFO ] [sig       ] FYC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:48.609715] [INFO ] [LOCAL     ] Saved forecast: FYC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FYC.txt
[2025-12-26T20:22:48.609823] [INFO ] [sig       ] [1332/3548] Completed FYC in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-26T20:22:48.609861] [INFO ] [sig       ] [1333/3548] Forecasting FYX...
[2025-12-26T20:22:48.609889] [INFO ] [sig       ] Generating forecast for: FYX
[2025-12-26T20:22:48.609926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2025-12-26T20:22:48.621064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2025-12-26T20:22:48.621383] [INFO ] [FORECASTER] Starting predict_future for FYX
[2025-12-26T20:22:48.622166] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2025-12-26T20:22:48.622217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:48.622248] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:48.622274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:48.622330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:48.679127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:48.679768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:48.679844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:48.679874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:48.802036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:48.802170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:48.802211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:48.802240] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:48.805543] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: DOWN (p=26.87%)
[2025-12-26T20:22:48.805831] [INFO ] [FORECASTER] Completed predict_future for FYX
[2025-12-26T20:22:48.805951] [INFO ] [sig       ] FYX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:48.945561] [INFO ] [LOCAL     ] Saved forecast: FYX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/FYX.txt
[2025-12-26T20:22:48.945693] [INFO ] [sig       ] [1333/3548] Completed FYX in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-26T20:22:48.945731] [INFO ] [sig       ] [1334/3548] Forecasting G...
[2025-12-26T20:22:48.945761] [INFO ] [sig       ] Generating forecast for: G
[2025-12-26T20:22:48.945791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-12-26T20:22:48.956338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2025-12-26T20:22:48.956669] [INFO ] [FORECASTER] Starting predict_future for G
[2025-12-26T20:22:48.957436] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-12-26T20:22:48.957487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:48.957517] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:48.957543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:48.957634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:49.014164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:49.014805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:49.014882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:49.014914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:49.141448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:49.141624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:49.141668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:49.141697] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:49.145000] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: DOWN (p=25.63%)
[2025-12-26T20:22:49.145275] [INFO ] [FORECASTER] Completed predict_future for G
[2025-12-26T20:22:49.145396] [INFO ] [sig       ] G: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:49.290737] [INFO ] [LOCAL     ] Saved forecast: G	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/G.txt
[2025-12-26T20:22:49.290886] [INFO ] [sig       ] [1334/3548] Completed G in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-26T20:22:49.290925] [INFO ] [sig       ] [1335/3548] Forecasting GAB...
[2025-12-26T20:22:49.290956] [INFO ] [sig       ] Generating forecast for: GAB
[2025-12-26T20:22:49.290990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-12-26T20:22:49.302288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2025-12-26T20:22:49.302625] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-12-26T20:22:49.303395] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-12-26T20:22:49.303445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:49.303476] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:49.303502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:49.303559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:49.361080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:49.361888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:49.361969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:49.362001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:49.482894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:49.483033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:49.483076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:49.483105] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:49.486502] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: DOWN (p=23.92%)
[2025-12-26T20:22:49.486797] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-12-26T20:22:49.486924] [INFO ] [sig       ] GAB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:49.630732] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GAB.txt
[2025-12-26T20:22:49.630867] [INFO ] [sig       ] [1335/3548] Completed GAB in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-26T20:22:49.630906] [INFO ] [sig       ] [1336/3548] Forecasting GABC...
[2025-12-26T20:22:49.630938] [INFO ] [sig       ] Generating forecast for: GABC
[2025-12-26T20:22:49.630975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2025-12-26T20:22:49.641888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2025-12-26T20:22:49.642229] [INFO ] [FORECASTER] Starting predict_future for GABC
[2025-12-26T20:22:49.643074] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2025-12-26T20:22:49.643128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:49.643161] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:49.643189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:49.643248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:49.700622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:49.701255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:49.701335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:49.701367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:49.815341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:49.815484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:49.815527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:49.815557] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:49.819045] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: UP (p=98.30%)
[2025-12-26T20:22:49.819318] [INFO ] [FORECASTER] Completed predict_future for GABC
[2025-12-26T20:22:49.819441] [INFO ] [sig       ] GABC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:49.958526] [INFO ] [LOCAL     ] Saved forecast: GABC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GABC.txt
[2025-12-26T20:22:49.958656] [INFO ] [sig       ] [1336/3548] Completed GABC in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-26T20:22:49.958696] [INFO ] [sig       ] [1337/3548] Forecasting GAIA...
[2025-12-26T20:22:49.958724] [INFO ] [sig       ] Generating forecast for: GAIA
[2025-12-26T20:22:49.958754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2025-12-26T20:22:49.969051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2025-12-26T20:22:49.969385] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2025-12-26T20:22:49.970205] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2025-12-26T20:22:49.970256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:49.970287] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:49.970313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:49.970370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:50.027344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:50.027976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:50.028053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:50.028084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:50.142820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:50.142958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:50.143001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:50.143029] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:50.146331] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: DOWN (p=7.91%)
[2025-12-26T20:22:50.146619] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2025-12-26T20:22:50.146740] [INFO ] [sig       ] GAIA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:50.286383] [INFO ] [LOCAL     ] Saved forecast: GAIA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GAIA.txt
[2025-12-26T20:22:50.286529] [INFO ] [sig       ] [1337/3548] Completed GAIA in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-26T20:22:50.286595] [INFO ] [sig       ] [1338/3548] Forecasting GAIN...
[2025-12-26T20:22:50.286629] [INFO ] [sig       ] Generating forecast for: GAIN
[2025-12-26T20:22:50.286658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2025-12-26T20:22:50.297636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2025-12-26T20:22:50.297970] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2025-12-26T20:22:50.298759] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2025-12-26T20:22:50.298810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:50.298855] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:50.298907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:50.298966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:50.357589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:50.358245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:50.358326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:50.358360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:50.475499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:50.475656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:50.475698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:50.475727] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:50.479072] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: UP (p=69.40%)
[2025-12-26T20:22:50.479346] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2025-12-26T20:22:50.479467] [INFO ] [sig       ] GAIN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:50.617463] [INFO ] [LOCAL     ] Saved forecast: GAIN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GAIN.txt
[2025-12-26T20:22:50.617602] [INFO ] [sig       ] [1338/3548] Completed GAIN in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-26T20:22:50.617643] [INFO ] [sig       ] [1339/3548] Forecasting GAM...
[2025-12-26T20:22:50.617673] [INFO ] [sig       ] Generating forecast for: GAM
[2025-12-26T20:22:50.617703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-12-26T20:22:50.628603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2025-12-26T20:22:50.632020] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-12-26T20:22:50.633473] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-12-26T20:22:50.633530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:50.633610] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:50.633641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:50.633700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:50.693117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:50.693873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:50.693958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:50.693992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:50.812334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:50.812485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:50.812550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:50.812615] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:50.816201] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: UP (p=87.78%)
[2025-12-26T20:22:50.816705] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-12-26T20:22:50.816839] [INFO ] [sig       ] GAM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:50.961784] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GAM.txt
[2025-12-26T20:22:50.961918] [INFO ] [sig       ] [1339/3548] Completed GAM in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-26T20:22:50.961959] [INFO ] [sig       ] [1340/3548] Forecasting GAMB...
[2025-12-26T20:22:50.961989] [INFO ] [sig       ] Generating forecast for: GAMB
[2025-12-26T20:22:50.962021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2025-12-26T20:22:50.972947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2025-12-26T20:22:50.973283] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2025-12-26T20:22:50.974115] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2025-12-26T20:22:50.974168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:50.974201] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:50.974229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:50.974288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:51.032751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:51.033392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:51.033473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:51.033506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:51.158557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:51.158715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:51.158760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:51.158789] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:51.162325] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: UP (p=54.17%)
[2025-12-26T20:22:51.162626] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2025-12-26T20:22:51.162752] [INFO ] [sig       ] GAMB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:51.306655] [INFO ] [LOCAL     ] Saved forecast: GAMB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GAMB.txt
[2025-12-26T20:22:51.306775] [INFO ] [sig       ] [1340/3548] Completed GAMB in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-26T20:22:51.306816] [INFO ] [sig       ] [1341/3548] Forecasting GANX...
[2025-12-26T20:22:51.306846] [INFO ] [sig       ] Generating forecast for: GANX
[2025-12-26T20:22:51.306876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2025-12-26T20:22:51.317817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2025-12-26T20:22:51.318155] [INFO ] [FORECASTER] Starting predict_future for GANX
[2025-12-26T20:22:51.318963] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2025-12-26T20:22:51.319015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:51.319047] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:51.319073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:51.319129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:51.377811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:51.378429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:51.378506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:51.378537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:51.493813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:51.493946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:51.493991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:51.494025] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:51.497333] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: DOWN (p=40.56%)
[2025-12-26T20:22:51.497622] [INFO ] [FORECASTER] Completed predict_future for GANX
[2025-12-26T20:22:51.497743] [INFO ] [sig       ] GANX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:51.647787] [INFO ] [LOCAL     ] Saved forecast: GANX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GANX.txt
[2025-12-26T20:22:51.647938] [INFO ] [sig       ] [1341/3548] Completed GANX in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-26T20:22:51.647986] [INFO ] [sig       ] [1342/3548] Forecasting GASS...
[2025-12-26T20:22:51.648016] [INFO ] [sig       ] Generating forecast for: GASS
[2025-12-26T20:22:51.648046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2025-12-26T20:22:51.659344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2025-12-26T20:22:51.659754] [INFO ] [FORECASTER] Starting predict_future for GASS
[2025-12-26T20:22:51.660602] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2025-12-26T20:22:51.660657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:51.660690] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:51.660717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:51.660775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:51.719971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:51.720847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:51.720932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:51.720965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:51.845987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:51.846175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:51.846229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:51.846295] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:51.850247] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: UP (p=73.85%)
[2025-12-26T20:22:51.850585] [INFO ] [FORECASTER] Completed predict_future for GASS
[2025-12-26T20:22:51.850727] [INFO ] [sig       ] GASS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:51.990977] [INFO ] [LOCAL     ] Saved forecast: GASS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GASS.txt
[2025-12-26T20:22:51.991119] [INFO ] [sig       ] [1342/3548] Completed GASS in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-26T20:22:51.991165] [INFO ] [sig       ] [1343/3548] Forecasting GATX...
[2025-12-26T20:22:51.991196] [INFO ] [sig       ] Generating forecast for: GATX
[2025-12-26T20:22:51.991225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-12-26T20:22:52.002869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2025-12-26T20:22:52.003304] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-12-26T20:22:52.004119] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-12-26T20:22:52.004172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:52.004204] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:52.004232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:52.004289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:52.061405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:52.062049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:52.062125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:52.062157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:52.180321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:52.180462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:52.180503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:52.180531] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:52.183894] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: UP (p=55.44%)
[2025-12-26T20:22:52.184167] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-12-26T20:22:52.184308] [INFO ] [sig       ] GATX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:52.326483] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GATX.txt
[2025-12-26T20:22:52.326627] [INFO ] [sig       ] [1343/3548] Completed GATX in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-26T20:22:52.326671] [INFO ] [sig       ] [1344/3548] Forecasting GAUZ...
[2025-12-26T20:22:52.326700] [INFO ] [sig       ] Generating forecast for: GAUZ
[2025-12-26T20:22:52.326730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'.
[2025-12-26T20:22:52.337395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'.
[2025-12-26T20:22:52.337717] [INFO ] [FORECASTER] Starting predict_future for GAUZ
[2025-12-26T20:22:52.338480] [DEBUG] [LOCAL     ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt
[2025-12-26T20:22:52.338533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:52.338596] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:52.338638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:52.338698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:52.395294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:52.395913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:52.395989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:52.396024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:52.514460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:52.514620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:52.514662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:52.514691] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:52.517995] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2025-12-26T20:22:52.518264] [INFO ] [FORECASTER] Completed predict_future for GAUZ
[2025-12-26T20:22:52.518382] [INFO ] [sig       ] GAUZ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:52.658983] [INFO ] [LOCAL     ] Saved forecast: GAUZ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GAUZ.txt
[2025-12-26T20:22:52.659100] [INFO ] [sig       ] [1344/3548] Completed GAUZ in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-26T20:22:52.659137] [INFO ] [sig       ] [1345/3548] Forecasting GBAB...
[2025-12-26T20:22:52.659167] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-12-26T20:22:52.659197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-12-26T20:22:52.669906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2025-12-26T20:22:52.670217] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-12-26T20:22:52.670989] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-12-26T20:22:52.671040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:52.671076] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:52.671103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:52.671160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:52.727059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:52.727699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:52.727775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:52.727806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:52.847948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:52.848117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:52.848195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:52.848227] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:52.851795] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: UP (p=84.73%)
[2025-12-26T20:22:52.852078] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-12-26T20:22:52.852403] [INFO ] [sig       ] GBAB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:53.000227] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GBAB.txt
[2025-12-26T20:22:53.000408] [INFO ] [sig       ] [1345/3548] Completed GBAB in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-26T20:22:53.000458] [INFO ] [sig       ] [1346/3548] Forecasting GBCI...
[2025-12-26T20:22:53.000489] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-12-26T20:22:53.000518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-12-26T20:22:53.015425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBCI'.
[2025-12-26T20:22:53.015935] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-12-26T20:22:53.017126] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-12-26T20:22:53.017199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:53.017248] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:53.017292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:53.017384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:53.089690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:53.090833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:53.090926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:53.090960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:53.214272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:53.214418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:53.214461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:53.214491] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:53.217916] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=9.36%)
[2025-12-26T20:22:53.218197] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-12-26T20:22:53.218324] [INFO ] [sig       ] GBCI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:53.361599] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GBCI.txt
[2025-12-26T20:22:53.361732] [INFO ] [sig       ] [1346/3548] Completed GBCI in 0.4s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-26T20:22:53.361771] [INFO ] [sig       ] [1347/3548] Forecasting GBDC...
[2025-12-26T20:22:53.361801] [INFO ] [sig       ] Generating forecast for: GBDC
[2025-12-26T20:22:53.361831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2025-12-26T20:22:53.373043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2025-12-26T20:22:53.373370] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2025-12-26T20:22:53.374200] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2025-12-26T20:22:53.374253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:53.374286] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:53.374314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:53.374374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:53.432428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:53.433064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:53.433151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:53.433190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:53.550638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:53.550778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:53.550821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:53.550850] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:53.554244] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: UP (p=86.40%)
[2025-12-26T20:22:53.554523] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2025-12-26T20:22:53.554666] [INFO ] [sig       ] GBDC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:53.692946] [INFO ] [LOCAL     ] Saved forecast: GBDC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GBDC.txt
[2025-12-26T20:22:53.693073] [INFO ] [sig       ] [1347/3548] Completed GBDC in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-26T20:22:53.693120] [INFO ] [sig       ] [1348/3548] Forecasting GBIO...
[2025-12-26T20:22:53.693154] [INFO ] [sig       ] Generating forecast for: GBIO
[2025-12-26T20:22:53.693189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'.
[2025-12-26T20:22:53.703676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBIO'.
[2025-12-26T20:22:53.704016] [INFO ] [FORECASTER] Starting predict_future for GBIO
[2025-12-26T20:22:53.704835] [DEBUG] [LOCAL     ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt
[2025-12-26T20:22:53.704886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:53.704918] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:53.704944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:53.705002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:53.761533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:53.762193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:53.762271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:53.762303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:53.877769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:53.877895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:53.877936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:53.877964] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:53.881347] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: DOWN (p=0.78%)
[2025-12-26T20:22:53.881644] [INFO ] [FORECASTER] Completed predict_future for GBIO
[2025-12-26T20:22:53.881769] [INFO ] [sig       ] GBIO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:54.020421] [INFO ] [LOCAL     ] Saved forecast: GBIO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GBIO.txt
[2025-12-26T20:22:54.020542] [INFO ] [sig       ] [1348/3548] Completed GBIO in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-26T20:22:54.020597] [INFO ] [sig       ] [1349/3548] Forecasting GBTG...
[2025-12-26T20:22:54.020628] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-12-26T20:22:54.020657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-12-26T20:22:54.031088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2025-12-26T20:22:54.031413] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-12-26T20:22:54.032216] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-12-26T20:22:54.032268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:54.032312] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:54.032340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:54.032398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:54.088229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:54.088877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:54.089017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:54.089066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:54.209660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:54.209797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:54.209838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:54.209867] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:54.213259] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: DOWN (p=28.26%)
[2025-12-26T20:22:54.213539] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-12-26T20:22:54.213708] [INFO ] [sig       ] GBTG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:54.355968] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GBTG.txt
[2025-12-26T20:22:54.356097] [INFO ] [sig       ] [1349/3548] Completed GBTG in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-26T20:22:54.356135] [INFO ] [sig       ] [1350/3548] Forecasting GBX...
[2025-12-26T20:22:54.356166] [INFO ] [sig       ] Generating forecast for: GBX
[2025-12-26T20:22:54.356195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-12-26T20:22:54.367029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBX'.
[2025-12-26T20:22:54.367352] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-12-26T20:22:54.368128] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-12-26T20:22:54.368179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:54.368210] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:54.368237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:54.368294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:54.425263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:54.425919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:54.425995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:54.426027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:54.540032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:54.540171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:54.540215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:54.540245] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:54.543640] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: DOWN (p=11.15%)
[2025-12-26T20:22:54.543916] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-12-26T20:22:54.544039] [INFO ] [sig       ] GBX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:54.684113] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GBX.txt
[2025-12-26T20:22:54.684231] [INFO ] [sig       ] [1350/3548] Completed GBX in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-26T20:22:54.684271] [INFO ] [sig       ] [1351/3548] Forecasting GCBC...
[2025-12-26T20:22:54.684484] [INFO ] [sig       ] Generating forecast for: GCBC
[2025-12-26T20:22:54.684514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2025-12-26T20:22:54.695428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2025-12-26T20:22:54.695747] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2025-12-26T20:22:54.696505] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2025-12-26T20:22:54.696555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:54.696603] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:54.696631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:54.696688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:54.753398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:54.754056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:54.754135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:54.754170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:54.858041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:54.858184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:54.858225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:54.858252] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:54.861653] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: UP (p=94.17%)
[2025-12-26T20:22:54.861916] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2025-12-26T20:22:54.862038] [INFO ] [sig       ] GCBC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:55.002094] [INFO ] [LOCAL     ] Saved forecast: GCBC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GCBC.txt
[2025-12-26T20:22:55.002234] [INFO ] [sig       ] [1351/3548] Completed GCBC in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-26T20:22:55.002273] [INFO ] [sig       ] [1352/3548] Forecasting GCMG...
[2025-12-26T20:22:55.002301] [INFO ] [sig       ] Generating forecast for: GCMG
[2025-12-26T20:22:55.002331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2025-12-26T20:22:55.013959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2025-12-26T20:22:55.014341] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2025-12-26T20:22:55.015162] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2025-12-26T20:22:55.015214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:55.015247] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:55.015275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:55.015335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:55.072823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:55.073518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:55.073614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:55.073648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:55.192366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:55.192517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:55.192559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:55.192610] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:55.196222] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: UP (p=97.72%)
[2025-12-26T20:22:55.196785] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2025-12-26T20:22:55.196949] [INFO ] [sig       ] GCMG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:55.343495] [INFO ] [LOCAL     ] Saved forecast: GCMG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GCMG.txt
[2025-12-26T20:22:55.343699] [INFO ] [sig       ] [1352/3548] Completed GCMG in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-26T20:22:55.343743] [INFO ] [sig       ] [1353/3548] Forecasting GCO...
[2025-12-26T20:22:55.343779] [INFO ] [sig       ] Generating forecast for: GCO
[2025-12-26T20:22:55.343811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-12-26T20:22:55.357837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCO'.
[2025-12-26T20:22:55.358364] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-12-26T20:22:55.359497] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-12-26T20:22:55.359566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:55.359650] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:55.359693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:55.359781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:55.416327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:55.417035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:55.417114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:55.417146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:55.542681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:55.542836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:55.542879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:55.542907] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:55.546277] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=68.74%)
[2025-12-26T20:22:55.546545] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-12-26T20:22:55.546686] [INFO ] [sig       ] GCO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:55.696248] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GCO.txt
[2025-12-26T20:22:55.696408] [INFO ] [sig       ] [1353/3548] Completed GCO in 0.4s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-26T20:22:55.696448] [INFO ] [sig       ] [1354/3548] Forecasting GD...
[2025-12-26T20:22:55.696478] [INFO ] [sig       ] Generating forecast for: GD
[2025-12-26T20:22:55.696508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-12-26T20:22:55.707886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2025-12-26T20:22:55.708191] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-12-26T20:22:55.708999] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-12-26T20:22:55.709050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:55.709081] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:55.709107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:55.709165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:55.767415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:55.768145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:55.768228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:55.768260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:55.887540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:55.887704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:55.887747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:55.887775] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:55.891116] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: DOWN (p=7.47%)
[2025-12-26T20:22:55.891390] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-12-26T20:22:55.891510] [INFO ] [sig       ] GD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:56.030690] [INFO ] [LOCAL     ] Saved forecast: GD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GD.txt
[2025-12-26T20:22:56.030807] [INFO ] [sig       ] [1354/3548] Completed GD in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-26T20:22:56.030846] [INFO ] [sig       ] [1355/3548] Forecasting GDC...
[2025-12-26T20:22:56.030875] [INFO ] [sig       ] Generating forecast for: GDC
[2025-12-26T20:22:56.030903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2025-12-26T20:22:56.041716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2025-12-26T20:22:56.042066] [INFO ] [FORECASTER] Starting predict_future for GDC
[2025-12-26T20:22:56.042861] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2025-12-26T20:22:56.042911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:56.042942] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:56.042969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:56.043026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:56.098797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:56.099405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:56.099482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:56.099514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:56.220993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:56.221140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:56.221190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:56.221225] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:56.224596] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: DOWN (p=9.99%)
[2025-12-26T20:22:56.224867] [INFO ] [FORECASTER] Completed predict_future for GDC
[2025-12-26T20:22:56.224987] [INFO ] [sig       ] GDC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:56.365290] [INFO ] [LOCAL     ] Saved forecast: GDC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GDC.txt
[2025-12-26T20:22:56.365413] [INFO ] [sig       ] [1355/3548] Completed GDC in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-26T20:22:56.365450] [INFO ] [sig       ] [1356/3548] Forecasting GDDY...
[2025-12-26T20:22:56.365480] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-12-26T20:22:56.365510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-12-26T20:22:56.376348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2025-12-26T20:22:56.376691] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-12-26T20:22:56.377488] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-12-26T20:22:56.377538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:56.377636] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:56.377666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:56.377725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:56.437432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:56.438192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:56.438269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:56.438301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:56.572225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:56.572385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:56.572427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:56.572474] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:56.575942] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=52.85%)
[2025-12-26T20:22:56.576238] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-12-26T20:22:56.576369] [INFO ] [sig       ] GDDY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:56.717290] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GDDY.txt
[2025-12-26T20:22:56.717450] [INFO ] [sig       ] [1356/3548] Completed GDDY in 0.4s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-26T20:22:56.717489] [INFO ] [sig       ] [1357/3548] Forecasting GDEN...
[2025-12-26T20:22:56.717520] [INFO ] [sig       ] Generating forecast for: GDEN
[2025-12-26T20:22:56.717549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2025-12-26T20:22:56.728596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2025-12-26T20:22:56.729003] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2025-12-26T20:22:56.729813] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2025-12-26T20:22:56.729864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:56.729894] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:56.729920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:56.729976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:56.786750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:56.787524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:56.787621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:56.787655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:56.909787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:56.909932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:56.909974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:56.910003] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:56.913330] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: DOWN (p=7.18%)
[2025-12-26T20:22:56.913615] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2025-12-26T20:22:56.913739] [INFO ] [sig       ] GDEN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:57.056590] [INFO ] [LOCAL     ] Saved forecast: GDEN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GDEN.txt
[2025-12-26T20:22:57.056720] [INFO ] [sig       ] [1357/3548] Completed GDEN in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-26T20:22:57.056759] [INFO ] [sig       ] [1358/3548] Forecasting GDRX...
[2025-12-26T20:22:57.056789] [INFO ] [sig       ] Generating forecast for: GDRX
[2025-12-26T20:22:57.056818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2025-12-26T20:22:57.068295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2025-12-26T20:22:57.068621] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2025-12-26T20:22:57.069442] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2025-12-26T20:22:57.069494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:57.069527] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:57.069553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:57.069631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:57.126840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:57.127463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:57.127540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:57.127605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:57.245148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:57.245268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:57.245308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:57.245335] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:57.248593] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: UP (p=90.35%)
[2025-12-26T20:22:57.248862] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2025-12-26T20:22:57.249004] [INFO ] [sig       ] GDRX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:57.391182] [INFO ] [LOCAL     ] Saved forecast: GDRX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GDRX.txt
[2025-12-26T20:22:57.391298] [INFO ] [sig       ] [1358/3548] Completed GDRX in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-26T20:22:57.391339] [INFO ] [sig       ] [1359/3548] Forecasting GDS...
[2025-12-26T20:22:57.391369] [INFO ] [sig       ] Generating forecast for: GDS
[2025-12-26T20:22:57.391399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2025-12-26T20:22:57.402918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2025-12-26T20:22:57.403229] [INFO ] [FORECASTER] Starting predict_future for GDS
[2025-12-26T20:22:57.404177] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2025-12-26T20:22:57.404229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:57.404261] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:57.404287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:57.404344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:57.462366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:57.463106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:57.463186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:57.463218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:57.585285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:57.585612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:57.585653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:57.585710] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:57.589167] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: DOWN (p=41.13%)
[2025-12-26T20:22:57.589435] [INFO ] [FORECASTER] Completed predict_future for GDS
[2025-12-26T20:22:57.589557] [INFO ] [sig       ] GDS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:57.729420] [INFO ] [LOCAL     ] Saved forecast: GDS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GDS.txt
[2025-12-26T20:22:57.729540] [INFO ] [sig       ] [1359/3548] Completed GDS in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-26T20:22:57.729594] [INFO ] [sig       ] [1360/3548] Forecasting GDYN...
[2025-12-26T20:22:57.729627] [INFO ] [sig       ] Generating forecast for: GDYN
[2025-12-26T20:22:57.729657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2025-12-26T20:22:57.740723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2025-12-26T20:22:57.741029] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2025-12-26T20:22:57.741826] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2025-12-26T20:22:57.741877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:57.741908] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:57.741933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:57.742003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:57.799171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:57.800011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:57.800094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:57.800126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:57.923547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:57.923715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:57.923758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:57.923785] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:57.927246] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: UP (p=94.79%)
[2025-12-26T20:22:57.927532] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2025-12-26T20:22:57.927675] [INFO ] [sig       ] GDYN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:58.072379] [INFO ] [LOCAL     ] Saved forecast: GDYN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GDYN.txt
[2025-12-26T20:22:58.072531] [INFO ] [sig       ] [1360/3548] Completed GDYN in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-26T20:22:58.072586] [INFO ] [sig       ] [1361/3548] Forecasting GE...
[2025-12-26T20:22:58.072621] [INFO ] [sig       ] Generating forecast for: GE
[2025-12-26T20:22:58.072651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-12-26T20:22:58.084131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2025-12-26T20:22:58.084524] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-12-26T20:22:58.085358] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-12-26T20:22:58.085410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:58.085441] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:58.085468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:58.085526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:58.142914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:58.143790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:58.143870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:58.143901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:58.270693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:58.270836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:58.270878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:58.270908] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:58.274402] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: DOWN (p=12.19%)
[2025-12-26T20:22:58.274712] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-12-26T20:22:58.274844] [INFO ] [sig       ] GE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:58.422279] [INFO ] [LOCAL     ] Saved forecast: GE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GE.txt
[2025-12-26T20:22:58.422396] [INFO ] [sig       ] [1361/3548] Completed GE in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-26T20:22:58.422435] [INFO ] [sig       ] [1362/3548] Forecasting GECC...
[2025-12-26T20:22:58.422463] [INFO ] [sig       ] Generating forecast for: GECC
[2025-12-26T20:22:58.422500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2025-12-26T20:22:58.433555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2025-12-26T20:22:58.433905] [INFO ] [FORECASTER] Starting predict_future for GECC
[2025-12-26T20:22:58.434722] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2025-12-26T20:22:58.434788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:58.434820] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:58.434847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:58.434904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:58.494077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:58.494845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:58.494925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:58.494958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:58.614992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:58.615130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:58.615170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:58.615198] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:58.618494] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: UP (p=89.33%)
[2025-12-26T20:22:58.618773] [INFO ] [FORECASTER] Completed predict_future for GECC
[2025-12-26T20:22:58.618916] [INFO ] [sig       ] GECC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:22:58.761312] [INFO ] [LOCAL     ] Saved forecast: GECC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GECC.txt
[2025-12-26T20:22:58.761425] [INFO ] [sig       ] [1362/3548] Completed GECC in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-26T20:22:58.761465] [INFO ] [sig       ] [1363/3548] Forecasting GEF...
[2025-12-26T20:22:58.761494] [INFO ] [sig       ] Generating forecast for: GEF
[2025-12-26T20:22:58.761523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-12-26T20:22:58.771940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2025-12-26T20:22:58.772260] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-12-26T20:22:58.773043] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-12-26T20:22:58.773094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:58.773126] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:58.773154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:58.773224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:58.830968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:58.831651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:58.831730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:58.831763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:58.948938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:58.949079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:58.949121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:58.949149] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:58.952471] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: DOWN (p=22.79%)
[2025-12-26T20:22:58.952762] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-12-26T20:22:58.952892] [INFO ] [sig       ] GEF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:59.092559] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GEF.txt
[2025-12-26T20:22:59.092686] [INFO ] [sig       ] [1363/3548] Completed GEF in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-26T20:22:59.092725] [INFO ] [sig       ] [1364/3548] Forecasting GEHC...
[2025-12-26T20:22:59.092755] [INFO ] [sig       ] Generating forecast for: GEHC
[2025-12-26T20:22:59.092784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2025-12-26T20:22:59.103695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2025-12-26T20:22:59.104021] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2025-12-26T20:22:59.104799] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2025-12-26T20:22:59.104850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:59.104881] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:59.104907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:59.104965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:59.161669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:59.162342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:59.162421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:59.162452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:59.286049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:59.286163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:59.286207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:59.286235] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:59.290133] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: DOWN (p=31.42%)
[2025-12-26T20:22:59.290419] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2025-12-26T20:22:59.290547] [INFO ] [sig       ] GEHC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:59.431121] [INFO ] [LOCAL     ] Saved forecast: GEHC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GEHC.txt
[2025-12-26T20:22:59.431238] [INFO ] [sig       ] [1364/3548] Completed GEHC in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-26T20:22:59.431277] [INFO ] [sig       ] [1365/3548] Forecasting GEL...
[2025-12-26T20:22:59.431306] [INFO ] [sig       ] Generating forecast for: GEL
[2025-12-26T20:22:59.431336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-12-26T20:22:59.442194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2025-12-26T20:22:59.442542] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-12-26T20:22:59.443330] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-12-26T20:22:59.443380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:59.443411] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:59.443438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:59.443495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:59.500016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:59.500668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:59.500748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:59.500780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:59.620907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:59.621052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:59.621094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:59.621121] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:59.624663] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: DOWN (p=12.89%)
[2025-12-26T20:22:59.624934] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-12-26T20:22:59.625055] [INFO ] [sig       ] GEL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:22:59.764610] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GEL.txt
[2025-12-26T20:22:59.764736] [INFO ] [sig       ] [1365/3548] Completed GEL in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-26T20:22:59.764776] [INFO ] [sig       ] [1366/3548] Forecasting GEN...
[2025-12-26T20:22:59.764804] [INFO ] [sig       ] Generating forecast for: GEN
[2025-12-26T20:22:59.764833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2025-12-26T20:22:59.775431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2025-12-26T20:22:59.775756] [INFO ] [FORECASTER] Starting predict_future for GEN
[2025-12-26T20:22:59.776516] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2025-12-26T20:22:59.776586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:22:59.776621] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:22:59.776649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:22:59.776706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:22:59.833301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:22:59.833972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:22:59.834091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:22:59.834137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:22:59.951017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:22:59.951154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:22:59.951197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:22:59.951228] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:22:59.954558] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-12-26T20:22:59.954843] [INFO ] [FORECASTER] Completed predict_future for GEN
[2025-12-26T20:22:59.954964] [INFO ] [sig       ] GEN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:00.097175] [INFO ] [LOCAL     ] Saved forecast: GEN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GEN.txt
[2025-12-26T20:23:00.097340] [INFO ] [sig       ] [1366/3548] Completed GEN in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-26T20:23:00.097382] [INFO ] [sig       ] [1367/3548] Forecasting GENI...
[2025-12-26T20:23:00.097413] [INFO ] [sig       ] Generating forecast for: GENI
[2025-12-26T20:23:00.097444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-12-26T20:23:00.109228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENI'.
[2025-12-26T20:23:00.109689] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-12-26T20:23:00.110542] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-12-26T20:23:00.110623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:00.110662] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:00.110689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:00.110749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:00.169032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:00.169942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:00.170035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:00.170069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:00.289343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:00.289495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:00.289538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:00.289567] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:00.293056] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: UP (p=87.94%)
[2025-12-26T20:23:00.293351] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-12-26T20:23:00.293480] [INFO ] [sig       ] GENI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:00.435975] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GENI.txt
[2025-12-26T20:23:00.436092] [INFO ] [sig       ] [1367/3548] Completed GENI in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-26T20:23:00.436131] [INFO ] [sig       ] [1368/3548] Forecasting GENK...
[2025-12-26T20:23:00.436161] [INFO ] [sig       ] Generating forecast for: GENK
[2025-12-26T20:23:00.436190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2025-12-26T20:23:00.447407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2025-12-26T20:23:00.447738] [INFO ] [FORECASTER] Starting predict_future for GENK
[2025-12-26T20:23:00.448516] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2025-12-26T20:23:00.448569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:00.448623] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:00.448650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:00.448708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:00.505544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:00.506176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:00.506262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:00.506294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:00.628414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:00.628591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:00.628636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:00.628664] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:00.632090] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: UP (p=92.81%)
[2025-12-26T20:23:00.632361] [INFO ] [FORECASTER] Completed predict_future for GENK
[2025-12-26T20:23:00.632482] [INFO ] [sig       ] GENK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:00.785227] [INFO ] [LOCAL     ] Saved forecast: GENK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GENK.txt
[2025-12-26T20:23:00.785355] [INFO ] [sig       ] [1368/3548] Completed GENK in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-26T20:23:00.785395] [INFO ] [sig       ] [1369/3548] Forecasting GEOS...
[2025-12-26T20:23:00.785425] [INFO ] [sig       ] Generating forecast for: GEOS
[2025-12-26T20:23:00.785454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2025-12-26T20:23:00.797387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2025-12-26T20:23:00.797735] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2025-12-26T20:23:00.798564] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2025-12-26T20:23:00.798636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:00.798669] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:00.798698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:00.798758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:00.857924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:00.858657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:00.858740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:00.858774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:00.980076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:00.980252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:00.980297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:00.980327] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:00.983858] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: DOWN (p=26.45%)
[2025-12-26T20:23:00.984144] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2025-12-26T20:23:00.984280] [INFO ] [sig       ] GEOS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:01.139640] [INFO ] [LOCAL     ] Saved forecast: GEOS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GEOS.txt
[2025-12-26T20:23:01.139804] [INFO ] [sig       ] [1369/3548] Completed GEOS in 0.4s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-26T20:23:01.139844] [INFO ] [sig       ] [1370/3548] Forecasting GERN...
[2025-12-26T20:23:01.139874] [INFO ] [sig       ] Generating forecast for: GERN
[2025-12-26T20:23:01.139904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2025-12-26T20:23:01.151631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2025-12-26T20:23:01.151959] [INFO ] [FORECASTER] Starting predict_future for GERN
[2025-12-26T20:23:01.152758] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2025-12-26T20:23:01.152810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:01.152841] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:01.152868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:01.152925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:01.210470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:01.211114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:01.211193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:01.211233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:01.331752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:01.331901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:01.331945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:01.331976] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:01.335447] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: DOWN (p=12.93%)
[2025-12-26T20:23:01.335756] [INFO ] [FORECASTER] Completed predict_future for GERN
[2025-12-26T20:23:01.335907] [INFO ] [sig       ] GERN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:01.484217] [INFO ] [LOCAL     ] Saved forecast: GERN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GERN.txt
[2025-12-26T20:23:01.484387] [INFO ] [sig       ] [1370/3548] Completed GERN in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-26T20:23:01.484429] [INFO ] [sig       ] [1371/3548] Forecasting GES...
[2025-12-26T20:23:01.484460] [INFO ] [sig       ] Generating forecast for: GES
[2025-12-26T20:23:01.484490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-12-26T20:23:01.496833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GES'.
[2025-12-26T20:23:01.497270] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-12-26T20:23:01.498117] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-12-26T20:23:01.498171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:01.498202] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:01.498228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:01.498290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:01.556682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:01.557560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:01.557675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:01.557708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:01.680483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:01.680663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:01.680706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:01.680734] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:01.684192] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: UP (p=88.77%)
[2025-12-26T20:23:01.684519] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-12-26T20:23:01.684676] [INFO ] [sig       ] GES: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:01.838903] [INFO ] [LOCAL     ] Saved forecast: GES	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GES.txt
[2025-12-26T20:23:01.839076] [INFO ] [sig       ] [1371/3548] Completed GES in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-26T20:23:01.839118] [INFO ] [sig       ] [1372/3548] Forecasting GEVO...
[2025-12-26T20:23:01.839146] [INFO ] [sig       ] Generating forecast for: GEVO
[2025-12-26T20:23:01.839177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2025-12-26T20:23:01.850712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2025-12-26T20:23:01.851141] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2025-12-26T20:23:01.851977] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2025-12-26T20:23:01.852030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:01.852062] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:01.852088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:01.852146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:01.911939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:01.912827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:01.912910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:01.912942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:02.042140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:02.042304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:02.042348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:02.042377] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:02.046072] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: UP (p=95.42%)
[2025-12-26T20:23:02.046420] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2025-12-26T20:23:02.046553] [INFO ] [sig       ] GEVO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:02.202121] [INFO ] [LOCAL     ] Saved forecast: GEVO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GEVO.txt
[2025-12-26T20:23:02.202286] [INFO ] [sig       ] [1372/3548] Completed GEVO in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-26T20:23:02.202326] [INFO ] [sig       ] [1373/3548] Forecasting GFF...
[2025-12-26T20:23:02.202355] [INFO ] [sig       ] Generating forecast for: GFF
[2025-12-26T20:23:02.202386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-12-26T20:23:02.213743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2025-12-26T20:23:02.214128] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-12-26T20:23:02.214940] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-12-26T20:23:02.214991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:02.215063] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:02.215093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:02.215152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:02.271682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:02.272376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:02.272456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:02.272488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:02.387188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:02.387348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:02.387390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:02.387417] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:02.390835] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: DOWN (p=7.58%)
[2025-12-26T20:23:02.391112] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-12-26T20:23:02.391234] [INFO ] [sig       ] GFF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:02.531112] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GFF.txt
[2025-12-26T20:23:02.531258] [INFO ] [sig       ] [1373/3548] Completed GFF in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-26T20:23:02.531305] [INFO ] [sig       ] [1374/3548] Forecasting GFI...
[2025-12-26T20:23:02.531334] [INFO ] [sig       ] Generating forecast for: GFI
[2025-12-26T20:23:02.531364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-12-26T20:23:02.543347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2025-12-26T20:23:02.543714] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-12-26T20:23:02.544474] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-12-26T20:23:02.544525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:02.544557] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:02.544604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:02.544664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:02.601087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:02.601924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:02.602008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:02.602040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:02.730022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:02.730176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:02.730233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:02.730271] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:02.734065] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: DOWN (p=7.19%)
[2025-12-26T20:23:02.734348] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-12-26T20:23:02.734474] [INFO ] [sig       ] GFI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:02.876055] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GFI.txt
[2025-12-26T20:23:02.876186] [INFO ] [sig       ] [1374/3548] Completed GFI in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-26T20:23:02.876225] [INFO ] [sig       ] [1375/3548] Forecasting GFL...
[2025-12-26T20:23:02.876255] [INFO ] [sig       ] Generating forecast for: GFL
[2025-12-26T20:23:02.876289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-12-26T20:23:02.887353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2025-12-26T20:23:02.887731] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-12-26T20:23:02.888489] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-12-26T20:23:02.888541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:02.888599] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:02.888629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:02.888686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:02.945260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:02.945946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:02.946025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:02.946057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:03.065260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:03.065420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:03.065462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:03.065490] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:03.068903] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: DOWN (p=33.38%)
[2025-12-26T20:23:03.069183] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-12-26T20:23:03.069308] [INFO ] [sig       ] GFL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:03.210347] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GFL.txt
[2025-12-26T20:23:03.210484] [INFO ] [sig       ] [1375/3548] Completed GFL in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-26T20:23:03.210522] [INFO ] [sig       ] [1376/3548] Forecasting GFS...
[2025-12-26T20:23:03.210551] [INFO ] [sig       ] Generating forecast for: GFS
[2025-12-26T20:23:03.210600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2025-12-26T20:23:03.221982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2025-12-26T20:23:03.222359] [INFO ] [FORECASTER] Starting predict_future for GFS
[2025-12-26T20:23:03.223160] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2025-12-26T20:23:03.223213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:03.223245] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:03.223271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:03.223333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:03.280078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:03.280822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:03.280902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:03.280934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:03.398872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:03.399042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:03.399086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:03.399144] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:03.402559] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: DOWN (p=2.19%)
[2025-12-26T20:23:03.402859] [INFO ] [FORECASTER] Completed predict_future for GFS
[2025-12-26T20:23:03.402985] [INFO ] [sig       ] GFS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:03.542293] [INFO ] [LOCAL     ] Saved forecast: GFS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GFS.txt
[2025-12-26T20:23:03.542436] [INFO ] [sig       ] [1376/3548] Completed GFS in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-26T20:23:03.542483] [INFO ] [sig       ] [1377/3548] Forecasting GGAL...
[2025-12-26T20:23:03.542514] [INFO ] [sig       ] Generating forecast for: GGAL
[2025-12-26T20:23:03.542544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2025-12-26T20:23:03.554033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2025-12-26T20:23:03.554396] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2025-12-26T20:23:03.555247] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2025-12-26T20:23:03.555310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:03.555350] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:03.555382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:03.555451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:03.611629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:03.612408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:03.612488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:03.612521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:03.731760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:03.731912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:03.731956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:03.731985] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:03.735441] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: UP (p=91.49%)
[2025-12-26T20:23:03.735759] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2025-12-26T20:23:03.735922] [INFO ] [sig       ] GGAL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:03.888928] [INFO ] [LOCAL     ] Saved forecast: GGAL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GGAL.txt
[2025-12-26T20:23:03.889088] [INFO ] [sig       ] [1377/3548] Completed GGAL in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-26T20:23:03.889128] [INFO ] [sig       ] [1378/3548] Forecasting GGB...
[2025-12-26T20:23:03.889159] [INFO ] [sig       ] Generating forecast for: GGB
[2025-12-26T20:23:03.889192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-12-26T20:23:03.902302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2025-12-26T20:23:03.902756] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-12-26T20:23:03.903623] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-12-26T20:23:03.903678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:03.903710] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:03.903737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:03.903796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:03.967343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:03.968423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:03.968519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:03.968552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:04.091046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:04.091175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:04.091217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:04.091246] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:04.094538] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: UP (p=95.11%)
[2025-12-26T20:23:04.094821] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-12-26T20:23:04.094959] [INFO ] [sig       ] GGB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:04.236876] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GGB.txt
[2025-12-26T20:23:04.237023] [INFO ] [sig       ] [1378/3548] Completed GGB in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-26T20:23:04.237062] [INFO ] [sig       ] [1379/3548] Forecasting GGG...
[2025-12-26T20:23:04.237091] [INFO ] [sig       ] Generating forecast for: GGG
[2025-12-26T20:23:04.237124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-12-26T20:23:04.248466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2025-12-26T20:23:04.248794] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-12-26T20:23:04.249620] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-12-26T20:23:04.249670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:04.249701] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:04.249728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:04.249784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:04.307417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:04.308233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:04.308318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:04.308352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:04.428345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:04.428470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:04.428511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:04.428539] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:04.431901] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: UP (p=91.86%)
[2025-12-26T20:23:04.432167] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-12-26T20:23:04.432291] [INFO ] [sig       ] GGG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:04.574351] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GGG.txt
[2025-12-26T20:23:04.574499] [INFO ] [sig       ] [1379/3548] Completed GGG in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-26T20:23:04.574538] [INFO ] [sig       ] [1380/3548] Forecasting GGLL...
[2025-12-26T20:23:04.574567] [INFO ] [sig       ] Generating forecast for: GGLL
[2025-12-26T20:23:04.574617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2025-12-26T20:23:04.585932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2025-12-26T20:23:04.586273] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2025-12-26T20:23:04.587113] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2025-12-26T20:23:04.587175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:04.587217] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:04.587245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:04.587304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:04.646129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:04.646765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:04.646845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:04.646877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:04.762667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:04.762808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:04.762849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:04.762894] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:04.766276] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: DOWN (p=39.23%)
[2025-12-26T20:23:04.766547] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2025-12-26T20:23:04.766690] [INFO ] [sig       ] GGLL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:04.926996] [INFO ] [LOCAL     ] Saved forecast: GGLL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GGLL.txt
[2025-12-26T20:23:04.927151] [INFO ] [sig       ] [1380/3548] Completed GGLL in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-26T20:23:04.927190] [INFO ] [sig       ] [1381/3548] Forecasting GGLS...
[2025-12-26T20:23:04.927220] [INFO ] [sig       ] Generating forecast for: GGLS
[2025-12-26T20:23:04.927250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2025-12-26T20:23:04.938320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2025-12-26T20:23:04.938721] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2025-12-26T20:23:04.939592] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2025-12-26T20:23:04.939645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:04.939677] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:04.939703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:04.939761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:04.996947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:04.997905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:04.997990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:04.998023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:05.118741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:05.118906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:05.118951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:05.118980] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:05.122376] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: DOWN (p=41.83%)
[2025-12-26T20:23:05.122675] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2025-12-26T20:23:05.122806] [INFO ] [sig       ] GGLS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:05.269503] [INFO ] [LOCAL     ] Saved forecast: GGLS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GGLS.txt
[2025-12-26T20:23:05.269683] [INFO ] [sig       ] [1381/3548] Completed GGLS in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-26T20:23:05.269724] [INFO ] [sig       ] [1382/3548] Forecasting GH...
[2025-12-26T20:23:05.269755] [INFO ] [sig       ] Generating forecast for: GH
[2025-12-26T20:23:05.269784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2025-12-26T20:23:05.281161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2025-12-26T20:23:05.281549] [INFO ] [FORECASTER] Starting predict_future for GH
[2025-12-26T20:23:05.282368] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2025-12-26T20:23:05.282420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:05.282451] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:05.282477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:05.282533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:05.341845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:05.342724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:05.342848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:05.342883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:05.473323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:05.473471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:05.473514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:05.473550] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:05.476987] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: DOWN (p=36.71%)
[2025-12-26T20:23:05.477258] [INFO ] [FORECASTER] Completed predict_future for GH
[2025-12-26T20:23:05.477384] [INFO ] [sig       ] GH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:05.625388] [INFO ] [LOCAL     ] Saved forecast: GH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GH.txt
[2025-12-26T20:23:05.625507] [INFO ] [sig       ] [1382/3548] Completed GH in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-26T20:23:05.625553] [INFO ] [sig       ] [1383/3548] Forecasting GHI...
[2025-12-26T20:23:05.625611] [INFO ] [sig       ] Generating forecast for: GHI
[2025-12-26T20:23:05.625643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-12-26T20:23:05.636676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2025-12-26T20:23:05.637003] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-12-26T20:23:05.637824] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-12-26T20:23:05.637876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:05.637908] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:05.637938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:05.637997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:05.694324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:05.694985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:05.695089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:05.695122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:05.808476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:05.808643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:05.808686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:05.808715] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:05.812050] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: DOWN (p=32.62%)
[2025-12-26T20:23:05.812315] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-12-26T20:23:05.812435] [INFO ] [sig       ] GHI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:05.954645] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GHI.txt
[2025-12-26T20:23:05.954765] [INFO ] [sig       ] [1383/3548] Completed GHI in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-26T20:23:05.954804] [INFO ] [sig       ] [1384/3548] Forecasting GHM...
[2025-12-26T20:23:05.954833] [INFO ] [sig       ] Generating forecast for: GHM
[2025-12-26T20:23:05.954862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-12-26T20:23:05.965393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHM'.
[2025-12-26T20:23:05.965726] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-12-26T20:23:05.966492] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-12-26T20:23:05.966542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:05.966598] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:05.966643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:05.966702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:06.023290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:06.023924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:06.024017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:06.024049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:06.144388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:06.144526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:06.144582] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:06.144613] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:06.147921] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: DOWN (p=13.08%)
[2025-12-26T20:23:06.148185] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-12-26T20:23:06.148305] [INFO ] [sig       ] GHM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:06.298875] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GHM.txt
[2025-12-26T20:23:06.299037] [INFO ] [sig       ] [1384/3548] Completed GHM in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-26T20:23:06.299077] [INFO ] [sig       ] [1385/3548] Forecasting GHRS...
[2025-12-26T20:23:06.299107] [INFO ] [sig       ] Generating forecast for: GHRS
[2025-12-26T20:23:06.299138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2025-12-26T20:23:06.310313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2025-12-26T20:23:06.310677] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2025-12-26T20:23:06.311444] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2025-12-26T20:23:06.311494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:06.311525] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:06.311551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:06.311648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:06.370048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:06.370681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:06.370757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:06.370790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:06.489957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:06.490103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:06.490145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:06.490173] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:06.493566] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: DOWN (p=4.85%)
[2025-12-26T20:23:06.493860] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2025-12-26T20:23:06.493984] [INFO ] [sig       ] GHRS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:06.641505] [INFO ] [LOCAL     ] Saved forecast: GHRS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GHRS.txt
[2025-12-26T20:23:06.641835] [INFO ] [sig       ] [1385/3548] Completed GHRS in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-26T20:23:06.641887] [INFO ] [sig       ] [1386/3548] Forecasting GHY...
[2025-12-26T20:23:06.641915] [INFO ] [sig       ] Generating forecast for: GHY
[2025-12-26T20:23:06.641944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-12-26T20:23:06.653298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2025-12-26T20:23:06.653682] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-12-26T20:23:06.654513] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-12-26T20:23:06.654566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:06.654624] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:06.654654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:06.654712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:06.711762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:06.712372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:06.712452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:06.712484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:06.834052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:06.834197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:06.834237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:06.834265] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:06.837965] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=86.35%)
[2025-12-26T20:23:06.838230] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-12-26T20:23:06.838354] [INFO ] [sig       ] GHY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:06.985429] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GHY.txt
[2025-12-26T20:23:06.985631] [INFO ] [sig       ] [1386/3548] Completed GHY in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-26T20:23:06.985689] [INFO ] [sig       ] [1387/3548] Forecasting GIB...
[2025-12-26T20:23:06.985732] [INFO ] [sig       ] Generating forecast for: GIB
[2025-12-26T20:23:06.985775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-12-26T20:23:06.996863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIB'.
[2025-12-26T20:23:06.997209] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-12-26T20:23:06.998013] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-12-26T20:23:06.998064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:06.998096] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:06.998122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:06.998180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:07.056258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:07.057024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:07.057103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:07.057135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:07.180675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:07.180829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:07.180878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:07.180908] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:07.185184] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: DOWN (p=19.58%)
[2025-12-26T20:23:07.185460] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-12-26T20:23:07.185619] [INFO ] [sig       ] GIB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:07.332368] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GIB.txt
[2025-12-26T20:23:07.332498] [INFO ] [sig       ] [1387/3548] Completed GIB in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-26T20:23:07.332537] [INFO ] [sig       ] [1388/3548] Forecasting GIFI...
[2025-12-26T20:23:07.332566] [INFO ] [sig       ] Generating forecast for: GIFI
[2025-12-26T20:23:07.332622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'.
[2025-12-26T20:23:07.342907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIFI'.
[2025-12-26T20:23:07.343249] [INFO ] [FORECASTER] Starting predict_future for GIFI
[2025-12-26T20:23:07.344040] [DEBUG] [LOCAL     ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt
[2025-12-26T20:23:07.344092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:07.344123] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:07.344149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:07.344208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:07.401026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:07.401659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:07.401734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:07.401766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:07.516979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:07.517119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:07.517159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:07.517187] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:07.520530] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: UP (p=81.60%)
[2025-12-26T20:23:07.520824] [INFO ] [FORECASTER] Completed predict_future for GIFI
[2025-12-26T20:23:07.520953] [INFO ] [sig       ] GIFI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:07.661653] [INFO ] [LOCAL     ] Saved forecast: GIFI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GIFI.txt
[2025-12-26T20:23:07.661788] [INFO ] [sig       ] [1388/3548] Completed GIFI in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-26T20:23:07.661828] [INFO ] [sig       ] [1389/3548] Forecasting GIII...
[2025-12-26T20:23:07.661857] [INFO ] [sig       ] Generating forecast for: GIII
[2025-12-26T20:23:07.661886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2025-12-26T20:23:07.672949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2025-12-26T20:23:07.673271] [INFO ] [FORECASTER] Starting predict_future for GIII
[2025-12-26T20:23:07.674061] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2025-12-26T20:23:07.674113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:07.674144] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:07.674171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:07.674229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:07.731145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:07.731851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:07.731932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:07.731965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:07.851964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:07.852111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:07.852153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:07.852182] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:07.855599] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: UP (p=86.42%)
[2025-12-26T20:23:07.855869] [INFO ] [FORECASTER] Completed predict_future for GIII
[2025-12-26T20:23:07.855993] [INFO ] [sig       ] GIII: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:07.995971] [INFO ] [LOCAL     ] Saved forecast: GIII	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GIII.txt
[2025-12-26T20:23:07.996112] [INFO ] [sig       ] [1389/3548] Completed GIII in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-26T20:23:07.996152] [INFO ] [sig       ] [1390/3548] Forecasting GIL...
[2025-12-26T20:23:07.996181] [INFO ] [sig       ] Generating forecast for: GIL
[2025-12-26T20:23:07.996212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-12-26T20:23:08.007199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIL'.
[2025-12-26T20:23:08.007504] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-12-26T20:23:08.008283] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-12-26T20:23:08.008334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:08.008393] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:08.008422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:08.008480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:08.065126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:08.065832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:08.065909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:08.065941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:08.187396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:08.187530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:08.187588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:08.187619] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:08.191074] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: UP (p=55.81%)
[2025-12-26T20:23:08.191352] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-12-26T20:23:08.191476] [INFO ] [sig       ] GIL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:08.333164] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GIL.txt
[2025-12-26T20:23:08.333293] [INFO ] [sig       ] [1390/3548] Completed GIL in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-26T20:23:08.333332] [INFO ] [sig       ] [1391/3548] Forecasting GILD...
[2025-12-26T20:23:08.333361] [INFO ] [sig       ] Generating forecast for: GILD
[2025-12-26T20:23:08.333390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2025-12-26T20:23:08.344764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2025-12-26T20:23:08.345101] [INFO ] [FORECASTER] Starting predict_future for GILD
[2025-12-26T20:23:08.345880] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2025-12-26T20:23:08.345931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:08.345962] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:08.345988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:08.346046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:08.402666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:08.403337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:08.403415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:08.403447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:08.522194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:08.522339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:08.522381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:08.522410] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:08.525827] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=3.89%)
[2025-12-26T20:23:08.526097] [INFO ] [FORECASTER] Completed predict_future for GILD
[2025-12-26T20:23:08.526219] [INFO ] [sig       ] GILD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:08.668183] [INFO ] [LOCAL     ] Saved forecast: GILD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GILD.txt
[2025-12-26T20:23:08.668306] [INFO ] [sig       ] [1391/3548] Completed GILD in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-26T20:23:08.668344] [INFO ] [sig       ] [1392/3548] Forecasting GIS...
[2025-12-26T20:23:08.668373] [INFO ] [sig       ] Generating forecast for: GIS
[2025-12-26T20:23:08.668408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-12-26T20:23:08.679096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2025-12-26T20:23:08.679410] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-12-26T20:23:08.680191] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-12-26T20:23:08.680242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:08.680274] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:08.680300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:08.680357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:08.737303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:08.737955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:08.738031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:08.738063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:08.855121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:08.855265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:08.855305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:08.855332] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:08.858704] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=75.46%)
[2025-12-26T20:23:08.858996] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-12-26T20:23:08.859116] [INFO ] [sig       ] GIS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:09.003187] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GIS.txt
[2025-12-26T20:23:09.003313] [INFO ] [sig       ] [1392/3548] Completed GIS in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-26T20:23:09.003352] [INFO ] [sig       ] [1393/3548] Forecasting GKOS...
[2025-12-26T20:23:09.003382] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-12-26T20:23:09.003413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-12-26T20:23:09.014461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2025-12-26T20:23:09.014794] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-12-26T20:23:09.015592] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-12-26T20:23:09.015644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:09.015675] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:09.015702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:09.015758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:09.072419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:09.073074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:09.073150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:09.073181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:09.193951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:09.194117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:09.194160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:09.194226] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:09.197656] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: DOWN (p=26.09%)
[2025-12-26T20:23:09.197928] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-12-26T20:23:09.198050] [INFO ] [sig       ] GKOS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:09.338054] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GKOS.txt
[2025-12-26T20:23:09.338188] [INFO ] [sig       ] [1393/3548] Completed GKOS in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-26T20:23:09.338226] [INFO ] [sig       ] [1394/3548] Forecasting GL...
[2025-12-26T20:23:09.338256] [INFO ] [sig       ] Generating forecast for: GL
[2025-12-26T20:23:09.338286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-12-26T20:23:09.348687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2025-12-26T20:23:09.349031] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-12-26T20:23:09.350043] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-12-26T20:23:09.350109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:09.350152] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:09.350212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:09.350300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:09.411090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:09.411814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:09.411893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:09.411925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:09.534462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:09.534617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:09.534661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:09.534689] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:09.538008] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: UP (p=89.98%)
[2025-12-26T20:23:09.538282] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-12-26T20:23:09.538404] [INFO ] [sig       ] GL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:09.679557] [INFO ] [LOCAL     ] Saved forecast: GL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GL.txt
[2025-12-26T20:23:09.679724] [INFO ] [sig       ] [1394/3548] Completed GL in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-26T20:23:09.679764] [INFO ] [sig       ] [1395/3548] Forecasting GLAD...
[2025-12-26T20:23:09.679793] [INFO ] [sig       ] Generating forecast for: GLAD
[2025-12-26T20:23:09.679823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2025-12-26T20:23:09.690891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2025-12-26T20:23:09.691229] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2025-12-26T20:23:09.692015] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2025-12-26T20:23:09.692066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:09.692098] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:09.692124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:09.692182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:09.750317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:09.751060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:09.751138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:09.751171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:09.868078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:09.868228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:09.868269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:09.868298] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:09.871713] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: UP (p=53.34%)
[2025-12-26T20:23:09.872024] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2025-12-26T20:23:09.872157] [INFO ] [sig       ] GLAD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:10.013232] [INFO ] [LOCAL     ] Saved forecast: GLAD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GLAD.txt
[2025-12-26T20:23:10.013369] [INFO ] [sig       ] [1395/3548] Completed GLAD in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-26T20:23:10.013408] [INFO ] [sig       ] [1396/3548] Forecasting GLBE...
[2025-12-26T20:23:10.013439] [INFO ] [sig       ] Generating forecast for: GLBE
[2025-12-26T20:23:10.013471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2025-12-26T20:23:10.024108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2025-12-26T20:23:10.024435] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2025-12-26T20:23:10.025231] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2025-12-26T20:23:10.025283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:10.025314] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:10.025341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:10.025397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:10.086512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:10.087429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:10.087510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:10.087543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:10.209494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:10.209668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:10.209712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:10.209740] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:10.213035] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: UP (p=91.99%)
[2025-12-26T20:23:10.213306] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2025-12-26T20:23:10.213429] [INFO ] [sig       ] GLBE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:10.358085] [INFO ] [LOCAL     ] Saved forecast: GLBE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GLBE.txt
[2025-12-26T20:23:10.358213] [INFO ] [sig       ] [1396/3548] Completed GLBE in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-26T20:23:10.358251] [INFO ] [sig       ] [1397/3548] Forecasting GLBS...
[2025-12-26T20:23:10.358279] [INFO ] [sig       ] Generating forecast for: GLBS
[2025-12-26T20:23:10.358308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2025-12-26T20:23:10.368734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2025-12-26T20:23:10.369301] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2025-12-26T20:23:10.370131] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2025-12-26T20:23:10.370196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:10.370228] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:10.370254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:10.370316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:10.427275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:10.427909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:10.427985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:10.428016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:10.541482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:10.541647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:10.541689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:10.541717] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:10.545040] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: UP (p=92.04%)
[2025-12-26T20:23:10.545304] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2025-12-26T20:23:10.545424] [INFO ] [sig       ] GLBS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:10.684368] [INFO ] [LOCAL     ] Saved forecast: GLBS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GLBS.txt
[2025-12-26T20:23:10.684489] [INFO ] [sig       ] [1397/3548] Completed GLBS in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-26T20:23:10.684527] [INFO ] [sig       ] [1398/3548] Forecasting GLDD...
[2025-12-26T20:23:10.684555] [INFO ] [sig       ] Generating forecast for: GLDD
[2025-12-26T20:23:10.684602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2025-12-26T20:23:10.695842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2025-12-26T20:23:10.696169] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2025-12-26T20:23:10.696959] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2025-12-26T20:23:10.697010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:10.697042] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:10.697068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:10.697126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:10.753317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:10.753962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:10.754039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:10.754071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:10.875899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:10.876045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:10.876088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:10.876117] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:10.879555] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: UP (p=73.01%)
[2025-12-26T20:23:10.879846] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2025-12-26T20:23:10.879972] [INFO ] [sig       ] GLDD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:11.018928] [INFO ] [LOCAL     ] Saved forecast: GLDD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GLDD.txt
[2025-12-26T20:23:11.019050] [INFO ] [sig       ] [1398/3548] Completed GLDD in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-26T20:23:11.019089] [INFO ] [sig       ] [1399/3548] Forecasting GLNG...
[2025-12-26T20:23:11.019117] [INFO ] [sig       ] Generating forecast for: GLNG
[2025-12-26T20:23:11.019147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2025-12-26T20:23:11.030219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2025-12-26T20:23:11.030544] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2025-12-26T20:23:11.031321] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2025-12-26T20:23:11.031372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:11.031403] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:11.031430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:11.031493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:11.088130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:11.088793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:11.088869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:11.088929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:11.211608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:11.211789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:11.211842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:11.211872] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:11.215226] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: DOWN (p=13.31%)
[2025-12-26T20:23:11.215503] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2025-12-26T20:23:11.215667] [INFO ] [sig       ] GLNG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:11.355592] [INFO ] [LOCAL     ] Saved forecast: GLNG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GLNG.txt
[2025-12-26T20:23:11.355724] [INFO ] [sig       ] [1399/3548] Completed GLNG in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-26T20:23:11.355763] [INFO ] [sig       ] [1400/3548] Forecasting GLOB...
[2025-12-26T20:23:11.355792] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-12-26T20:23:11.355821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-12-26T20:23:11.366532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2025-12-26T20:23:11.366871] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-12-26T20:23:11.367685] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-12-26T20:23:11.367737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:11.367768] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:11.367795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:11.367852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:11.424472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:11.425131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:11.425235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:11.425268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:11.539937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:11.540074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:11.540116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:11.540145] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:11.543677] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: UP (p=57.25%)
[2025-12-26T20:23:11.544107] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-12-26T20:23:11.544232] [INFO ] [sig       ] GLOB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:11.685224] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GLOB.txt
[2025-12-26T20:23:11.685380] [INFO ] [sig       ] [1400/3548] Completed GLOB in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-26T20:23:11.685446] [INFO ] [sig       ] [1401/3548] Forecasting GLP...
[2025-12-26T20:23:11.685478] [INFO ] [sig       ] Generating forecast for: GLP
[2025-12-26T20:23:11.685508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-12-26T20:23:11.696174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2025-12-26T20:23:11.696597] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-12-26T20:23:11.697377] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-12-26T20:23:11.697429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:11.697460] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:11.697487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:11.697544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:11.755652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:11.756477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:11.756567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:11.756632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:11.877664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:11.877812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:11.877853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:11.877882] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:11.881605] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: UP (p=76.35%)
[2025-12-26T20:23:11.881874] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-12-26T20:23:11.881995] [INFO ] [sig       ] GLP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:12.024321] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GLP.txt
[2025-12-26T20:23:12.024465] [INFO ] [sig       ] [1401/3548] Completed GLP in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-26T20:23:12.024505] [INFO ] [sig       ] [1402/3548] Forecasting GLPG...
[2025-12-26T20:23:12.024533] [INFO ] [sig       ] Generating forecast for: GLPG
[2025-12-26T20:23:12.024563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2025-12-26T20:23:12.035562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2025-12-26T20:23:12.035901] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2025-12-26T20:23:12.036704] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2025-12-26T20:23:12.036755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:12.036786] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:12.036812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:12.036870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:12.093618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:12.094241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:12.094317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:12.094348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:12.219859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:12.220004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:12.220045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:12.220072] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:12.223424] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: DOWN (p=3.79%)
[2025-12-26T20:23:12.223714] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2025-12-26T20:23:12.223853] [INFO ] [sig       ] GLPG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:12.366820] [INFO ] [LOCAL     ] Saved forecast: GLPG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GLPG.txt
[2025-12-26T20:23:12.366950] [INFO ] [sig       ] [1402/3548] Completed GLPG in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-26T20:23:12.366989] [INFO ] [sig       ] [1403/3548] Forecasting GLPI...
[2025-12-26T20:23:12.367018] [INFO ] [sig       ] Generating forecast for: GLPI
[2025-12-26T20:23:12.367047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2025-12-26T20:23:12.377903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2025-12-26T20:23:12.378220] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2025-12-26T20:23:12.379039] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2025-12-26T20:23:12.379091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:12.379122] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:12.379149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:12.379206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:12.436261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:12.437023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:12.437103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:12.437136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:12.551414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:12.551583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:12.551637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:12.551668] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:12.555059] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: UP (p=90.96%)
[2025-12-26T20:23:12.555335] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2025-12-26T20:23:12.555464] [INFO ] [sig       ] GLPI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:12.696332] [INFO ] [LOCAL     ] Saved forecast: GLPI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GLPI.txt
[2025-12-26T20:23:12.696499] [INFO ] [sig       ] [1403/3548] Completed GLPI in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-26T20:23:12.696539] [INFO ] [sig       ] [1404/3548] Forecasting GLRE...
[2025-12-26T20:23:12.696586] [INFO ] [sig       ] Generating forecast for: GLRE
[2025-12-26T20:23:12.696620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2025-12-26T20:23:12.707225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2025-12-26T20:23:12.707529] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2025-12-26T20:23:12.708299] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2025-12-26T20:23:12.708349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:12.708381] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:12.708407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:12.708465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:12.765028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:12.765678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:12.765753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:12.765785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:12.882507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:12.882665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:12.882724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:12.882754] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:12.886092] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2025-12-26T20:23:12.886364] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2025-12-26T20:23:12.886485] [INFO ] [sig       ] GLRE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:13.027308] [INFO ] [LOCAL     ] Saved forecast: GLRE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GLRE.txt
[2025-12-26T20:23:13.027424] [INFO ] [sig       ] [1404/3548] Completed GLRE in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-26T20:23:13.027463] [INFO ] [sig       ] [1405/3548] Forecasting GLSI...
[2025-12-26T20:23:13.027492] [INFO ] [sig       ] Generating forecast for: GLSI
[2025-12-26T20:23:13.027521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2025-12-26T20:23:13.037999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2025-12-26T20:23:13.038317] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2025-12-26T20:23:13.039128] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2025-12-26T20:23:13.039180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:13.039211] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:13.039237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:13.039294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:13.096230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:13.096874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:13.096951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:13.096983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:13.215662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:13.215819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:13.215870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:13.215900] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:13.219387] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: UP (p=90.81%)
[2025-12-26T20:23:13.219680] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2025-12-26T20:23:13.219805] [INFO ] [sig       ] GLSI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:13.359343] [INFO ] [LOCAL     ] Saved forecast: GLSI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GLSI.txt
[2025-12-26T20:23:13.359462] [INFO ] [sig       ] [1405/3548] Completed GLSI in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-26T20:23:13.359500] [INFO ] [sig       ] [1406/3548] Forecasting GLTO...
[2025-12-26T20:23:13.359530] [INFO ] [sig       ] Generating forecast for: GLTO
[2025-12-26T20:23:13.359559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2025-12-26T20:23:13.370220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2025-12-26T20:23:13.370550] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2025-12-26T20:23:13.371379] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2025-12-26T20:23:13.371439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:13.371474] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:13.371501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:13.371593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:13.429003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:13.429683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:13.429759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:13.429790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:13.546002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:13.546147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:13.546197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:13.546257] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:13.549672] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: DOWN (p=39.18%)
[2025-12-26T20:23:13.549947] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2025-12-26T20:23:13.550071] [INFO ] [sig       ] GLTO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:13.693867] [INFO ] [LOCAL     ] Saved forecast: GLTO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GLTO.txt
[2025-12-26T20:23:13.693984] [INFO ] [sig       ] [1406/3548] Completed GLTO in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-26T20:23:13.694023] [INFO ] [sig       ] [1407/3548] Forecasting GLUE...
[2025-12-26T20:23:13.694052] [INFO ] [sig       ] Generating forecast for: GLUE
[2025-12-26T20:23:13.694083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2025-12-26T20:23:13.705062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2025-12-26T20:23:13.705411] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2025-12-26T20:23:13.706235] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2025-12-26T20:23:13.706288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:13.706362] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:13.706402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:13.706485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:13.763975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:13.764662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:13.764738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:13.764769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:13.885125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:13.885269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:13.885310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:13.885338] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:13.888821] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-12-26T20:23:13.889115] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2025-12-26T20:23:13.889241] [INFO ] [sig       ] GLUE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:14.034403] [INFO ] [LOCAL     ] Saved forecast: GLUE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GLUE.txt
[2025-12-26T20:23:14.034525] [INFO ] [sig       ] [1407/3548] Completed GLUE in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-26T20:23:14.034563] [INFO ] [sig       ] [1408/3548] Forecasting GMAB...
[2025-12-26T20:23:14.034611] [INFO ] [sig       ] Generating forecast for: GMAB
[2025-12-26T20:23:14.034641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2025-12-26T20:23:14.045954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2025-12-26T20:23:14.046288] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2025-12-26T20:23:14.047107] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2025-12-26T20:23:14.047160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:14.047206] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:14.047235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:14.047294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:14.104281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:14.104924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:14.105001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:14.105033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:14.229052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:14.229198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:14.229247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:14.229281] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:14.232693] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: UP (p=95.94%)
[2025-12-26T20:23:14.232972] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2025-12-26T20:23:14.233091] [INFO ] [sig       ] GMAB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:14.376453] [INFO ] [LOCAL     ] Saved forecast: GMAB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GMAB.txt
[2025-12-26T20:23:14.376591] [INFO ] [sig       ] [1408/3548] Completed GMAB in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-26T20:23:14.376634] [INFO ] [sig       ] [1409/3548] Forecasting GME...
[2025-12-26T20:23:14.376663] [INFO ] [sig       ] Generating forecast for: GME
[2025-12-26T20:23:14.376693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-12-26T20:23:14.387837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2025-12-26T20:23:14.388166] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-12-26T20:23:14.388992] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-12-26T20:23:14.389043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:14.389074] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:14.389101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:14.389158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:14.446489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:14.447178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:14.447266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:14.447298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:14.569339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:14.569488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:14.569529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:14.569558] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:14.573049] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: DOWN (p=4.19%)
[2025-12-26T20:23:14.573324] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-12-26T20:23:14.573445] [INFO ] [sig       ] GME: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:14.716882] [INFO ] [LOCAL     ] Saved forecast: GME	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GME.txt
[2025-12-26T20:23:14.716996] [INFO ] [sig       ] [1409/3548] Completed GME in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-26T20:23:14.717040] [INFO ] [sig       ] [1410/3548] Forecasting GMED...
[2025-12-26T20:23:14.717082] [INFO ] [sig       ] Generating forecast for: GMED
[2025-12-26T20:23:14.717116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-12-26T20:23:14.727962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2025-12-26T20:23:14.728304] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-12-26T20:23:14.729099] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-12-26T20:23:14.729151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:14.729181] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:14.729208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:14.729270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:14.785880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:14.786493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:14.786568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:14.786618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:14.906273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:14.906416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:14.906457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:14.906522] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:14.909908] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=1.42%)
[2025-12-26T20:23:14.910179] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-12-26T20:23:14.910299] [INFO ] [sig       ] GMED: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:15.050869] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GMED.txt
[2025-12-26T20:23:15.050994] [INFO ] [sig       ] [1410/3548] Completed GMED in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-26T20:23:15.051034] [INFO ] [sig       ] [1411/3548] Forecasting GMM...
[2025-12-26T20:23:15.051063] [INFO ] [sig       ] Generating forecast for: GMM
[2025-12-26T20:23:15.051093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2025-12-26T20:23:15.061749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2025-12-26T20:23:15.062057] [INFO ] [FORECASTER] Starting predict_future for GMM
[2025-12-26T20:23:15.062841] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2025-12-26T20:23:15.062893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:15.062923] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:15.062949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:15.063006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:15.119720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:15.120344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:15.120421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:15.120452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:15.228966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:15.229111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:15.229151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:15.229179] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:15.232503] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: DOWN (p=16.19%)
[2025-12-26T20:23:15.232788] [INFO ] [FORECASTER] Completed predict_future for GMM
[2025-12-26T20:23:15.232908] [INFO ] [sig       ] GMM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:15.373890] [INFO ] [LOCAL     ] Saved forecast: GMM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GMM.txt
[2025-12-26T20:23:15.374002] [INFO ] [sig       ] [1411/3548] Completed GMM in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-26T20:23:15.374040] [INFO ] [sig       ] [1412/3548] Forecasting GMRE...
[2025-12-26T20:23:15.374077] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-12-26T20:23:15.374108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-12-26T20:23:15.385267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2025-12-26T20:23:15.385611] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-12-26T20:23:15.386377] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-12-26T20:23:15.386428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:15.386458] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:15.386484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:15.386541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:15.443217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:15.443831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:15.443908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:15.443939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:15.565260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:15.565403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:15.565444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:15.565473] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:15.569001] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=73.38%)
[2025-12-26T20:23:15.569277] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-12-26T20:23:15.569397] [INFO ] [sig       ] GMRE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:15.714462] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GMRE.txt
[2025-12-26T20:23:15.714601] [INFO ] [sig       ] [1412/3548] Completed GMRE in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-26T20:23:15.714641] [INFO ] [sig       ] [1413/3548] Forecasting GNE...
[2025-12-26T20:23:15.714670] [INFO ] [sig       ] Generating forecast for: GNE
[2025-12-26T20:23:15.714700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-12-26T20:23:15.725332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2025-12-26T20:23:15.725676] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-12-26T20:23:15.726437] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-12-26T20:23:15.726487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:15.726518] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:15.726547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:15.726639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:15.783473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:15.784126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:15.784202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:15.784234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:15.897920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:15.898065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:15.898108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:15.898136] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:15.901465] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-12-26T20:23:15.901759] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-12-26T20:23:15.901879] [INFO ] [sig       ] GNE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:16.046154] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GNE.txt
[2025-12-26T20:23:16.046313] [INFO ] [sig       ] [1413/3548] Completed GNE in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-26T20:23:16.046355] [INFO ] [sig       ] [1414/3548] Forecasting GNK...
[2025-12-26T20:23:16.046385] [INFO ] [sig       ] Generating forecast for: GNK
[2025-12-26T20:23:16.046416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-12-26T20:23:16.058032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2025-12-26T20:23:16.058431] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-12-26T20:23:16.059369] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-12-26T20:23:16.059427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:16.059460] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:16.059487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:16.059545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:16.119284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:16.120191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:16.120290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:16.120329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:16.247950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:16.248096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:16.248140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:16.248169] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:16.251670] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: UP (p=60.10%)
[2025-12-26T20:23:16.251951] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-12-26T20:23:16.252078] [INFO ] [sig       ] GNK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:16.409122] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GNK.txt
[2025-12-26T20:23:16.409264] [INFO ] [sig       ] [1414/3548] Completed GNK in 0.4s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-26T20:23:16.409314] [INFO ] [sig       ] [1415/3548] Forecasting GNL...
[2025-12-26T20:23:16.409347] [INFO ] [sig       ] Generating forecast for: GNL
[2025-12-26T20:23:16.409379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-12-26T20:23:16.420415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2025-12-26T20:23:16.420765] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-12-26T20:23:16.421559] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-12-26T20:23:16.421637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:16.421670] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:16.421708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:16.421776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:16.486115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:16.486953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:16.487034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:16.487069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:16.608697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:16.608842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:16.608903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:16.608976] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:16.612375] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=16.59%)
[2025-12-26T20:23:16.612666] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-12-26T20:23:16.612791] [INFO ] [sig       ] GNL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:16.761273] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GNL.txt
[2025-12-26T20:23:16.761401] [INFO ] [sig       ] [1415/3548] Completed GNL in 0.4s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-26T20:23:16.761441] [INFO ] [sig       ] [1416/3548] Forecasting GNLN...
[2025-12-26T20:23:16.761469] [INFO ] [sig       ] Generating forecast for: GNLN
[2025-12-26T20:23:16.761498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'.
[2025-12-26T20:23:16.772240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLN'.
[2025-12-26T20:23:16.772556] [INFO ] [FORECASTER] Starting predict_future for GNLN
[2025-12-26T20:23:16.773341] [DEBUG] [LOCAL     ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt
[2025-12-26T20:23:16.773392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:16.773422] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:16.773448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:16.773505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:16.831171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:16.832000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:16.832080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:16.832112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:16.942005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:16.942149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:16.942190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:16.942218] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:16.945738] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: UP (p=87.71%)
[2025-12-26T20:23:16.946015] [INFO ] [FORECASTER] Completed predict_future for GNLN
[2025-12-26T20:23:16.946138] [INFO ] [sig       ] GNLN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:17.092645] [INFO ] [LOCAL     ] Saved forecast: GNLN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GNLN.txt
[2025-12-26T20:23:17.092775] [INFO ] [sig       ] [1416/3548] Completed GNLN in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-26T20:23:17.092814] [INFO ] [sig       ] [1417/3548] Forecasting GNLX...
[2025-12-26T20:23:17.092842] [INFO ] [sig       ] Generating forecast for: GNLX
[2025-12-26T20:23:17.092872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2025-12-26T20:23:17.103373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2025-12-26T20:23:17.103756] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2025-12-26T20:23:17.104564] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2025-12-26T20:23:17.104652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:17.104701] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:17.104733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:17.104792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:17.162962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:17.163769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:17.163910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:17.163958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:17.287374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:17.287521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:17.287564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:17.287623] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:17.291179] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: UP (p=84.14%)
[2025-12-26T20:23:17.291454] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2025-12-26T20:23:17.291612] [INFO ] [sig       ] GNLX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:17.440900] [INFO ] [LOCAL     ] Saved forecast: GNLX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GNLX.txt
[2025-12-26T20:23:17.441038] [INFO ] [sig       ] [1417/3548] Completed GNLX in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-26T20:23:17.441076] [INFO ] [sig       ] [1418/3548] Forecasting GNMA...
[2025-12-26T20:23:17.441106] [INFO ] [sig       ] Generating forecast for: GNMA
[2025-12-26T20:23:17.441135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2025-12-26T20:23:17.451753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2025-12-26T20:23:17.452170] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2025-12-26T20:23:17.453082] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2025-12-26T20:23:17.453137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:17.453168] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:17.453196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:17.453256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:17.510920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:17.511809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:17.511892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:17.511925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:17.628083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:17.628223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:17.628265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:17.628293] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:17.631688] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: UP (p=85.32%)
[2025-12-26T20:23:17.631977] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2025-12-26T20:23:17.632099] [INFO ] [sig       ] GNMA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:17.773610] [INFO ] [LOCAL     ] Saved forecast: GNMA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GNMA.txt
[2025-12-26T20:23:17.773743] [INFO ] [sig       ] [1418/3548] Completed GNMA in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-26T20:23:17.773781] [INFO ] [sig       ] [1419/3548] Forecasting GNOM...
[2025-12-26T20:23:17.773811] [INFO ] [sig       ] Generating forecast for: GNOM
[2025-12-26T20:23:17.773840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2025-12-26T20:23:17.784184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2025-12-26T20:23:17.784494] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2025-12-26T20:23:17.785295] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2025-12-26T20:23:17.785346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:17.785377] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:17.785415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:17.785473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:17.843864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:17.844691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:17.844770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:17.844803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:17.965165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:17.965361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:17.965413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:17.965443] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:17.969147] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: DOWN (p=34.18%)
[2025-12-26T20:23:17.969428] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2025-12-26T20:23:17.969562] [INFO ] [sig       ] GNOM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:18.121628] [INFO ] [LOCAL     ] Saved forecast: GNOM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GNOM.txt
[2025-12-26T20:23:18.121771] [INFO ] [sig       ] [1419/3548] Completed GNOM in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-26T20:23:18.121813] [INFO ] [sig       ] [1420/3548] Forecasting GNPX...
[2025-12-26T20:23:18.121845] [INFO ] [sig       ] Generating forecast for: GNPX
[2025-12-26T20:23:18.121887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2025-12-26T20:23:18.134369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2025-12-26T20:23:18.134738] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2025-12-26T20:23:18.135506] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2025-12-26T20:23:18.135557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:18.135621] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:18.135656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:18.135739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:18.192936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:18.193838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:18.193920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:18.193953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:18.307066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:18.307216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:18.307256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:18.307285] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:18.310742] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2025-12-26T20:23:18.311017] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2025-12-26T20:23:18.311141] [INFO ] [sig       ] GNPX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:18.450911] [INFO ] [LOCAL     ] Saved forecast: GNPX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GNPX.txt
[2025-12-26T20:23:18.451089] [INFO ] [sig       ] [1420/3548] Completed GNPX in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-26T20:23:18.451130] [INFO ] [sig       ] [1421/3548] Forecasting GNRC...
[2025-12-26T20:23:18.451160] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-12-26T20:23:18.451189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-12-26T20:23:18.463238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2025-12-26T20:23:18.463647] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-12-26T20:23:18.464492] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-12-26T20:23:18.464546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:18.464613] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:18.464654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:18.464714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:18.523196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:18.524101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:18.524189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:18.524224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:18.650427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:18.650606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:18.650649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:18.650677] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:18.654080] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: DOWN (p=26.51%)
[2025-12-26T20:23:18.654369] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-12-26T20:23:18.654497] [INFO ] [sig       ] GNRC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:18.795938] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GNRC.txt
[2025-12-26T20:23:18.796091] [INFO ] [sig       ] [1421/3548] Completed GNRC in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-26T20:23:18.796131] [INFO ] [sig       ] [1422/3548] Forecasting GNSS...
[2025-12-26T20:23:18.796159] [INFO ] [sig       ] Generating forecast for: GNSS
[2025-12-26T20:23:18.796190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2025-12-26T20:23:18.807365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2025-12-26T20:23:18.807734] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2025-12-26T20:23:18.808495] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2025-12-26T20:23:18.808545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:18.808596] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:18.808626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:18.808688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:18.865501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:18.866159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:18.866235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:18.866267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:18.983541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:18.983705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:18.983748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:18.983777] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:18.987124] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: DOWN (p=1.72%)
[2025-12-26T20:23:18.987406] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2025-12-26T20:23:18.987529] [INFO ] [sig       ] GNSS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:19.129132] [INFO ] [LOCAL     ] Saved forecast: GNSS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GNSS.txt
[2025-12-26T20:23:19.129287] [INFO ] [sig       ] [1422/3548] Completed GNSS in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-26T20:23:19.129329] [INFO ] [sig       ] [1423/3548] Forecasting GNTX...
[2025-12-26T20:23:19.129358] [INFO ] [sig       ] Generating forecast for: GNTX
[2025-12-26T20:23:19.129394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2025-12-26T20:23:19.140748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2025-12-26T20:23:19.141118] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2025-12-26T20:23:19.141943] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2025-12-26T20:23:19.141997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:19.142028] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:19.142053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:19.142115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:19.198056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:19.198810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:19.198909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:19.198942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:19.317217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:19.317365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:19.317408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:19.317437] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:19.320809] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: UP (p=81.46%)
[2025-12-26T20:23:19.321079] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2025-12-26T20:23:19.321198] [INFO ] [sig       ] GNTX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:19.460962] [INFO ] [LOCAL     ] Saved forecast: GNTX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GNTX.txt
[2025-12-26T20:23:19.461095] [INFO ] [sig       ] [1423/3548] Completed GNTX in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-26T20:23:19.461134] [INFO ] [sig       ] [1424/3548] Forecasting GO...
[2025-12-26T20:23:19.461163] [INFO ] [sig       ] Generating forecast for: GO
[2025-12-26T20:23:19.461192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2025-12-26T20:23:19.472033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2025-12-26T20:23:19.472358] [INFO ] [FORECASTER] Starting predict_future for GO
[2025-12-26T20:23:19.473144] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2025-12-26T20:23:19.473195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:19.473276] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:19.473305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:19.473363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:19.529921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:19.530625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:19.530716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:19.530755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:19.650546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:19.650715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:19.650757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:19.650786] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:19.654132] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: UP (p=94.53%)
[2025-12-26T20:23:19.654418] [INFO ] [FORECASTER] Completed predict_future for GO
[2025-12-26T20:23:19.654544] [INFO ] [sig       ] GO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:19.793928] [INFO ] [LOCAL     ] Saved forecast: GO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GO.txt
[2025-12-26T20:23:19.794062] [INFO ] [sig       ] [1424/3548] Completed GO in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-26T20:23:19.794101] [INFO ] [sig       ] [1425/3548] Forecasting GOCO...
[2025-12-26T20:23:19.794130] [INFO ] [sig       ] Generating forecast for: GOCO
[2025-12-26T20:23:19.794158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2025-12-26T20:23:19.805136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2025-12-26T20:23:19.805465] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2025-12-26T20:23:19.806227] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2025-12-26T20:23:19.806278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:19.806308] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:19.806334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:19.806390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:19.863118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:19.863836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:19.863914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:19.863945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:19.984924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:19.985066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:19.985108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:19.985136] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:19.988511] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: UP (p=58.80%)
[2025-12-26T20:23:19.988800] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2025-12-26T20:23:19.988940] [INFO ] [sig       ] GOCO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:20.128505] [INFO ] [LOCAL     ] Saved forecast: GOCO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GOCO.txt
[2025-12-26T20:23:20.128650] [INFO ] [sig       ] [1425/3548] Completed GOCO in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-26T20:23:20.128690] [INFO ] [sig       ] [1426/3548] Forecasting GOF...
[2025-12-26T20:23:20.128719] [INFO ] [sig       ] Generating forecast for: GOF
[2025-12-26T20:23:20.128749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-12-26T20:23:20.140330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2025-12-26T20:23:20.140684] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-12-26T20:23:20.141439] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-12-26T20:23:20.141490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:20.141521] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:20.141547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:20.141631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:20.197464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:20.198156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:20.198232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:20.198264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:20.317321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:20.317456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:20.317496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:20.317524] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:20.320840] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: UP (p=73.09%)
[2025-12-26T20:23:20.321107] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-12-26T20:23:20.321226] [INFO ] [sig       ] GOF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:20.459777] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GOF.txt
[2025-12-26T20:23:20.459928] [INFO ] [sig       ] [1426/3548] Completed GOF in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-26T20:23:20.459969] [INFO ] [sig       ] [1427/3548] Forecasting GOGO...
[2025-12-26T20:23:20.459998] [INFO ] [sig       ] Generating forecast for: GOGO
[2025-12-26T20:23:20.460029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2025-12-26T20:23:20.470984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2025-12-26T20:23:20.471313] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2025-12-26T20:23:20.472127] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2025-12-26T20:23:20.472182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:20.472213] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:20.472240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:20.472298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:20.531378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:20.532265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:20.532349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:20.532382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:20.655900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:20.656046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:20.656091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:20.656150] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:20.659633] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: UP (p=66.04%)
[2025-12-26T20:23:20.659945] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2025-12-26T20:23:20.660073] [INFO ] [sig       ] GOGO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:20.806998] [INFO ] [LOCAL     ] Saved forecast: GOGO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GOGO.txt
[2025-12-26T20:23:20.807141] [INFO ] [sig       ] [1427/3548] Completed GOGO in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-26T20:23:20.807182] [INFO ] [sig       ] [1428/3548] Forecasting GOLF...
[2025-12-26T20:23:20.807211] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-12-26T20:23:20.807241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-12-26T20:23:20.818436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2025-12-26T20:23:20.818768] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-12-26T20:23:20.819569] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-12-26T20:23:20.819642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:20.819674] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:20.819703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:20.819763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:20.878086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:20.879015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:20.879100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:20.879133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:21.026996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:21.027156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:21.027201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:21.027230] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:21.030852] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=29.89%)
[2025-12-26T20:23:21.031178] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-12-26T20:23:21.031318] [INFO ] [sig       ] GOLF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:21.174733] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GOLF.txt
[2025-12-26T20:23:21.174875] [INFO ] [sig       ] [1428/3548] Completed GOLF in 0.4s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-26T20:23:21.174917] [INFO ] [sig       ] [1429/3548] Forecasting GOOD...
[2025-12-26T20:23:21.174947] [INFO ] [sig       ] Generating forecast for: GOOD
[2025-12-26T20:23:21.174977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2025-12-26T20:23:21.186700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2025-12-26T20:23:21.187038] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2025-12-26T20:23:21.187866] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2025-12-26T20:23:21.187920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:21.187952] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:21.187980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:21.188040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:21.246637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:21.247357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:21.247436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:21.247469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:21.361223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:21.361376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:21.361418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:21.361447] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:21.364806] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: DOWN (p=4.30%)
[2025-12-26T20:23:21.365078] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2025-12-26T20:23:21.365200] [INFO ] [sig       ] GOOD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:21.503317] [INFO ] [LOCAL     ] Saved forecast: GOOD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GOOD.txt
[2025-12-26T20:23:21.503447] [INFO ] [sig       ] [1429/3548] Completed GOOD in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-26T20:23:21.503485] [INFO ] [sig       ] [1430/3548] Forecasting GOOG...
[2025-12-26T20:23:21.503514] [INFO ] [sig       ] Generating forecast for: GOOG
[2025-12-26T20:23:21.503544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2025-12-26T20:23:21.515018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2025-12-26T20:23:21.515360] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2025-12-26T20:23:21.516140] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2025-12-26T20:23:21.516191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:21.516222] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:21.516248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:21.516321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:21.572654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:21.573330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:21.573410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:21.573444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:21.695178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:21.695332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:21.695375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:21.695405] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:21.698817] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: DOWN (p=5.56%)
[2025-12-26T20:23:21.699132] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2025-12-26T20:23:21.699262] [INFO ] [sig       ] GOOG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:21.837695] [INFO ] [LOCAL     ] Saved forecast: GOOG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GOOG.txt
[2025-12-26T20:23:21.837825] [INFO ] [sig       ] [1430/3548] Completed GOOG in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-26T20:23:21.837863] [INFO ] [sig       ] [1431/3548] Forecasting GOOS...
[2025-12-26T20:23:21.837892] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-12-26T20:23:21.837922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-12-26T20:23:21.849189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2025-12-26T20:23:21.849523] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-12-26T20:23:21.850325] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-12-26T20:23:21.850378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:21.850410] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:21.850437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:21.850495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:21.907494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:21.908161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:21.908240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:21.908273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:22.027918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:22.028066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:22.028108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:22.028136] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:22.031511] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: DOWN (p=41.37%)
[2025-12-26T20:23:22.031830] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-12-26T20:23:22.031954] [INFO ] [sig       ] GOOS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:22.170755] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GOOS.txt
[2025-12-26T20:23:22.170897] [INFO ] [sig       ] [1431/3548] Completed GOOS in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-26T20:23:22.170938] [INFO ] [sig       ] [1432/3548] Forecasting GOSS...
[2025-12-26T20:23:22.170965] [INFO ] [sig       ] Generating forecast for: GOSS
[2025-12-26T20:23:22.170995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2025-12-26T20:23:22.182971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2025-12-26T20:23:22.183389] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2025-12-26T20:23:22.184219] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2025-12-26T20:23:22.184290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:22.184324] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:22.184355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:22.184436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:22.243394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:22.244426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:22.244521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:22.244554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:22.366782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:22.366931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:22.366974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:22.367003] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:22.370348] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: UP (p=83.68%)
[2025-12-26T20:23:22.370635] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2025-12-26T20:23:22.370757] [INFO ] [sig       ] GOSS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:22.510228] [INFO ] [LOCAL     ] Saved forecast: GOSS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GOSS.txt
[2025-12-26T20:23:22.510353] [INFO ] [sig       ] [1432/3548] Completed GOSS in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-26T20:23:22.510391] [INFO ] [sig       ] [1433/3548] Forecasting GOVI...
[2025-12-26T20:23:22.510420] [INFO ] [sig       ] Generating forecast for: GOVI
[2025-12-26T20:23:22.510449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2025-12-26T20:23:22.521059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2025-12-26T20:23:22.521379] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2025-12-26T20:23:22.522152] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2025-12-26T20:23:22.522203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:22.522234] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:22.522260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:22.522317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:22.579270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:22.580011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:22.580090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:22.580122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:22.697436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:22.697601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:22.697644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:22.697673] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:22.701015] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: UP (p=84.51%)
[2025-12-26T20:23:22.701294] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2025-12-26T20:23:22.701413] [INFO ] [sig       ] GOVI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:22.840769] [INFO ] [LOCAL     ] Saved forecast: GOVI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GOVI.txt
[2025-12-26T20:23:22.840894] [INFO ] [sig       ] [1433/3548] Completed GOVI in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-26T20:23:22.840941] [INFO ] [sig       ] [1434/3548] Forecasting GPC...
[2025-12-26T20:23:22.840971] [INFO ] [sig       ] Generating forecast for: GPC
[2025-12-26T20:23:22.841000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-12-26T20:23:22.852297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2025-12-26T20:23:22.852677] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-12-26T20:23:22.853453] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-12-26T20:23:22.853503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:22.853534] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:22.853561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:22.853644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:22.915625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:22.916504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:22.916653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:22.916689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:23.034591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:23.034737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:23.034777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:23.034807] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:23.038201] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=62.65%)
[2025-12-26T20:23:23.038481] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-12-26T20:23:23.038629] [INFO ] [sig       ] GPC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:23.180066] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GPC.txt
[2025-12-26T20:23:23.180221] [INFO ] [sig       ] [1434/3548] Completed GPC in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-26T20:23:23.180264] [INFO ] [sig       ] [1435/3548] Forecasting GPI...
[2025-12-26T20:23:23.180298] [INFO ] [sig       ] Generating forecast for: GPI
[2025-12-26T20:23:23.180330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-12-26T20:23:23.194365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2025-12-26T20:23:23.194758] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-12-26T20:23:23.195612] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-12-26T20:23:23.195665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:23.195699] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:23.195727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:23.195787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:23.256305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:23.257104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:23.257186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:23.257221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:23.378227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:23.378380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:23.378423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:23.378452] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:23.381948] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: DOWN (p=23.85%)
[2025-12-26T20:23:23.382228] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-12-26T20:23:23.382354] [INFO ] [sig       ] GPI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:23.525936] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GPI.txt
[2025-12-26T20:23:23.526100] [INFO ] [sig       ] [1435/3548] Completed GPI in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-26T20:23:23.526146] [INFO ] [sig       ] [1436/3548] Forecasting GPIQ...
[2025-12-26T20:23:23.526176] [INFO ] [sig       ] Generating forecast for: GPIQ
[2025-12-26T20:23:23.526208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2025-12-26T20:23:23.536464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2025-12-26T20:23:23.536799] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2025-12-26T20:23:23.537557] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2025-12-26T20:23:23.537626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:23.537657] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:23.537683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:23.537741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:23.595716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:23.596442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:23.596523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:23.596555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:23.718503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:23.718665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:23.718709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:23.718738] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:23.722179] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: UP (p=68.15%)
[2025-12-26T20:23:23.722456] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2025-12-26T20:23:23.722599] [INFO ] [sig       ] GPIQ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:23.868456] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GPIQ.txt
[2025-12-26T20:23:23.868605] [INFO ] [sig       ] [1436/3548] Completed GPIQ in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-26T20:23:23.868646] [INFO ] [sig       ] [1437/3548] Forecasting GPIX...
[2025-12-26T20:23:23.868677] [INFO ] [sig       ] Generating forecast for: GPIX
[2025-12-26T20:23:23.868707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2025-12-26T20:23:23.879385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2025-12-26T20:23:23.879727] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2025-12-26T20:23:23.880520] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2025-12-26T20:23:23.880589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:23.880623] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:23.880652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:23.880710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:23.940169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:23.940845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:23.940925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:23.940959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:24.065730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:24.065887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:24.065933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:24.065963] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:24.069664] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: DOWN (p=26.63%)
[2025-12-26T20:23:24.070110] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2025-12-26T20:23:24.070238] [INFO ] [sig       ] GPIX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:24.214739] [INFO ] [LOCAL     ] Saved forecast: GPIX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GPIX.txt
[2025-12-26T20:23:24.214900] [INFO ] [sig       ] [1437/3548] Completed GPIX in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-26T20:23:24.214941] [INFO ] [sig       ] [1438/3548] Forecasting GPJA...
[2025-12-26T20:23:24.214971] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-12-26T20:23:24.215000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-12-26T20:23:24.225803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2025-12-26T20:23:24.226176] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-12-26T20:23:24.226986] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-12-26T20:23:24.227040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:24.227071] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:24.227097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:24.227155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:24.287543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:24.288359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:24.288440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:24.288475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:24.403264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:24.403384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:24.403427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:24.403457] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:24.407183] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=99.13%)
[2025-12-26T20:23:24.407509] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-12-26T20:23:24.407685] [INFO ] [sig       ] GPJA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:24.553824] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GPJA.txt
[2025-12-26T20:23:24.553977] [INFO ] [sig       ] [1438/3548] Completed GPJA in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-26T20:23:24.554017] [INFO ] [sig       ] [1439/3548] Forecasting GPK...
[2025-12-26T20:23:24.554047] [INFO ] [sig       ] Generating forecast for: GPK
[2025-12-26T20:23:24.554078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-12-26T20:23:24.565643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2025-12-26T20:23:24.566034] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-12-26T20:23:24.566914] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-12-26T20:23:24.566970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:24.567003] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:24.567031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:24.567092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:24.625539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:24.626388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:24.626466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:24.626498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:24.745372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:24.745538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:24.745642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:24.745684] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:24.749507] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: UP (p=92.37%)
[2025-12-26T20:23:24.749825] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-12-26T20:23:24.749959] [INFO ] [sig       ] GPK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:24.896870] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GPK.txt
[2025-12-26T20:23:24.897026] [INFO ] [sig       ] [1439/3548] Completed GPK in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-26T20:23:24.897066] [INFO ] [sig       ] [1440/3548] Forecasting GPN...
[2025-12-26T20:23:24.897096] [INFO ] [sig       ] Generating forecast for: GPN
[2025-12-26T20:23:24.897127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-12-26T20:23:24.908342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2025-12-26T20:23:24.908742] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-12-26T20:23:24.909555] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-12-26T20:23:24.909641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:24.909679] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:24.909706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:24.909762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:24.969896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:24.971001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:24.971274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:24.971308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:25.102224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:25.102381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:25.102427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:25.102460] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:25.106506] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: UP (p=66.34%)
[2025-12-26T20:23:25.106824] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-12-26T20:23:25.106953] [INFO ] [sig       ] GPN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:25.307178] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GPN.txt
[2025-12-26T20:23:25.307332] [INFO ] [sig       ] [1440/3548] Completed GPN in 0.4s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-26T20:23:25.307373] [INFO ] [sig       ] [1441/3548] Forecasting GPRE...
[2025-12-26T20:23:25.307402] [INFO ] [sig       ] Generating forecast for: GPRE
[2025-12-26T20:23:25.307432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2025-12-26T20:23:25.321742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2025-12-26T20:23:25.322209] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2025-12-26T20:23:25.323327] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2025-12-26T20:23:25.323392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:25.323470] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:25.323516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:25.323627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:25.392050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:25.393025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:25.393122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:25.393158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:25.553234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:25.553433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:25.553501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:25.553553] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:25.563825] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: UP (p=89.90%)
[2025-12-26T20:23:25.564787] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2025-12-26T20:23:25.565119] [INFO ] [sig       ] GPRE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:25.752725] [INFO ] [LOCAL     ] Saved forecast: GPRE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GPRE.txt
[2025-12-26T20:23:25.752979] [INFO ] [sig       ] [1441/3548] Completed GPRE in 0.4s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-26T20:23:25.753035] [INFO ] [sig       ] [1442/3548] Forecasting GPRK...
[2025-12-26T20:23:25.753073] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-12-26T20:23:25.753119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-12-26T20:23:25.771380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2025-12-26T20:23:25.771959] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-12-26T20:23:25.773412] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-12-26T20:23:25.773524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:25.773568] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:25.773635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:25.773722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:25.850069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:25.851331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:25.851466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:25.851513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:26.024279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:26.024473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:26.024534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:26.024596] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:26.029310] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: UP (p=72.82%)
[2025-12-26T20:23:26.029802] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-12-26T20:23:26.029998] [INFO ] [sig       ] GPRK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:26.235638] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GPRK.txt
[2025-12-26T20:23:26.235808] [INFO ] [sig       ] [1442/3548] Completed GPRK in 0.5s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-26T20:23:26.235851] [INFO ] [sig       ] [1443/3548] Forecasting GPRO...
[2025-12-26T20:23:26.235881] [INFO ] [sig       ] Generating forecast for: GPRO
[2025-12-26T20:23:26.235913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'.
[2025-12-26T20:23:26.250154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRO'.
[2025-12-26T20:23:26.250678] [INFO ] [FORECASTER] Starting predict_future for GPRO
[2025-12-26T20:23:26.251929] [DEBUG] [LOCAL     ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt
[2025-12-26T20:23:26.252010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:26.252084] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:26.252132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:26.252219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:26.339860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:26.340929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:26.341039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:26.341077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:26.479197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:26.479358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:26.479435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:26.479476] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:26.483209] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: UP (p=64.80%)
[2025-12-26T20:23:26.483562] [INFO ] [FORECASTER] Completed predict_future for GPRO
[2025-12-26T20:23:26.483726] [INFO ] [sig       ] GPRO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:26.641325] [INFO ] [LOCAL     ] Saved forecast: GPRO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GPRO.txt
[2025-12-26T20:23:26.641489] [INFO ] [sig       ] [1443/3548] Completed GPRO in 0.4s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-26T20:23:26.641530] [INFO ] [sig       ] [1444/3548] Forecasting GRAB...
[2025-12-26T20:23:26.641603] [INFO ] [sig       ] Generating forecast for: GRAB
[2025-12-26T20:23:26.641656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2025-12-26T20:23:26.655439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2025-12-26T20:23:26.655964] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2025-12-26T20:23:26.656863] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2025-12-26T20:23:26.656917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:26.656948] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:26.656974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:26.657031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:26.721139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:26.722071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:26.722161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:26.722194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:26.848465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:26.848641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:26.848686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:26.848771] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:26.852394] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: UP (p=84.69%)
[2025-12-26T20:23:26.852738] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2025-12-26T20:23:26.852883] [INFO ] [sig       ] GRAB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:27.007180] [INFO ] [LOCAL     ] Saved forecast: GRAB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GRAB.txt
[2025-12-26T20:23:27.007353] [INFO ] [sig       ] [1444/3548] Completed GRAB in 0.4s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-26T20:23:27.007396] [INFO ] [sig       ] [1445/3548] Forecasting GRAL...
[2025-12-26T20:23:27.007430] [INFO ] [sig       ] Generating forecast for: GRAL
[2025-12-26T20:23:27.007463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2025-12-26T20:23:27.019449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2025-12-26T20:23:27.019935] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2025-12-26T20:23:27.020823] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2025-12-26T20:23:27.020879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:27.020912] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:27.020940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:27.020999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:27.084146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:27.085106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:27.085193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:27.085226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:27.219631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:27.219781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:27.219826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:27.219855] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:27.223493] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: UP (p=72.31%)
[2025-12-26T20:23:27.223803] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2025-12-26T20:23:27.223956] [INFO ] [sig       ] GRAL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:27.373441] [INFO ] [LOCAL     ] Saved forecast: GRAL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GRAL.txt
[2025-12-26T20:23:27.373615] [INFO ] [sig       ] [1445/3548] Completed GRAL in 0.4s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-26T20:23:27.373659] [INFO ] [sig       ] [1446/3548] Forecasting GRBK...
[2025-12-26T20:23:27.373690] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-12-26T20:23:27.373722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-12-26T20:23:27.385252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2025-12-26T20:23:27.385615] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-12-26T20:23:27.386436] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-12-26T20:23:27.386499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:27.386546] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:27.386611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:27.386704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:27.448808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:27.449795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:27.449879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:27.449912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:27.581590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:27.581740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:27.581786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:27.581817] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:27.585419] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=33.37%)
[2025-12-26T20:23:27.585723] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-12-26T20:23:27.585855] [INFO ] [sig       ] GRBK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:27.736107] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GRBK.txt
[2025-12-26T20:23:27.736255] [INFO ] [sig       ] [1446/3548] Completed GRBK in 0.4s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-26T20:23:27.736301] [INFO ] [sig       ] [1447/3548] Forecasting GRC...
[2025-12-26T20:23:27.736332] [INFO ] [sig       ] Generating forecast for: GRC
[2025-12-26T20:23:27.736365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-12-26T20:23:27.747333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2025-12-26T20:23:27.747700] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-12-26T20:23:27.748487] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-12-26T20:23:27.748540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:27.748597] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:27.748630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:27.748690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:27.804931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:27.805733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:27.805813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:27.805847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:27.924106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:27.924251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:27.924292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:27.924320] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:27.927679] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=90.65%)
[2025-12-26T20:23:27.927960] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-12-26T20:23:27.928087] [INFO ] [sig       ] GRC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:28.069304] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GRC.txt
[2025-12-26T20:23:28.069449] [INFO ] [sig       ] [1447/3548] Completed GRC in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-26T20:23:28.069489] [INFO ] [sig       ] [1448/3548] Forecasting GREE...
[2025-12-26T20:23:28.069518] [INFO ] [sig       ] Generating forecast for: GREE
[2025-12-26T20:23:28.069547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2025-12-26T20:23:28.080357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2025-12-26T20:23:28.080708] [INFO ] [FORECASTER] Starting predict_future for GREE
[2025-12-26T20:23:28.081473] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2025-12-26T20:23:28.081524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:28.081555] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:28.081610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:28.081670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:28.138332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:28.139238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:28.139324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:28.139356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:28.263662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:28.263837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:28.263897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:28.263934] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:28.268476] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: UP (p=71.64%)
[2025-12-26T20:23:28.268913] [INFO ] [FORECASTER] Completed predict_future for GREE
[2025-12-26T20:23:28.269122] [INFO ] [sig       ] GREE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:28.414405] [INFO ] [LOCAL     ] Saved forecast: GREE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GREE.txt
[2025-12-26T20:23:28.414544] [INFO ] [sig       ] [1448/3548] Completed GREE in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-26T20:23:28.414605] [INFO ] [sig       ] [1449/3548] Forecasting GRFS...
[2025-12-26T20:23:28.414636] [INFO ] [sig       ] Generating forecast for: GRFS
[2025-12-26T20:23:28.414665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2025-12-26T20:23:28.426071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2025-12-26T20:23:28.426381] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2025-12-26T20:23:28.427155] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2025-12-26T20:23:28.427206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:28.427238] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:28.427264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:28.427321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:28.484158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:28.484896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:28.484975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:28.485008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:28.607432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:28.607614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:28.607668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:28.607700] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:28.612037] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: UP (p=57.85%)
[2025-12-26T20:23:28.612393] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2025-12-26T20:23:28.612533] [INFO ] [sig       ] GRFS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:28.773974] [INFO ] [LOCAL     ] Saved forecast: GRFS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GRFS.txt
[2025-12-26T20:23:28.774114] [INFO ] [sig       ] [1449/3548] Completed GRFS in 0.4s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-26T20:23:28.774154] [INFO ] [sig       ] [1450/3548] Forecasting GRID...
[2025-12-26T20:23:28.774184] [INFO ] [sig       ] Generating forecast for: GRID
[2025-12-26T20:23:28.774213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2025-12-26T20:23:28.785631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2025-12-26T20:23:28.786014] [INFO ] [FORECASTER] Starting predict_future for GRID
[2025-12-26T20:23:28.786825] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2025-12-26T20:23:28.786880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:28.786915] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:28.786954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:28.787028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:28.847610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:28.848339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:28.848421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:28.848454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:28.976046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:28.976194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:28.976235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:28.976281] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:28.979640] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: UP (p=95.63%)
[2025-12-26T20:23:28.979914] [INFO ] [FORECASTER] Completed predict_future for GRID
[2025-12-26T20:23:28.980036] [INFO ] [sig       ] GRID: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:29.118989] [INFO ] [LOCAL     ] Saved forecast: GRID	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GRID.txt
[2025-12-26T20:23:29.119122] [INFO ] [sig       ] [1450/3548] Completed GRID in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-26T20:23:29.119162] [INFO ] [sig       ] [1451/3548] Forecasting GRMN...
[2025-12-26T20:23:29.119190] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-12-26T20:23:29.119220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-12-26T20:23:29.130366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2025-12-26T20:23:29.130726] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-12-26T20:23:29.131545] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-12-26T20:23:29.131621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:29.131656] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:29.131685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:29.131744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:29.188558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:29.189368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:29.189479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:29.189512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:29.307849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:29.307989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:29.308030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:29.308059] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:29.311743] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=13.91%)
[2025-12-26T20:23:29.312022] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-12-26T20:23:29.312342] [INFO ] [sig       ] GRMN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:29.455457] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GRMN.txt
[2025-12-26T20:23:29.455632] [INFO ] [sig       ] [1451/3548] Completed GRMN in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-26T20:23:29.455675] [INFO ] [sig       ] [1452/3548] Forecasting GRND...
[2025-12-26T20:23:29.455705] [INFO ] [sig       ] Generating forecast for: GRND
[2025-12-26T20:23:29.455734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-12-26T20:23:29.467765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2025-12-26T20:23:29.468111] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-12-26T20:23:29.468908] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-12-26T20:23:29.468961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:29.468992] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:29.469018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:29.469075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:29.527756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:29.528556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:29.528667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:29.528700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:29.658816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:29.659005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:29.659065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:29.659100] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:29.662795] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=28.84%)
[2025-12-26T20:23:29.663081] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-12-26T20:23:29.663223] [INFO ] [sig       ] GRND: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:29.822906] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GRND.txt
[2025-12-26T20:23:29.823070] [INFO ] [sig       ] [1452/3548] Completed GRND in 0.4s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-26T20:23:29.823115] [INFO ] [sig       ] [1453/3548] Forecasting GRPN...
[2025-12-26T20:23:29.823156] [INFO ] [sig       ] Generating forecast for: GRPN
[2025-12-26T20:23:29.823193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2025-12-26T20:23:29.835766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2025-12-26T20:23:29.836163] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2025-12-26T20:23:29.836981] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2025-12-26T20:23:29.837034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:29.837067] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:29.837093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:29.837151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:29.899876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:29.900774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:29.900876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:29.900925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:30.030335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:30.030487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:30.030531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:30.030560] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:30.034246] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: UP (p=77.30%)
[2025-12-26T20:23:30.034535] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2025-12-26T20:23:30.034684] [INFO ] [sig       ] GRPN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:30.183489] [INFO ] [LOCAL     ] Saved forecast: GRPN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GRPN.txt
[2025-12-26T20:23:30.183654] [INFO ] [sig       ] [1453/3548] Completed GRPN in 0.4s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-26T20:23:30.183696] [INFO ] [sig       ] [1454/3548] Forecasting GRVY...
[2025-12-26T20:23:30.183727] [INFO ] [sig       ] Generating forecast for: GRVY
[2025-12-26T20:23:30.183756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2025-12-26T20:23:30.194412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRVY'.
[2025-12-26T20:23:30.194784] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2025-12-26T20:23:30.195544] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2025-12-26T20:23:30.195616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:30.195666] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:30.195694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:30.195752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:30.255301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:30.256196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:30.256302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:30.256336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:30.364377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:30.364529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:30.364587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:30.364620] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:30.367972] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: UP (p=76.85%)
[2025-12-26T20:23:30.368261] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2025-12-26T20:23:30.368400] [INFO ] [sig       ] GRVY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:30.514563] [INFO ] [LOCAL     ] Saved forecast: GRVY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GRVY.txt
[2025-12-26T20:23:30.514775] [INFO ] [sig       ] [1454/3548] Completed GRVY in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-26T20:23:30.514818] [INFO ] [sig       ] [1455/3548] Forecasting GRWG...
[2025-12-26T20:23:30.514849] [INFO ] [sig       ] Generating forecast for: GRWG
[2025-12-26T20:23:30.514887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2025-12-26T20:23:30.527795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2025-12-26T20:23:30.528189] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2025-12-26T20:23:30.529180] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2025-12-26T20:23:30.529235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:30.529267] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:30.529292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:30.529350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:30.589069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:30.590034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:30.590134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:30.590168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:30.714098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:30.714253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:30.714299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:30.714330] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:30.717808] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: DOWN (p=27.40%)
[2025-12-26T20:23:30.718090] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2025-12-26T20:23:30.718216] [INFO ] [sig       ] GRWG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:30.864760] [INFO ] [LOCAL     ] Saved forecast: GRWG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GRWG.txt
[2025-12-26T20:23:30.864908] [INFO ] [sig       ] [1455/3548] Completed GRWG in 0.4s | 2.87 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-26T20:23:30.864951] [INFO ] [sig       ] [1456/3548] Forecasting GRX...
[2025-12-26T20:23:30.864980] [INFO ] [sig       ] Generating forecast for: GRX
[2025-12-26T20:23:30.865012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-12-26T20:23:30.876981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2025-12-26T20:23:30.877402] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-12-26T20:23:30.878229] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-12-26T20:23:30.878284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:30.878316] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:30.878344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:30.878403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:30.935149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:30.936025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:30.936109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:30.936141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:31.043701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:31.043849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:31.043891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:31.043919] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:31.047293] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: DOWN (p=2.55%)
[2025-12-26T20:23:31.047567] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-12-26T20:23:31.047709] [INFO ] [sig       ] GRX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:31.186386] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GRX.txt
[2025-12-26T20:23:31.186495] [INFO ] [sig       ] [1456/3548] Completed GRX in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-26T20:23:31.186533] [INFO ] [sig       ] [1457/3548] Forecasting GS...
[2025-12-26T20:23:31.186562] [INFO ] [sig       ] Generating forecast for: GS
[2025-12-26T20:23:31.186609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-12-26T20:23:31.197961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2025-12-26T20:23:31.198251] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-12-26T20:23:31.199054] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-12-26T20:23:31.199105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:31.199137] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:31.199163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:31.199221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:31.255638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:31.256217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:31.256291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:31.256323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:31.378390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:31.378522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:31.378561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:31.378607] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:31.381953] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: DOWN (p=6.38%)
[2025-12-26T20:23:31.382221] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-12-26T20:23:31.382341] [INFO ] [sig       ] GS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:31.520869] [INFO ] [LOCAL     ] Saved forecast: GS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GS.txt
[2025-12-26T20:23:31.520991] [INFO ] [sig       ] [1457/3548] Completed GS in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-26T20:23:31.521038] [INFO ] [sig       ] [1458/3548] Forecasting GSBC...
[2025-12-26T20:23:31.521073] [INFO ] [sig       ] Generating forecast for: GSBC
[2025-12-26T20:23:31.521124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2025-12-26T20:23:31.532358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2025-12-26T20:23:31.532671] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2025-12-26T20:23:31.533423] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2025-12-26T20:23:31.533475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:31.533555] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:31.533601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:31.533662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:31.590803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:31.591399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:31.591474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:31.591505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:31.706810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:31.706969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:31.707011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:31.707039] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:31.710461] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: DOWN (p=8.05%)
[2025-12-26T20:23:31.710779] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2025-12-26T20:23:31.710920] [INFO ] [sig       ] GSBC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:31.856162] [INFO ] [LOCAL     ] Saved forecast: GSBC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GSBC.txt
[2025-12-26T20:23:31.856325] [INFO ] [sig       ] [1458/3548] Completed GSBC in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-26T20:23:31.856370] [INFO ] [sig       ] [1459/3548] Forecasting GSBD...
[2025-12-26T20:23:31.856399] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-12-26T20:23:31.856429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-12-26T20:23:31.868005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2025-12-26T20:23:31.868366] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-12-26T20:23:31.869186] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-12-26T20:23:31.869238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:31.869268] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:31.869293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:31.869350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:31.926226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:31.927140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:31.927227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:31.927259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:32.045496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:32.045668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:32.045712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:32.045741] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:32.049165] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: DOWN (p=25.46%)
[2025-12-26T20:23:32.049443] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-12-26T20:23:32.049568] [INFO ] [sig       ] GSBD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:32.190644] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GSBD.txt
[2025-12-26T20:23:32.190800] [INFO ] [sig       ] [1459/3548] Completed GSBD in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-26T20:23:32.190841] [INFO ] [sig       ] [1460/3548] Forecasting GSHD...
[2025-12-26T20:23:32.190869] [INFO ] [sig       ] Generating forecast for: GSHD
[2025-12-26T20:23:32.190898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2025-12-26T20:23:32.203145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2025-12-26T20:23:32.203519] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2025-12-26T20:23:32.204307] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2025-12-26T20:23:32.204358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:32.204390] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:32.204416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:32.204473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:32.261727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:32.262602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:32.262685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:32.262717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:32.380517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:32.380684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:32.380726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:32.380755] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:32.384135] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: UP (p=76.58%)
[2025-12-26T20:23:32.384419] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2025-12-26T20:23:32.384543] [INFO ] [sig       ] GSHD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:32.528518] [INFO ] [LOCAL     ] Saved forecast: GSHD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GSHD.txt
[2025-12-26T20:23:32.528686] [INFO ] [sig       ] [1460/3548] Completed GSHD in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-26T20:23:32.528741] [INFO ] [sig       ] [1461/3548] Forecasting GSK...
[2025-12-26T20:23:32.528777] [INFO ] [sig       ] Generating forecast for: GSK
[2025-12-26T20:23:32.528809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-12-26T20:23:32.540615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2025-12-26T20:23:32.541030] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-12-26T20:23:32.541875] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-12-26T20:23:32.541928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:32.541961] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:32.541989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:32.542053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:32.601379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:32.602239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:32.602322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:32.602356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:32.728514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:32.728689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:32.728739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:32.728815] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:32.732363] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=60.19%)
[2025-12-26T20:23:32.732667] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-12-26T20:23:32.732798] [INFO ] [sig       ] GSK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:32.871465] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GSK.txt
[2025-12-26T20:23:32.871640] [INFO ] [sig       ] [1461/3548] Completed GSK in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-26T20:23:32.871683] [INFO ] [sig       ] [1462/3548] Forecasting GSL...
[2025-12-26T20:23:32.871714] [INFO ] [sig       ] Generating forecast for: GSL
[2025-12-26T20:23:32.871744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-12-26T20:23:32.883087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2025-12-26T20:23:32.883482] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-12-26T20:23:32.884291] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-12-26T20:23:32.884343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:32.884374] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:32.884399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:32.884457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:32.940544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:32.941455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:32.941536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:32.941594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:33.071678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:33.071831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:33.071879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:33.071909] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:33.075889] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: DOWN (p=0.26%)
[2025-12-26T20:23:33.076222] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-12-26T20:23:33.076361] [INFO ] [sig       ] GSL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:33.226163] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GSL.txt
[2025-12-26T20:23:33.226313] [INFO ] [sig       ] [1462/3548] Completed GSL in 0.4s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-26T20:23:33.226353] [INFO ] [sig       ] [1463/3548] Forecasting GSM...
[2025-12-26T20:23:33.226384] [INFO ] [sig       ] Generating forecast for: GSM
[2025-12-26T20:23:33.226415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2025-12-26T20:23:33.237723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2025-12-26T20:23:33.238094] [INFO ] [FORECASTER] Starting predict_future for GSM
[2025-12-26T20:23:33.238947] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2025-12-26T20:23:33.239004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:33.239037] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:33.239077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:33.239162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:33.301788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:33.302564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:33.302668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:33.302701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:33.431405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:33.431604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:33.431675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:33.431715] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:33.435546] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: UP (p=79.70%)
[2025-12-26T20:23:33.435858] [INFO ] [FORECASTER] Completed predict_future for GSM
[2025-12-26T20:23:33.436018] [INFO ] [sig       ] GSM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:33.584897] [INFO ] [LOCAL     ] Saved forecast: GSM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GSM.txt
[2025-12-26T20:23:33.585061] [INFO ] [sig       ] [1463/3548] Completed GSM in 0.4s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-26T20:23:33.585102] [INFO ] [sig       ] [1464/3548] Forecasting GTES...
[2025-12-26T20:23:33.585134] [INFO ] [sig       ] Generating forecast for: GTES
[2025-12-26T20:23:33.585169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-12-26T20:23:33.597032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTES'.
[2025-12-26T20:23:33.597433] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-12-26T20:23:33.598302] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-12-26T20:23:33.598368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:33.598409] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:33.598448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:33.598529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:33.661644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:33.662556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:33.662660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:33.662695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:33.787405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:33.787556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:33.787619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:33.787651] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:33.791249] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: DOWN (p=28.80%)
[2025-12-26T20:23:33.791621] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-12-26T20:23:33.791810] [INFO ] [sig       ] GTES: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:33.939129] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GTES.txt
[2025-12-26T20:23:33.939291] [INFO ] [sig       ] [1464/3548] Completed GTES in 0.4s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-26T20:23:33.939334] [INFO ] [sig       ] [1465/3548] Forecasting GTLB...
[2025-12-26T20:23:33.939367] [INFO ] [sig       ] Generating forecast for: GTLB
[2025-12-26T20:23:33.939410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2025-12-26T20:23:33.950517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2025-12-26T20:23:33.950883] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2025-12-26T20:23:33.951764] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2025-12-26T20:23:33.951817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:33.951851] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:33.951879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:33.951954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:34.015011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:34.015806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:34.015892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:34.015926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:34.148934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:34.149093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:34.149138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:34.149167] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:34.152826] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: DOWN (p=33.42%)
[2025-12-26T20:23:34.153229] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2025-12-26T20:23:34.153371] [INFO ] [sig       ] GTLB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:34.306825] [INFO ] [LOCAL     ] Saved forecast: GTLB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GTLB.txt
[2025-12-26T20:23:34.306973] [INFO ] [sig       ] [1465/3548] Completed GTLB in 0.4s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-26T20:23:34.307016] [INFO ] [sig       ] [1466/3548] Forecasting GTLS...
[2025-12-26T20:23:34.307047] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-12-26T20:23:34.307078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-12-26T20:23:34.320222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2025-12-26T20:23:34.320604] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-12-26T20:23:34.321436] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-12-26T20:23:34.321491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:34.321524] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:34.321552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:34.321637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:34.386604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:34.387430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:34.387515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:34.387558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:34.517529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:34.517705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:34.517751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:34.517781] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:34.521630] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: DOWN (p=37.60%)
[2025-12-26T20:23:34.521929] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-12-26T20:23:34.522061] [INFO ] [sig       ] GTLS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:34.667739] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GTLS.txt
[2025-12-26T20:23:34.667905] [INFO ] [sig       ] [1466/3548] Completed GTLS in 0.4s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-26T20:23:34.667959] [INFO ] [sig       ] [1467/3548] Forecasting GTN...
[2025-12-26T20:23:34.667994] [INFO ] [sig       ] Generating forecast for: GTN
[2025-12-26T20:23:34.668028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-12-26T20:23:34.679748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2025-12-26T20:23:34.680172] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-12-26T20:23:34.681031] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-12-26T20:23:34.681119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:34.681154] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:34.681182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:34.681240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:34.741205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:34.742141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:34.742232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:34.742266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:34.865346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:34.865498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:34.865541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:34.865585] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:34.868964] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: UP (p=66.30%)
[2025-12-26T20:23:34.869236] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-12-26T20:23:34.869358] [INFO ] [sig       ] GTN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:35.011684] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GTN.txt
[2025-12-26T20:23:35.011822] [INFO ] [sig       ] [1467/3548] Completed GTN in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-26T20:23:35.011860] [INFO ] [sig       ] [1468/3548] Forecasting GTX...
[2025-12-26T20:23:35.011889] [INFO ] [sig       ] Generating forecast for: GTX
[2025-12-26T20:23:35.011918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2025-12-26T20:23:35.023107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2025-12-26T20:23:35.023441] [INFO ] [FORECASTER] Starting predict_future for GTX
[2025-12-26T20:23:35.024260] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2025-12-26T20:23:35.024311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:35.024342] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:35.024370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:35.024428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:35.081248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:35.082005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:35.082116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:35.082151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:35.200921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:35.201087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:35.201140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:35.201178] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:35.204681] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: UP (p=93.81%)
[2025-12-26T20:23:35.204999] [INFO ] [FORECASTER] Completed predict_future for GTX
[2025-12-26T20:23:35.205134] [INFO ] [sig       ] GTX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:35.343426] [INFO ] [LOCAL     ] Saved forecast: GTX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GTX.txt
[2025-12-26T20:23:35.343553] [INFO ] [sig       ] [1468/3548] Completed GTX in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-26T20:23:35.343609] [INFO ] [sig       ] [1469/3548] Forecasting GTY...
[2025-12-26T20:23:35.343641] [INFO ] [sig       ] Generating forecast for: GTY
[2025-12-26T20:23:35.343671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-12-26T20:23:35.355348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2025-12-26T20:23:35.355724] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-12-26T20:23:35.356488] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-12-26T20:23:35.356540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:35.356593] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:35.356625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:35.356683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:35.412763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:35.413404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:35.413482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:35.413514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:35.533713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:35.533866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:35.533910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:35.533939] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:35.537406] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: UP (p=88.75%)
[2025-12-26T20:23:35.537702] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-12-26T20:23:35.537832] [INFO ] [sig       ] GTY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:35.679099] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GTY.txt
[2025-12-26T20:23:35.679250] [INFO ] [sig       ] [1469/3548] Completed GTY in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-26T20:23:35.679298] [INFO ] [sig       ] [1470/3548] Forecasting GUG...
[2025-12-26T20:23:35.679330] [INFO ] [sig       ] Generating forecast for: GUG
[2025-12-26T20:23:35.679361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-12-26T20:23:35.697691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2025-12-26T20:23:35.698121] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-12-26T20:23:35.699252] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-12-26T20:23:35.699317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:35.699361] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:35.699404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:35.699487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:35.757872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:35.758738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:35.758844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:35.758898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:35.877987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:35.878131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:35.878173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:35.878201] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:35.881694] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: DOWN (p=40.57%)
[2025-12-26T20:23:35.881979] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-12-26T20:23:35.882109] [INFO ] [sig       ] GUG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:36.021838] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GUG.txt
[2025-12-26T20:23:36.021971] [INFO ] [sig       ] [1470/3548] Completed GUG in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-26T20:23:36.022016] [INFO ] [sig       ] [1471/3548] Forecasting GVA...
[2025-12-26T20:23:36.022047] [INFO ] [sig       ] Generating forecast for: GVA
[2025-12-26T20:23:36.022076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-12-26T20:23:36.034666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2025-12-26T20:23:36.035041] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-12-26T20:23:36.035904] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-12-26T20:23:36.035979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:36.036025] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:36.036069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:36.036143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:36.093092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:36.093839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:36.093923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:36.093964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:36.209547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:36.209716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:36.209761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:36.209791] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:36.213238] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2025-12-26T20:23:36.213517] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-12-26T20:23:36.213665] [INFO ] [sig       ] GVA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:36.354563] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GVA.txt
[2025-12-26T20:23:36.354754] [INFO ] [sig       ] [1471/3548] Completed GVA in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-26T20:23:36.354794] [INFO ] [sig       ] [1472/3548] Forecasting GWH...
[2025-12-26T20:23:36.354824] [INFO ] [sig       ] Generating forecast for: GWH
[2025-12-26T20:23:36.354852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-12-26T20:23:36.368298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2025-12-26T20:23:36.368701] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-12-26T20:23:36.369538] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-12-26T20:23:36.369609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:36.369644] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:36.369673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:36.369753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:36.434084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:36.435116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:36.435202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:36.435235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:36.563029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:36.563197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:36.563249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:36.563280] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:36.566896] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=26.93%)
[2025-12-26T20:23:36.567206] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-12-26T20:23:36.567334] [INFO ] [sig       ] GWH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:36.710206] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GWH.txt
[2025-12-26T20:23:36.710337] [INFO ] [sig       ] [1472/3548] Completed GWH in 0.4s | 2.87 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-26T20:23:36.710376] [INFO ] [sig       ] [1473/3548] Forecasting GWRE...
[2025-12-26T20:23:36.710406] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-12-26T20:23:36.710435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-12-26T20:23:36.722290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2025-12-26T20:23:36.722626] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-12-26T20:23:36.723391] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-12-26T20:23:36.723442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:36.723472] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:36.723498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:36.723554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:36.781032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:36.781726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:36.781810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:36.781843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:36.904361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:36.904511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:36.904555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:36.904622] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:36.908069] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: DOWN (p=13.70%)
[2025-12-26T20:23:36.908357] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-12-26T20:23:36.908484] [INFO ] [sig       ] GWRE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:37.054292] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GWRE.txt
[2025-12-26T20:23:37.054433] [INFO ] [sig       ] [1473/3548] Completed GWRE in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-26T20:23:37.054472] [INFO ] [sig       ] [1474/3548] Forecasting GWRS...
[2025-12-26T20:23:37.054502] [INFO ] [sig       ] Generating forecast for: GWRS
[2025-12-26T20:23:37.054531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2025-12-26T20:23:37.065505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2025-12-26T20:23:37.065849] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2025-12-26T20:23:37.066637] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2025-12-26T20:23:37.066689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:37.066721] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:37.066748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:37.066806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:37.125082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:37.125819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:37.125899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:37.125932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:37.244340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:37.244493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:37.244555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:37.244606] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:37.248004] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: DOWN (p=9.23%)
[2025-12-26T20:23:37.248285] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2025-12-26T20:23:37.248410] [INFO ] [sig       ] GWRS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:37.391045] [INFO ] [LOCAL     ] Saved forecast: GWRS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/GWRS.txt
[2025-12-26T20:23:37.391199] [INFO ] [sig       ] [1474/3548] Completed GWRS in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-26T20:23:37.391244] [INFO ] [sig       ] [1475/3548] Forecasting GXAI...
[2025-12-26T20:23:37.391281] [INFO ] [sig       ] Generating forecast for: GXAI
[2025-12-26T20:23:37.391310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2025-12-26T20:23:37.402634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2025-12-26T20:23:37.402983] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2025-12-26T20:23:37.403810] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2025-12-26T20:23:37.403862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:37.403922] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:37.403951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:37.404011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:37.463239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:37.464065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:37.464151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:37.464193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:37.580630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:37.580782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:37.580828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:37.580857] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:37.584292] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: UP (p=87.94%)
[2025-12-26T20:23:37.584587] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2025-12-26T20:23:37.584717] [INFO ] [sig       ] GXAI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:37.729642] [INFO ] [LOCAL     ] Saved forecast: GXAI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GXAI.txt
[2025-12-26T20:23:37.729843] [INFO ] [sig       ] [1475/3548] Completed GXAI in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-26T20:23:37.729905] [INFO ] [sig       ] [1476/3548] Forecasting GYRE...
[2025-12-26T20:23:37.729949] [INFO ] [sig       ] Generating forecast for: GYRE
[2025-12-26T20:23:37.729987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2025-12-26T20:23:37.742154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2025-12-26T20:23:37.742644] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2025-12-26T20:23:37.743605] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2025-12-26T20:23:37.743681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:37.743715] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:37.743742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:37.743802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:37.806089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:37.806967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:37.807050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:37.807083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:37.926886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:37.927034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:37.927076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:37.927104] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:37.930442] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: UP (p=73.97%)
[2025-12-26T20:23:37.930728] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2025-12-26T20:23:37.930851] [INFO ] [sig       ] GYRE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:38.082050] [INFO ] [LOCAL     ] Saved forecast: GYRE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/GYRE.txt
[2025-12-26T20:23:38.082252] [INFO ] [sig       ] [1476/3548] Completed GYRE in 0.4s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-26T20:23:38.082296] [INFO ] [sig       ] [1477/3548] Forecasting H...
[2025-12-26T20:23:38.082328] [INFO ] [sig       ] Generating forecast for: H
[2025-12-26T20:23:38.082357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-12-26T20:23:38.094999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2025-12-26T20:23:38.095372] [INFO ] [FORECASTER] Starting predict_future for H
[2025-12-26T20:23:38.096321] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-12-26T20:23:38.096374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:38.096407] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:38.096433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:38.096491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:38.161481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:38.162377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:38.162461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:38.162493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:38.287004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:38.287153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:38.287200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:38.287236] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:38.290886] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: DOWN (p=5.17%)
[2025-12-26T20:23:38.291167] [INFO ] [FORECASTER] Completed predict_future for H
[2025-12-26T20:23:38.291494] [INFO ] [sig       ] H: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:38.442646] [INFO ] [LOCAL     ] Saved forecast: H	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/H.txt
[2025-12-26T20:23:38.442805] [INFO ] [sig       ] [1477/3548] Completed H in 0.4s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-26T20:23:38.442852] [INFO ] [sig       ] [1478/3548] Forecasting HAE...
[2025-12-26T20:23:38.442884] [INFO ] [sig       ] Generating forecast for: HAE
[2025-12-26T20:23:38.442915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-12-26T20:23:38.455055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2025-12-26T20:23:38.455462] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-12-26T20:23:38.456345] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-12-26T20:23:38.456401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:38.456450] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:38.456478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:38.456544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:38.520994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:38.521865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:38.521948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:38.521981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:38.648966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:38.649120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:38.649168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:38.649195] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:38.652832] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=9.16%)
[2025-12-26T20:23:38.653112] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-12-26T20:23:38.653239] [INFO ] [sig       ] HAE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:38.801968] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HAE.txt
[2025-12-26T20:23:38.802103] [INFO ] [sig       ] [1478/3548] Completed HAE in 0.4s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-26T20:23:38.802144] [INFO ] [sig       ] [1479/3548] Forecasting HAFC...
[2025-12-26T20:23:38.802174] [INFO ] [sig       ] Generating forecast for: HAFC
[2025-12-26T20:23:38.802204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2025-12-26T20:23:38.813972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2025-12-26T20:23:38.814346] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2025-12-26T20:23:38.815387] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2025-12-26T20:23:38.815452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:38.815498] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:38.815540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:38.815650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:38.874632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:38.875396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:38.875476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:38.875509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:38.995693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:38.995842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:38.995885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:38.995913] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:38.999264] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: UP (p=60.77%)
[2025-12-26T20:23:38.999532] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2025-12-26T20:23:38.999670] [INFO ] [sig       ] HAFC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:39.141290] [INFO ] [LOCAL     ] Saved forecast: HAFC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HAFC.txt
[2025-12-26T20:23:39.141448] [INFO ] [sig       ] [1479/3548] Completed HAFC in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-26T20:23:39.141487] [INFO ] [sig       ] [1480/3548] Forecasting HAIN...
[2025-12-26T20:23:39.141516] [INFO ] [sig       ] Generating forecast for: HAIN
[2025-12-26T20:23:39.141547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'.
[2025-12-26T20:23:39.155068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAIN'.
[2025-12-26T20:23:39.155759] [INFO ] [FORECASTER] Starting predict_future for HAIN
[2025-12-26T20:23:39.156747] [DEBUG] [LOCAL     ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt
[2025-12-26T20:23:39.156801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:39.156835] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:39.156863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:39.156923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:39.215555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:39.216760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:39.216861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:39.216894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:39.345426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:39.345608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:39.345656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:39.345686] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:39.349367] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: DOWN (p=3.16%)
[2025-12-26T20:23:39.349693] [INFO ] [FORECASTER] Completed predict_future for HAIN
[2025-12-26T20:23:39.349831] [INFO ] [sig       ] HAIN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:39.507711] [INFO ] [LOCAL     ] Saved forecast: HAIN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HAIN.txt
[2025-12-26T20:23:39.507899] [INFO ] [sig       ] [1480/3548] Completed HAIN in 0.4s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-26T20:23:39.507950] [INFO ] [sig       ] [1481/3548] Forecasting HAL...
[2025-12-26T20:23:39.507986] [INFO ] [sig       ] Generating forecast for: HAL
[2025-12-26T20:23:39.508027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-12-26T20:23:39.520968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2025-12-26T20:23:39.521316] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-12-26T20:23:39.522208] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-12-26T20:23:39.522267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:39.522305] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:39.522332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:39.522400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:39.589185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:39.590013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:39.590095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:39.590132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:39.720839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:39.720994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:39.721036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:39.721065] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:39.724445] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: DOWN (p=4.35%)
[2025-12-26T20:23:39.724740] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-12-26T20:23:39.724864] [INFO ] [sig       ] HAL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:39.868338] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HAL.txt
[2025-12-26T20:23:39.868495] [INFO ] [sig       ] [1481/3548] Completed HAL in 0.4s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-26T20:23:39.868538] [INFO ] [sig       ] [1482/3548] Forecasting HALO...
[2025-12-26T20:23:39.868593] [INFO ] [sig       ] Generating forecast for: HALO
[2025-12-26T20:23:39.868628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2025-12-26T20:23:39.879420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2025-12-26T20:23:39.879831] [INFO ] [FORECASTER] Starting predict_future for HALO
[2025-12-26T20:23:39.880661] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2025-12-26T20:23:39.880712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:39.880743] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:39.880770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:39.880827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:39.940660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:39.941568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:39.941664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:39.941696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:40.068229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:40.068621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:40.068666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:40.068695] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:40.072259] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: UP (p=76.89%)
[2025-12-26T20:23:40.072565] [INFO ] [FORECASTER] Completed predict_future for HALO
[2025-12-26T20:23:40.072717] [INFO ] [sig       ] HALO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:40.217393] [INFO ] [LOCAL     ] Saved forecast: HALO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HALO.txt
[2025-12-26T20:23:40.217539] [INFO ] [sig       ] [1482/3548] Completed HALO in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-26T20:23:40.217595] [INFO ] [sig       ] [1483/3548] Forecasting HAS...
[2025-12-26T20:23:40.217626] [INFO ] [sig       ] Generating forecast for: HAS
[2025-12-26T20:23:40.217655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2025-12-26T20:23:40.228920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2025-12-26T20:23:40.229301] [INFO ] [FORECASTER] Starting predict_future for HAS
[2025-12-26T20:23:40.230113] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2025-12-26T20:23:40.230180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:40.230228] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:40.230286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:40.230358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:40.286642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:40.287380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:40.287461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:40.287493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:40.407643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:40.407806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:40.407849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:40.407878] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:40.411303] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: DOWN (p=25.55%)
[2025-12-26T20:23:40.411604] [INFO ] [FORECASTER] Completed predict_future for HAS
[2025-12-26T20:23:40.411733] [INFO ] [sig       ] HAS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:40.555302] [INFO ] [LOCAL     ] Saved forecast: HAS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HAS.txt
[2025-12-26T20:23:40.555428] [INFO ] [sig       ] [1483/3548] Completed HAS in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-26T20:23:40.555465] [INFO ] [sig       ] [1484/3548] Forecasting HASI...
[2025-12-26T20:23:40.555494] [INFO ] [sig       ] Generating forecast for: HASI
[2025-12-26T20:23:40.555524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-12-26T20:23:40.567235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2025-12-26T20:23:40.567671] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-12-26T20:23:40.568498] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-12-26T20:23:40.568549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:40.568609] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:40.568637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:40.568694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:40.625680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:40.626536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:40.626640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:40.626674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:40.747714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:40.747873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:40.747916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:40.747943] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:40.751361] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: UP (p=52.60%)
[2025-12-26T20:23:40.751667] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-12-26T20:23:40.751795] [INFO ] [sig       ] HASI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:40.898311] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HASI.txt
[2025-12-26T20:23:40.898489] [INFO ] [sig       ] [1484/3548] Completed HASI in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-26T20:23:40.898532] [INFO ] [sig       ] [1485/3548] Forecasting HBAN...
[2025-12-26T20:23:40.898563] [INFO ] [sig       ] Generating forecast for: HBAN
[2025-12-26T20:23:40.898619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'.
[2025-12-26T20:23:40.914159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBAN'.
[2025-12-26T20:23:40.916296] [INFO ] [FORECASTER] Starting predict_future for HBAN
[2025-12-26T20:23:40.917784] [DEBUG] [LOCAL     ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt
[2025-12-26T20:23:40.917844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:40.917877] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:40.917911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:40.917996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:40.985627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:40.986570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:40.986708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:40.986743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:41.112636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:41.112912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:41.112958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:41.113029] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:41.116518] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: DOWN (p=23.71%)
[2025-12-26T20:23:41.116814] [INFO ] [FORECASTER] Completed predict_future for HBAN
[2025-12-26T20:23:41.116939] [INFO ] [sig       ] HBAN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:41.266836] [INFO ] [LOCAL     ] Saved forecast: HBAN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HBAN.txt
[2025-12-26T20:23:41.267002] [INFO ] [sig       ] [1485/3548] Completed HBAN in 0.4s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-26T20:23:41.267043] [INFO ] [sig       ] [1486/3548] Forecasting HBANL...
[2025-12-26T20:23:41.267075] [INFO ] [sig       ] Generating forecast for: HBANL
[2025-12-26T20:23:41.267105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2025-12-26T20:23:41.278678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2025-12-26T20:23:41.279097] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2025-12-26T20:23:41.279968] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2025-12-26T20:23:41.280028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:41.280061] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:41.280089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:41.280161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:41.340935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:41.341819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:41.341900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:41.341933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:41.463038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:41.463195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:41.463253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:41.463293] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:41.467050] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: DOWN (p=29.53%)
[2025-12-26T20:23:41.467332] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2025-12-26T20:23:41.467459] [INFO ] [sig       ] HBANL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:41.615474] [INFO ] [LOCAL     ] Saved forecast: HBANL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HBANL.txt
[2025-12-26T20:23:41.615620] [INFO ] [sig       ] [1486/3548] Completed HBANL in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-26T20:23:41.615660] [INFO ] [sig       ] [1487/3548] Forecasting HBANP...
[2025-12-26T20:23:41.615690] [INFO ] [sig       ] Generating forecast for: HBANP
[2025-12-26T20:23:41.615719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2025-12-26T20:23:41.628477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2025-12-26T20:23:41.629069] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2025-12-26T20:23:41.629957] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2025-12-26T20:23:41.630023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:41.630065] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:41.630093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:41.630151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:41.692956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:41.693935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:41.694041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:41.694107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:41.824044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:41.824220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:41.824284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:41.824327] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:41.829402] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: DOWN (p=45.53%)
[2025-12-26T20:23:41.829794] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2025-12-26T20:23:41.829968] [INFO ] [sig       ] HBANP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:41.977778] [INFO ] [LOCAL     ] Saved forecast: HBANP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HBANP.txt
[2025-12-26T20:23:41.977904] [INFO ] [sig       ] [1487/3548] Completed HBANP in 0.4s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-26T20:23:41.977943] [INFO ] [sig       ] [1488/3548] Forecasting HBB...
[2025-12-26T20:23:41.977972] [INFO ] [sig       ] Generating forecast for: HBB
[2025-12-26T20:23:41.978001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-12-26T20:23:41.989058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2025-12-26T20:23:41.989461] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-12-26T20:23:41.990245] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-12-26T20:23:41.990296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:41.990327] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:41.990354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:41.990413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:42.047223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:42.047870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:42.047945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:42.047977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:42.161367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:42.161521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:42.161563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:42.161612] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:42.164949] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: UP (p=91.69%)
[2025-12-26T20:23:42.165219] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-12-26T20:23:42.165339] [INFO ] [sig       ] HBB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:42.305519] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HBB.txt
[2025-12-26T20:23:42.305681] [INFO ] [sig       ] [1488/3548] Completed HBB in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-26T20:23:42.305723] [INFO ] [sig       ] [1489/3548] Forecasting HBCP...
[2025-12-26T20:23:42.305753] [INFO ] [sig       ] Generating forecast for: HBCP
[2025-12-26T20:23:42.305783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2025-12-26T20:23:42.317113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2025-12-26T20:23:42.317516] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2025-12-26T20:23:42.318317] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2025-12-26T20:23:42.318369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:42.318399] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:42.318442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:42.318500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:42.374451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:42.375120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:42.375197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:42.375229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:42.492643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:42.492853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:42.492930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:42.492964] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:42.496552] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: UP (p=71.89%)
[2025-12-26T20:23:42.496852] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2025-12-26T20:23:42.496975] [INFO ] [sig       ] HBCP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:42.636460] [INFO ] [LOCAL     ] Saved forecast: HBCP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HBCP.txt
[2025-12-26T20:23:42.636615] [INFO ] [sig       ] [1489/3548] Completed HBCP in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-26T20:23:42.636656] [INFO ] [sig       ] [1490/3548] Forecasting HBM...
[2025-12-26T20:23:42.636686] [INFO ] [sig       ] Generating forecast for: HBM
[2025-12-26T20:23:42.636715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-12-26T20:23:42.647668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2025-12-26T20:23:42.647997] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-12-26T20:23:42.648802] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-12-26T20:23:42.648852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:42.648904] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:42.648932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:42.648989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:42.705129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:42.705888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:42.705972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:42.706005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:42.831075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:42.831232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:42.831274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:42.831301] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:42.834677] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: UP (p=64.62%)
[2025-12-26T20:23:42.834949] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-12-26T20:23:42.835071] [INFO ] [sig       ] HBM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:42.980345] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HBM.txt
[2025-12-26T20:23:42.980503] [INFO ] [sig       ] [1490/3548] Completed HBM in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-26T20:23:42.980544] [INFO ] [sig       ] [1491/3548] Forecasting HBNC...
[2025-12-26T20:23:42.980593] [INFO ] [sig       ] Generating forecast for: HBNC
[2025-12-26T20:23:42.980628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2025-12-26T20:23:42.991992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2025-12-26T20:23:42.992373] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2025-12-26T20:23:42.993196] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2025-12-26T20:23:42.993248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:42.993279] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:42.993306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:42.993363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:43.050467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:43.051340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:43.051424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:43.051456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:43.168094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:43.168242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:43.168285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:43.168313] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:43.171671] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: DOWN (p=20.74%)
[2025-12-26T20:23:43.171940] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2025-12-26T20:23:43.172060] [INFO ] [sig       ] HBNC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:43.316568] [INFO ] [LOCAL     ] Saved forecast: HBNC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HBNC.txt
[2025-12-26T20:23:43.316717] [INFO ] [sig       ] [1491/3548] Completed HBNC in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-26T20:23:43.316755] [INFO ] [sig       ] [1492/3548] Forecasting HCA...
[2025-12-26T20:23:43.316784] [INFO ] [sig       ] Generating forecast for: HCA
[2025-12-26T20:23:43.316813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-12-26T20:23:43.328552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2025-12-26T20:23:43.328941] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-12-26T20:23:43.329756] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-12-26T20:23:43.329836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:43.329868] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:43.329894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:43.329952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:43.386427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:43.387074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:43.387152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:43.387183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:43.505832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:43.505981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:43.506023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:43.506051] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:43.509392] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: UP (p=67.98%)
[2025-12-26T20:23:43.509679] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-12-26T20:23:43.509802] [INFO ] [sig       ] HCA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:43.649232] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HCA.txt
[2025-12-26T20:23:43.649347] [INFO ] [sig       ] [1492/3548] Completed HCA in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-26T20:23:43.649385] [INFO ] [sig       ] [1493/3548] Forecasting HCC...
[2025-12-26T20:23:43.649414] [INFO ] [sig       ] Generating forecast for: HCC
[2025-12-26T20:23:43.649449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-12-26T20:23:43.660869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2025-12-26T20:23:43.661155] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-12-26T20:23:43.661922] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-12-26T20:23:43.661974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:43.662004] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:43.662030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:43.662087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:43.718696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:43.719551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:43.719649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:43.719681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:43.841241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:43.841393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:43.841435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:43.841464] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:43.844809] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: UP (p=98.88%)
[2025-12-26T20:23:43.845080] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-12-26T20:23:43.845198] [INFO ] [sig       ] HCC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:43.985125] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HCC.txt
[2025-12-26T20:23:43.985263] [INFO ] [sig       ] [1493/3548] Completed HCC in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-26T20:23:43.985302] [INFO ] [sig       ] [1494/3548] Forecasting HCI...
[2025-12-26T20:23:43.985332] [INFO ] [sig       ] Generating forecast for: HCI
[2025-12-26T20:23:43.985362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-12-26T20:23:43.996264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2025-12-26T20:23:43.996671] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-12-26T20:23:43.997458] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-12-26T20:23:43.997509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:43.997540] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:43.997566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:43.997645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:44.054345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:44.055012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:44.055087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:44.055119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:44.173933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:44.174104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:44.174146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:44.174174] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:44.177675] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: UP (p=88.81%)
[2025-12-26T20:23:44.177971] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-12-26T20:23:44.178101] [INFO ] [sig       ] HCI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:44.320935] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HCI.txt
[2025-12-26T20:23:44.321064] [INFO ] [sig       ] [1494/3548] Completed HCI in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-26T20:23:44.321103] [INFO ] [sig       ] [1495/3548] Forecasting HCM...
[2025-12-26T20:23:44.321133] [INFO ] [sig       ] Generating forecast for: HCM
[2025-12-26T20:23:44.321162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2025-12-26T20:23:44.332403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2025-12-26T20:23:44.332713] [INFO ] [FORECASTER] Starting predict_future for HCM
[2025-12-26T20:23:44.333466] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2025-12-26T20:23:44.333516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:44.333547] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:44.333602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:44.333663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:44.390597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:44.391346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:44.391424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:44.391456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:44.511173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:44.511319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:44.511362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:44.511421] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:44.514766] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: UP (p=68.40%)
[2025-12-26T20:23:44.515031] [INFO ] [FORECASTER] Completed predict_future for HCM
[2025-12-26T20:23:44.515151] [INFO ] [sig       ] HCM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:44.655029] [INFO ] [LOCAL     ] Saved forecast: HCM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HCM.txt
[2025-12-26T20:23:44.655154] [INFO ] [sig       ] [1495/3548] Completed HCM in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-26T20:23:44.655191] [INFO ] [sig       ] [1496/3548] Forecasting HCSG...
[2025-12-26T20:23:44.655220] [INFO ] [sig       ] Generating forecast for: HCSG
[2025-12-26T20:23:44.655250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2025-12-26T20:23:44.666437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2025-12-26T20:23:44.666743] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2025-12-26T20:23:44.667497] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2025-12-26T20:23:44.667547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:44.667600] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:44.667629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:44.667686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:44.724307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:44.725134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:44.725214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:44.725245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:44.842126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:44.842277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:44.842318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:44.842346] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:44.845720] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-12-26T20:23:44.845997] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2025-12-26T20:23:44.846117] [INFO ] [sig       ] HCSG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:44.989654] [INFO ] [LOCAL     ] Saved forecast: HCSG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HCSG.txt
[2025-12-26T20:23:44.989812] [INFO ] [sig       ] [1496/3548] Completed HCSG in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-26T20:23:44.989853] [INFO ] [sig       ] [1497/3548] Forecasting HCTI...
[2025-12-26T20:23:44.989882] [INFO ] [sig       ] Generating forecast for: HCTI
[2025-12-26T20:23:44.989912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'.
[2025-12-26T20:23:45.001076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCTI'.
[2025-12-26T20:23:45.001378] [INFO ] [FORECASTER] Starting predict_future for HCTI
[2025-12-26T20:23:45.002158] [DEBUG] [LOCAL     ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt
[2025-12-26T20:23:45.002209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:45.002239] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:45.002266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:45.002324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:45.058996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:45.059862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:45.059943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:45.059976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:45.174526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:45.174668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:45.174710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:45.174738] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:45.177964] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: UP (p=90.09%)
[2025-12-26T20:23:45.178225] [INFO ] [FORECASTER] Completed predict_future for HCTI
[2025-12-26T20:23:45.178344] [INFO ] [sig       ] HCTI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:45.317975] [INFO ] [LOCAL     ] Saved forecast: HCTI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HCTI.txt
[2025-12-26T20:23:45.318099] [INFO ] [sig       ] [1497/3548] Completed HCTI in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-26T20:23:45.318138] [INFO ] [sig       ] [1498/3548] Forecasting HD...
[2025-12-26T20:23:45.318167] [INFO ] [sig       ] Generating forecast for: HD
[2025-12-26T20:23:45.318197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-12-26T20:23:45.329258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2025-12-26T20:23:45.329566] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-12-26T20:23:45.330336] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-12-26T20:23:45.330386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:45.330417] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:45.330443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:45.330500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:45.387106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:45.387710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:45.387784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:45.387816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:45.503851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:45.504014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:45.504057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:45.504085] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:45.507405] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: DOWN (p=8.36%)
[2025-12-26T20:23:45.507691] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-12-26T20:23:45.507815] [INFO ] [sig       ] HD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:45.647681] [INFO ] [LOCAL     ] Saved forecast: HD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HD.txt
[2025-12-26T20:23:45.647836] [INFO ] [sig       ] [1498/3548] Completed HD in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-26T20:23:45.647876] [INFO ] [sig       ] [1499/3548] Forecasting HDB...
[2025-12-26T20:23:45.647907] [INFO ] [sig       ] Generating forecast for: HDB
[2025-12-26T20:23:45.647937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-12-26T20:23:45.662186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2025-12-26T20:23:45.662602] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-12-26T20:23:45.663449] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-12-26T20:23:45.663501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:45.663532] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:45.663559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:45.663635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:45.720404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:45.721070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:45.721146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:45.721178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:45.841457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:45.841621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:45.841666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:45.841695] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:45.845055] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: UP (p=64.91%)
[2025-12-26T20:23:45.845329] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-12-26T20:23:45.845449] [INFO ] [sig       ] HDB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:45.993623] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HDB.txt
[2025-12-26T20:23:45.993777] [INFO ] [sig       ] [1499/3548] Completed HDB in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-26T20:23:45.993816] [INFO ] [sig       ] [1500/3548] Forecasting HDSN...
[2025-12-26T20:23:45.993846] [INFO ] [sig       ] Generating forecast for: HDSN
[2025-12-26T20:23:45.993875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2025-12-26T20:23:46.005389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2025-12-26T20:23:46.005721] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2025-12-26T20:23:46.006558] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2025-12-26T20:23:46.006636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:46.006670] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:46.006698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:46.006759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:46.067027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:46.067915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:46.068000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:46.068034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:46.182949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:46.183105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:46.183147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:46.183174] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:46.186500] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: UP (p=93.78%)
[2025-12-26T20:23:46.186788] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2025-12-26T20:23:46.186906] [INFO ] [sig       ] HDSN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:46.327873] [INFO ] [LOCAL     ] Saved forecast: HDSN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HDSN.txt
[2025-12-26T20:23:46.327999] [INFO ] [sig       ] [1500/3548] Completed HDSN in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-26T20:23:46.328037] [INFO ] [sig       ] [1501/3548] Forecasting HE...
[2025-12-26T20:23:46.328066] [INFO ] [sig       ] Generating forecast for: HE
[2025-12-26T20:23:46.328096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-12-26T20:23:46.339556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2025-12-26T20:23:46.339872] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-12-26T20:23:46.340683] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-12-26T20:23:46.340736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:46.340770] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:46.340798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:46.340857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:46.401064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:46.401749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:46.401830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:46.401865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:46.521933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:46.522119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:46.522162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:46.522190] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:46.525549] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: UP (p=66.19%)
[2025-12-26T20:23:46.525833] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-12-26T20:23:46.525952] [INFO ] [sig       ] HE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:46.666432] [INFO ] [LOCAL     ] Saved forecast: HE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HE.txt
[2025-12-26T20:23:46.666777] [INFO ] [sig       ] [1501/3548] Completed HE in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-26T20:23:46.666819] [INFO ] [sig       ] [1502/3548] Forecasting HEI...
[2025-12-26T20:23:46.666847] [INFO ] [sig       ] Generating forecast for: HEI
[2025-12-26T20:23:46.666877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-12-26T20:23:46.678424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2025-12-26T20:23:46.678775] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-12-26T20:23:46.679610] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-12-26T20:23:46.679663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:46.679710] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:46.679742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:46.679801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:46.740145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:46.740816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:46.740896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:46.740973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:46.862213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:46.862363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:46.862405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:46.862434] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:46.865851] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: UP (p=68.41%)
[2025-12-26T20:23:46.866130] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-12-26T20:23:46.866250] [INFO ] [sig       ] HEI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:47.005834] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HEI.txt
[2025-12-26T20:23:47.005940] [INFO ] [sig       ] [1502/3548] Completed HEI in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-26T20:23:47.005979] [INFO ] [sig       ] [1503/3548] Forecasting HELE...
[2025-12-26T20:23:47.006007] [INFO ] [sig       ] Generating forecast for: HELE
[2025-12-26T20:23:47.006036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2025-12-26T20:23:47.016621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2025-12-26T20:23:47.016911] [INFO ] [FORECASTER] Starting predict_future for HELE
[2025-12-26T20:23:47.017683] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2025-12-26T20:23:47.017734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:47.017765] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:47.017792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:47.017849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:47.074630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:47.075208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:47.075284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:47.075316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:47.197171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:47.197354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:47.197404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:47.197435] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:47.200927] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: DOWN (p=34.69%)
[2025-12-26T20:23:47.201207] [INFO ] [FORECASTER] Completed predict_future for HELE
[2025-12-26T20:23:47.201333] [INFO ] [sig       ] HELE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:47.339629] [INFO ] [LOCAL     ] Saved forecast: HELE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HELE.txt
[2025-12-26T20:23:47.339763] [INFO ] [sig       ] [1503/3548] Completed HELE in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-26T20:23:47.339805] [INFO ] [sig       ] [1504/3548] Forecasting HEPS...
[2025-12-26T20:23:47.339835] [INFO ] [sig       ] Generating forecast for: HEPS
[2025-12-26T20:23:47.339865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2025-12-26T20:23:47.351079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2025-12-26T20:23:47.351415] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2025-12-26T20:23:47.352195] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2025-12-26T20:23:47.352246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:47.352277] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:47.352303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:47.352361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:47.408569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:47.409218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:47.409296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:47.409328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:47.528744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:47.528906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:47.528949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:47.528977] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:47.532285] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: DOWN (p=6.44%)
[2025-12-26T20:23:47.532558] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2025-12-26T20:23:47.532699] [INFO ] [sig       ] HEPS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:47.669940] [INFO ] [LOCAL     ] Saved forecast: HEPS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HEPS.txt
[2025-12-26T20:23:47.670054] [INFO ] [sig       ] [1504/3548] Completed HEPS in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-26T20:23:47.670091] [INFO ] [sig       ] [1505/3548] Forecasting HEQ...
[2025-12-26T20:23:47.670120] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-12-26T20:23:47.670150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-12-26T20:23:47.680502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2025-12-26T20:23:47.680830] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-12-26T20:23:47.681598] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-12-26T20:23:47.681648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:47.681679] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:47.681707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:47.681764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:47.737891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:47.738526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:47.738622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:47.738656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:47.851191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:47.851341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:47.851381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:47.851410] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:47.854749] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: DOWN (p=34.39%)
[2025-12-26T20:23:47.855019] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-12-26T20:23:47.855142] [INFO ] [sig       ] HEQ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:47.996489] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HEQ.txt
[2025-12-26T20:23:47.996667] [INFO ] [sig       ] [1505/3548] Completed HEQ in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-26T20:23:47.996724] [INFO ] [sig       ] [1506/3548] Forecasting HERO...
[2025-12-26T20:23:47.996755] [INFO ] [sig       ] Generating forecast for: HERO
[2025-12-26T20:23:47.996785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2025-12-26T20:23:48.007443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2025-12-26T20:23:48.007806] [INFO ] [FORECASTER] Starting predict_future for HERO
[2025-12-26T20:23:48.008557] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2025-12-26T20:23:48.008633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:48.008666] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:48.008693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:48.008755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:48.064517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:48.065173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:48.065253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:48.065283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:48.183967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:48.184112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:48.184155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:48.184184] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:48.187516] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: DOWN (p=31.28%)
[2025-12-26T20:23:48.187806] [INFO ] [FORECASTER] Completed predict_future for HERO
[2025-12-26T20:23:48.187928] [INFO ] [sig       ] HERO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:48.326536] [INFO ] [LOCAL     ] Saved forecast: HERO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HERO.txt
[2025-12-26T20:23:48.326683] [INFO ] [sig       ] [1506/3548] Completed HERO in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-26T20:23:48.326724] [INFO ] [sig       ] [1507/3548] Forecasting HESM...
[2025-12-26T20:23:48.326753] [INFO ] [sig       ] Generating forecast for: HESM
[2025-12-26T20:23:48.326783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-12-26T20:23:48.337745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2025-12-26T20:23:48.338061] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-12-26T20:23:48.338833] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-12-26T20:23:48.338904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:48.338937] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:48.338963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:48.339020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:48.394309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:48.394948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:48.395026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:48.395057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:48.519247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:48.519395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:48.519438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:48.519466] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:48.522829] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: UP (p=83.94%)
[2025-12-26T20:23:48.523096] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-12-26T20:23:48.523235] [INFO ] [sig       ] HESM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:48.663041] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HESM.txt
[2025-12-26T20:23:48.663195] [INFO ] [sig       ] [1507/3548] Completed HESM in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-26T20:23:48.663235] [INFO ] [sig       ] [1508/3548] Forecasting HFFG...
[2025-12-26T20:23:48.663264] [INFO ] [sig       ] Generating forecast for: HFFG
[2025-12-26T20:23:48.663293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2025-12-26T20:23:48.673979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFFG'.
[2025-12-26T20:23:48.674347] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2025-12-26T20:23:48.675127] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2025-12-26T20:23:48.675179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:48.675212] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:48.675239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:48.675297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:48.732200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:48.732880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:48.732957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:48.732988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:48.848986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:48.849138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:48.849186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:48.849215] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:48.852674] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: UP (p=93.95%)
[2025-12-26T20:23:48.852956] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2025-12-26T20:23:48.853079] [INFO ] [sig       ] HFFG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:48.991486] [INFO ] [LOCAL     ] Saved forecast: HFFG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HFFG.txt
[2025-12-26T20:23:48.991627] [INFO ] [sig       ] [1508/3548] Completed HFFG in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-26T20:23:48.991668] [INFO ] [sig       ] [1509/3548] Forecasting HFRO...
[2025-12-26T20:23:48.991697] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-12-26T20:23:48.991727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-12-26T20:23:49.003160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2025-12-26T20:23:49.003520] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-12-26T20:23:49.004508] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-12-26T20:23:49.004593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:49.004662] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:49.004705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:49.004791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:49.066103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:49.067110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:49.067201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:49.067241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:49.193500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:49.193666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:49.193727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:49.193757] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:49.197329] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=98.21%)
[2025-12-26T20:23:49.197629] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-12-26T20:23:49.197755] [INFO ] [sig       ] HFRO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:49.345280] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HFRO.txt
[2025-12-26T20:23:49.345426] [INFO ] [sig       ] [1509/3548] Completed HFRO in 0.4s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-26T20:23:49.345469] [INFO ] [sig       ] [1510/3548] Forecasting HFWA...
[2025-12-26T20:23:49.345498] [INFO ] [sig       ] Generating forecast for: HFWA
[2025-12-26T20:23:49.345530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2025-12-26T20:23:49.356529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2025-12-26T20:23:49.356892] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2025-12-26T20:23:49.357726] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2025-12-26T20:23:49.357779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:49.357812] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:49.357840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:49.357899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:49.420477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:49.421235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:49.421315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:49.421348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:49.548194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:49.548349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:49.548391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:49.548423] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:49.552035] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: DOWN (p=39.78%)
[2025-12-26T20:23:49.552385] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2025-12-26T20:23:49.552537] [INFO ] [sig       ] HFWA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:49.711669] [INFO ] [LOCAL     ] Saved forecast: HFWA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HFWA.txt
[2025-12-26T20:23:49.711829] [INFO ] [sig       ] [1510/3548] Completed HFWA in 0.4s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-26T20:23:49.711873] [INFO ] [sig       ] [1511/3548] Forecasting HG...
[2025-12-26T20:23:49.711903] [INFO ] [sig       ] Generating forecast for: HG
[2025-12-26T20:23:49.711933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-12-26T20:23:49.723743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2025-12-26T20:23:49.724127] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-12-26T20:23:49.724948] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-12-26T20:23:49.725001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:49.725035] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:49.725062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:49.725120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:49.787202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:49.788180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:49.788282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:49.788317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:49.918038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:49.918188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:49.918232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:49.918261] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:49.921851] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: DOWN (p=27.26%)
[2025-12-26T20:23:49.922188] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-12-26T20:23:49.922351] [INFO ] [sig       ] HG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:50.072795] [INFO ] [LOCAL     ] Saved forecast: HG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HG.txt
[2025-12-26T20:23:50.072953] [INFO ] [sig       ] [1511/3548] Completed HG in 0.4s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-26T20:23:50.073002] [INFO ] [sig       ] [1512/3548] Forecasting HGBL...
[2025-12-26T20:23:50.073032] [INFO ] [sig       ] Generating forecast for: HGBL
[2025-12-26T20:23:50.073062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2025-12-26T20:23:50.085112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2025-12-26T20:23:50.085528] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2025-12-26T20:23:50.086509] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2025-12-26T20:23:50.086565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:50.086620] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:50.086647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:50.086706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:50.147275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:50.148232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:50.148317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:50.148351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:50.268766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:50.268932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:50.268986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:50.269049] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:50.272650] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: UP (p=91.53%)
[2025-12-26T20:23:50.272954] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2025-12-26T20:23:50.273082] [INFO ] [sig       ] HGBL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:50.421677] [INFO ] [LOCAL     ] Saved forecast: HGBL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HGBL.txt
[2025-12-26T20:23:50.421840] [INFO ] [sig       ] [1512/3548] Completed HGBL in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-26T20:23:50.421901] [INFO ] [sig       ] [1513/3548] Forecasting HGLB...
[2025-12-26T20:23:50.421937] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-12-26T20:23:50.421968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-12-26T20:23:50.433591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2025-12-26T20:23:50.433991] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-12-26T20:23:50.434862] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-12-26T20:23:50.434915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:50.434964] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:50.434992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:50.435051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:50.492944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:50.493605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:50.493684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:50.493715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:50.628735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:50.628939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:50.629006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:50.629050] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:50.633359] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: DOWN (p=19.59%)
[2025-12-26T20:23:50.633790] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-12-26T20:23:50.633979] [INFO ] [sig       ] HGLB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:50.776213] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HGLB.txt
[2025-12-26T20:23:50.776341] [INFO ] [sig       ] [1513/3548] Completed HGLB in 0.4s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-26T20:23:50.776380] [INFO ] [sig       ] [1514/3548] Forecasting HGTY...
[2025-12-26T20:23:50.776410] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-12-26T20:23:50.776439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-12-26T20:23:50.788125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2025-12-26T20:23:50.788507] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-12-26T20:23:50.789398] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-12-26T20:23:50.789451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:50.789485] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:50.789513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:50.789590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:50.851474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:50.852163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:50.852248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:50.852280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:50.976351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:50.976502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:50.976546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:50.976595] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:50.980222] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: DOWN (p=28.91%)
[2025-12-26T20:23:50.980507] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-12-26T20:23:50.980653] [INFO ] [sig       ] HGTY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:51.120927] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HGTY.txt
[2025-12-26T20:23:51.121066] [INFO ] [sig       ] [1514/3548] Completed HGTY in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-26T20:23:51.121107] [INFO ] [sig       ] [1515/3548] Forecasting HHH...
[2025-12-26T20:23:51.121136] [INFO ] [sig       ] Generating forecast for: HHH
[2025-12-26T20:23:51.121166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-12-26T20:23:51.132031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2025-12-26T20:23:51.132411] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-12-26T20:23:51.133227] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-12-26T20:23:51.133278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:51.133308] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:51.133334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:51.133390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:51.189675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:51.190345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:51.190429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:51.190468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:51.309192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:51.309341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:51.309384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:51.309412] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:51.312760] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=28.73%)
[2025-12-26T20:23:51.313032] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-12-26T20:23:51.313156] [INFO ] [sig       ] HHH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:51.451787] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HHH.txt
[2025-12-26T20:23:51.451910] [INFO ] [sig       ] [1515/3548] Completed HHH in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-26T20:23:51.451948] [INFO ] [sig       ] [1516/3548] Forecasting HI...
[2025-12-26T20:23:51.451977] [INFO ] [sig       ] Generating forecast for: HI
[2025-12-26T20:23:51.452006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-12-26T20:23:51.462812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HI'.
[2025-12-26T20:23:51.463151] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-12-26T20:23:51.463936] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-12-26T20:23:51.463987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:51.464018] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:51.464044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:51.464102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:51.520681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:51.521320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:51.521396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:51.521427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:51.641329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:51.641485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:51.641529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:51.641558] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:51.644983] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: UP (p=96.38%)
[2025-12-26T20:23:51.645260] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-12-26T20:23:51.645384] [INFO ] [sig       ] HI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:51.787425] [INFO ] [LOCAL     ] Saved forecast: HI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HI.txt
[2025-12-26T20:23:51.787563] [INFO ] [sig       ] [1516/3548] Completed HI in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-26T20:23:51.787620] [INFO ] [sig       ] [1517/3548] Forecasting HIFS...
[2025-12-26T20:23:51.787650] [INFO ] [sig       ] Generating forecast for: HIFS
[2025-12-26T20:23:51.787685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2025-12-26T20:23:51.798698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2025-12-26T20:23:51.799060] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2025-12-26T20:23:51.800038] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2025-12-26T20:23:51.800089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:51.800120] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:51.800146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:51.800204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:51.857450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:51.858154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:51.858233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:51.858265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:51.970765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:51.970914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:51.970956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:51.970983] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:51.974394] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2025-12-26T20:23:51.974683] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2025-12-26T20:23:51.974806] [INFO ] [sig       ] HIFS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:52.118971] [INFO ] [LOCAL     ] Saved forecast: HIFS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HIFS.txt
[2025-12-26T20:23:52.119101] [INFO ] [sig       ] [1517/3548] Completed HIFS in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-26T20:23:52.119140] [INFO ] [sig       ] [1518/3548] Forecasting HIG...
[2025-12-26T20:23:52.119169] [INFO ] [sig       ] Generating forecast for: HIG
[2025-12-26T20:23:52.119199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-12-26T20:23:52.130360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2025-12-26T20:23:52.130710] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-12-26T20:23:52.131489] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-12-26T20:23:52.131540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:52.131594] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:52.131624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:52.131682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:52.189082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:52.190001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:52.190083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:52.190115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:52.310091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:52.310244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:52.310288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:52.310318] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:52.313884] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: DOWN (p=10.15%)
[2025-12-26T20:23:52.314201] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-12-26T20:23:52.314340] [INFO ] [sig       ] HIG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:52.455545] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HIG.txt
[2025-12-26T20:23:52.455692] [INFO ] [sig       ] [1518/3548] Completed HIG in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-26T20:23:52.455732] [INFO ] [sig       ] [1519/3548] Forecasting HII...
[2025-12-26T20:23:52.455761] [INFO ] [sig       ] Generating forecast for: HII
[2025-12-26T20:23:52.455790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-12-26T20:23:52.466520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2025-12-26T20:23:52.466857] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-12-26T20:23:52.467633] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-12-26T20:23:52.467683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:52.467714] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:52.467741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:52.467798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:52.525529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:52.526191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:52.526295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:52.526331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:52.651436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:52.651601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:52.651645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:52.651675] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:52.655051] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: DOWN (p=3.16%)
[2025-12-26T20:23:52.655325] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-12-26T20:23:52.655450] [INFO ] [sig       ] HII: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:52.801539] [INFO ] [LOCAL     ] Saved forecast: HII	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HII.txt
[2025-12-26T20:23:52.801704] [INFO ] [sig       ] [1519/3548] Completed HII in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-26T20:23:52.801744] [INFO ] [sig       ] [1520/3548] Forecasting HIMS...
[2025-12-26T20:23:52.801774] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-12-26T20:23:52.801804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-12-26T20:23:52.813020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2025-12-26T20:23:52.813379] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-12-26T20:23:52.814238] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-12-26T20:23:52.814291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:52.814322] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:52.814348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:52.814405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:52.871081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:52.871710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:52.871787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:52.871818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:52.989512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:52.989685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:52.989727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:52.989754] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:52.993283] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: DOWN (p=40.27%)
[2025-12-26T20:23:52.993561] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-12-26T20:23:52.993701] [INFO ] [sig       ] HIMS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:53.133771] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HIMS.txt
[2025-12-26T20:23:53.133904] [INFO ] [sig       ] [1520/3548] Completed HIMS in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-26T20:23:53.133943] [INFO ] [sig       ] [1521/3548] Forecasting HIMX...
[2025-12-26T20:23:53.133973] [INFO ] [sig       ] Generating forecast for: HIMX
[2025-12-26T20:23:53.134003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2025-12-26T20:23:53.145011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2025-12-26T20:23:53.145338] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2025-12-26T20:23:53.146189] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2025-12-26T20:23:53.146242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:53.146275] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:53.146302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:53.146364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:53.203176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:53.203786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:53.203862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:53.203894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:53.324535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:53.324689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:53.324731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:53.324758] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:53.328133] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: UP (p=86.68%)
[2025-12-26T20:23:53.328401] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2025-12-26T20:23:53.328520] [INFO ] [sig       ] HIMX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:53.467987] [INFO ] [LOCAL     ] Saved forecast: HIMX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HIMX.txt
[2025-12-26T20:23:53.468104] [INFO ] [sig       ] [1521/3548] Completed HIMX in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-26T20:23:53.468142] [INFO ] [sig       ] [1522/3548] Forecasting HIO...
[2025-12-26T20:23:53.468172] [INFO ] [sig       ] Generating forecast for: HIO
[2025-12-26T20:23:53.468201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-12-26T20:23:53.479267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2025-12-26T20:23:53.479589] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-12-26T20:23:53.480371] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-12-26T20:23:53.480424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:53.480456] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:53.480484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:53.480542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:53.537432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:53.538030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:53.538105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:53.538136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:53.661118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:53.661248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:53.661289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:53.661317] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:53.664624] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: DOWN (p=44.27%)
[2025-12-26T20:23:53.664892] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-12-26T20:23:53.665010] [INFO ] [sig       ] HIO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:53.805235] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HIO.txt
[2025-12-26T20:23:53.805406] [INFO ] [sig       ] [1522/3548] Completed HIO in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-26T20:23:53.805461] [INFO ] [sig       ] [1523/3548] Forecasting HIPO...
[2025-12-26T20:23:53.805503] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-12-26T20:23:53.805543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-12-26T20:23:53.816493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2025-12-26T20:23:53.816852] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-12-26T20:23:53.817653] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-12-26T20:23:53.817704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:53.817737] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:53.817764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:53.817824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:53.874395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:53.875010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:53.875084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:53.875116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:53.994535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:53.994692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:53.994735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:53.994764] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:53.998052] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: UP (p=81.79%)
[2025-12-26T20:23:53.998323] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-12-26T20:23:53.998442] [INFO ] [sig       ] HIPO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:54.138830] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HIPO.txt
[2025-12-26T20:23:54.138980] [INFO ] [sig       ] [1523/3548] Completed HIPO in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-26T20:23:54.139019] [INFO ] [sig       ] [1524/3548] Forecasting HITI...
[2025-12-26T20:23:54.139049] [INFO ] [sig       ] Generating forecast for: HITI
[2025-12-26T20:23:54.139079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2025-12-26T20:23:54.149988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2025-12-26T20:23:54.150301] [INFO ] [FORECASTER] Starting predict_future for HITI
[2025-12-26T20:23:54.151107] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2025-12-26T20:23:54.151160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:54.151192] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:54.151219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:54.151291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:54.208279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:54.208924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:54.209000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:54.209031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:54.328243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:54.328354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:54.328395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:54.328426] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:54.331844] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2025-12-26T20:23:54.332119] [INFO ] [FORECASTER] Completed predict_future for HITI
[2025-12-26T20:23:54.332425] [INFO ] [sig       ] HITI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:54.474378] [INFO ] [LOCAL     ] Saved forecast: HITI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HITI.txt
[2025-12-26T20:23:54.474496] [INFO ] [sig       ] [1524/3548] Completed HITI in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-26T20:23:54.474534] [INFO ] [sig       ] [1525/3548] Forecasting HIVE...
[2025-12-26T20:23:54.474563] [INFO ] [sig       ] Generating forecast for: HIVE
[2025-12-26T20:23:54.474610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2025-12-26T20:23:54.485254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2025-12-26T20:23:54.485546] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2025-12-26T20:23:54.486307] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2025-12-26T20:23:54.486358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:54.486390] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:54.486416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:54.486473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:54.543255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:54.543880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:54.543954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:54.543986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:54.659741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:54.659833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:54.659870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:54.659898] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:54.662995] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: DOWN (p=26.39%)
[2025-12-26T20:23:54.663254] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2025-12-26T20:23:54.663372] [INFO ] [sig       ] HIVE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:54.802440] [INFO ] [LOCAL     ] Saved forecast: HIVE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HIVE.txt
[2025-12-26T20:23:54.802559] [INFO ] [sig       ] [1525/3548] Completed HIVE in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-26T20:23:54.802615] [INFO ] [sig       ] [1526/3548] Forecasting HIX...
[2025-12-26T20:23:54.802646] [INFO ] [sig       ] Generating forecast for: HIX
[2025-12-26T20:23:54.802674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-12-26T20:23:54.815042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2025-12-26T20:23:54.815465] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-12-26T20:23:54.816393] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-12-26T20:23:54.816464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:54.816528] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:54.816557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:54.816634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:54.879107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:54.879952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:54.880046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:54.880086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:55.006613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:55.006778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:55.006824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:55.006854] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:55.010549] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=53.12%)
[2025-12-26T20:23:55.010916] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-12-26T20:23:55.011057] [INFO ] [sig       ] HIX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:55.159404] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HIX.txt
[2025-12-26T20:23:55.159553] [INFO ] [sig       ] [1526/3548] Completed HIX in 0.4s | 2.87 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-26T20:23:55.159617] [INFO ] [sig       ] [1527/3548] Forecasting HL...
[2025-12-26T20:23:55.159649] [INFO ] [sig       ] Generating forecast for: HL
[2025-12-26T20:23:55.159681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-12-26T20:23:55.171347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2025-12-26T20:23:55.171796] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-12-26T20:23:55.172698] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-12-26T20:23:55.172751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:55.172783] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:55.172810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:55.172868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:55.235359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:55.236243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:55.236330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:55.236364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:55.355768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:55.355925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:55.355970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:55.355999] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:55.359392] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: UP (p=85.90%)
[2025-12-26T20:23:55.359698] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-12-26T20:23:55.359825] [INFO ] [sig       ] HL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:55.500611] [INFO ] [LOCAL     ] Saved forecast: HL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HL.txt
[2025-12-26T20:23:55.500762] [INFO ] [sig       ] [1527/3548] Completed HL in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-26T20:23:55.500801] [INFO ] [sig       ] [1528/3548] Forecasting HLAL...
[2025-12-26T20:23:55.500830] [INFO ] [sig       ] Generating forecast for: HLAL
[2025-12-26T20:23:55.500860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2025-12-26T20:23:55.513229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2025-12-26T20:23:55.513637] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2025-12-26T20:23:55.514449] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2025-12-26T20:23:55.514500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:55.514532] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:55.514558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:55.514636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:55.571332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:55.572173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:55.572264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:55.572298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:55.691591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:55.691732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:55.691773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:55.691799] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:55.695083] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: UP (p=54.57%)
[2025-12-26T20:23:55.695356] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2025-12-26T20:23:55.695476] [INFO ] [sig       ] HLAL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:55.837688] [INFO ] [LOCAL     ] Saved forecast: HLAL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HLAL.txt
[2025-12-26T20:23:55.837815] [INFO ] [sig       ] [1528/3548] Completed HLAL in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-26T20:23:55.837853] [INFO ] [sig       ] [1529/3548] Forecasting HLF...
[2025-12-26T20:23:55.837881] [INFO ] [sig       ] Generating forecast for: HLF
[2025-12-26T20:23:55.837912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-12-26T20:23:55.848920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2025-12-26T20:23:55.849247] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-12-26T20:23:55.850118] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-12-26T20:23:55.850171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:55.850202] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:55.850230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:55.850288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:55.913024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:55.913902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:55.913983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:55.914015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:56.035957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:56.036104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:56.036148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:56.036177] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:56.040691] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=22.31%)
[2025-12-26T20:23:56.040974] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-12-26T20:23:56.041100] [INFO ] [sig       ] HLF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:56.182038] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HLF.txt
[2025-12-26T20:23:56.182175] [INFO ] [sig       ] [1529/3548] Completed HLF in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-26T20:23:56.182219] [INFO ] [sig       ] [1530/3548] Forecasting HLI...
[2025-12-26T20:23:56.182250] [INFO ] [sig       ] Generating forecast for: HLI
[2025-12-26T20:23:56.182281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-12-26T20:23:56.193156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2025-12-26T20:23:56.193492] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-12-26T20:23:56.194334] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-12-26T20:23:56.194388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:56.194421] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:56.194449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:56.194509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:56.252190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:56.252880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:56.252956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:56.252989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:56.368903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:56.369062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:56.369105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:56.369133] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:56.372514] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: UP (p=61.26%)
[2025-12-26T20:23:56.372811] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-12-26T20:23:56.372935] [INFO ] [sig       ] HLI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:56.516281] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HLI.txt
[2025-12-26T20:23:56.516435] [INFO ] [sig       ] [1530/3548] Completed HLI in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-26T20:23:56.516476] [INFO ] [sig       ] [1531/3548] Forecasting HLIO...
[2025-12-26T20:23:56.516508] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-12-26T20:23:56.516540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-12-26T20:23:56.527160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2025-12-26T20:23:56.527505] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-12-26T20:23:56.528372] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-12-26T20:23:56.528427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:56.528460] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:56.528488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:56.528547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:56.586672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:56.587387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:56.587468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:56.587501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:56.716881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:56.717033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:56.717075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:56.717103] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:56.720454] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: DOWN (p=7.74%)
[2025-12-26T20:23:56.720791] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-12-26T20:23:56.720914] [INFO ] [sig       ] HLIO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:56.863670] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HLIO.txt
[2025-12-26T20:23:56.863818] [INFO ] [sig       ] [1531/3548] Completed HLIO in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-26T20:23:56.863857] [INFO ] [sig       ] [1532/3548] Forecasting HLLY...
[2025-12-26T20:23:56.863886] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-12-26T20:23:56.863917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-12-26T20:23:56.874928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2025-12-26T20:23:56.875324] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-12-26T20:23:56.876246] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-12-26T20:23:56.876301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:56.876343] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:56.876377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:56.876437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:56.936567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:56.937439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:56.937524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:56.937559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:57.058824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:57.058996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:57.059041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:57.059069] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:57.062559] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: DOWN (p=44.15%)
[2025-12-26T20:23:57.062858] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-12-26T20:23:57.062983] [INFO ] [sig       ] HLLY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:57.203145] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HLLY.txt
[2025-12-26T20:23:57.203292] [INFO ] [sig       ] [1532/3548] Completed HLLY in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-26T20:23:57.203333] [INFO ] [sig       ] [1533/3548] Forecasting HLMN...
[2025-12-26T20:23:57.203362] [INFO ] [sig       ] Generating forecast for: HLMN
[2025-12-26T20:23:57.203391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2025-12-26T20:23:57.216699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2025-12-26T20:23:57.217035] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2025-12-26T20:23:57.217858] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2025-12-26T20:23:57.217909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:57.217940] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:57.217966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:57.218023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:57.274256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:57.274907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:57.274984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:57.275016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:57.395057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:57.395196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:57.395254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:57.395283] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:57.398615] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: DOWN (p=16.54%)
[2025-12-26T20:23:57.398910] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2025-12-26T20:23:57.399037] [INFO ] [sig       ] HLMN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:57.537935] [INFO ] [LOCAL     ] Saved forecast: HLMN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HLMN.txt
[2025-12-26T20:23:57.538057] [INFO ] [sig       ] [1533/3548] Completed HLMN in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-26T20:23:57.538095] [INFO ] [sig       ] [1534/3548] Forecasting HLN...
[2025-12-26T20:23:57.538124] [INFO ] [sig       ] Generating forecast for: HLN
[2025-12-26T20:23:57.538154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-12-26T20:23:57.548677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2025-12-26T20:23:57.549016] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-12-26T20:23:57.549790] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-12-26T20:23:57.549841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:57.549872] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:57.549899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:57.549956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:57.606650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:57.607258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:57.607333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:57.607365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:57.724315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:57.724456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:57.724498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:57.724526] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:57.727839] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: DOWN (p=8.53%)
[2025-12-26T20:23:57.728105] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-12-26T20:23:57.728228] [INFO ] [sig       ] HLN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:57.869202] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HLN.txt
[2025-12-26T20:23:57.869336] [INFO ] [sig       ] [1534/3548] Completed HLN in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-26T20:23:57.869374] [INFO ] [sig       ] [1535/3548] Forecasting HLNE...
[2025-12-26T20:23:57.869403] [INFO ] [sig       ] Generating forecast for: HLNE
[2025-12-26T20:23:57.869433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2025-12-26T20:23:57.880568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2025-12-26T20:23:57.880905] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2025-12-26T20:23:57.881696] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2025-12-26T20:23:57.881746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:57.881777] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:57.881803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:57.881861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:57.940057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:57.940962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:57.941045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:57.941077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:58.056073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:58.056223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:58.056266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:58.056294] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:58.059758] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: DOWN (p=3.48%)
[2025-12-26T20:23:58.060028] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2025-12-26T20:23:58.060152] [INFO ] [sig       ] HLNE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:58.200046] [INFO ] [LOCAL     ] Saved forecast: HLNE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HLNE.txt
[2025-12-26T20:23:58.200174] [INFO ] [sig       ] [1535/3548] Completed HLNE in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-26T20:23:58.200212] [INFO ] [sig       ] [1536/3548] Forecasting HLX...
[2025-12-26T20:23:58.200242] [INFO ] [sig       ] Generating forecast for: HLX
[2025-12-26T20:23:58.200271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-12-26T20:23:58.210824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2025-12-26T20:23:58.211127] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-12-26T20:23:58.211904] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-12-26T20:23:58.211954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:58.211985] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:58.212012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:58.212069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:58.268700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:58.269325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:58.269444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:58.269476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:58.387093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:58.387245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:58.387289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:58.387319] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:58.390877] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: DOWN (p=10.66%)
[2025-12-26T20:23:58.391154] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-12-26T20:23:58.391281] [INFO ] [sig       ] HLX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:58.530862] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HLX.txt
[2025-12-26T20:23:58.530987] [INFO ] [sig       ] [1536/3548] Completed HLX in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-26T20:23:58.531024] [INFO ] [sig       ] [1537/3548] Forecasting HMC...
[2025-12-26T20:23:58.531054] [INFO ] [sig       ] Generating forecast for: HMC
[2025-12-26T20:23:58.531083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-12-26T20:23:58.542479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2025-12-26T20:23:58.542838] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-12-26T20:23:58.543645] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-12-26T20:23:58.543707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:58.543758] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:58.543786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:58.543844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:58.600669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:58.601537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:58.601648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:58.601680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:58.724384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:58.724532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:58.724589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:58.724621] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:58.727957] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: UP (p=70.38%)
[2025-12-26T20:23:58.728226] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-12-26T20:23:58.728349] [INFO ] [sig       ] HMC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:58.867454] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HMC.txt
[2025-12-26T20:23:58.867589] [INFO ] [sig       ] [1537/3548] Completed HMC in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-26T20:23:58.867630] [INFO ] [sig       ] [1538/3548] Forecasting HMN...
[2025-12-26T20:23:58.867661] [INFO ] [sig       ] Generating forecast for: HMN
[2025-12-26T20:23:58.867690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-12-26T20:23:58.878466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2025-12-26T20:23:58.878793] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-12-26T20:23:58.879597] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-12-26T20:23:58.879648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:58.879685] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:58.879712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:58.879771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:58.936554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:58.937186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:58.937263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:58.937295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:59.056696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:59.056846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:59.056887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:59.056915] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:59.060272] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: UP (p=95.97%)
[2025-12-26T20:23:59.060541] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-12-26T20:23:59.060691] [INFO ] [sig       ] HMN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:59.200274] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HMN.txt
[2025-12-26T20:23:59.200432] [INFO ] [sig       ] [1538/3548] Completed HMN in 0.3s | 2.88 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-26T20:23:59.200472] [INFO ] [sig       ] [1539/3548] Forecasting HMY...
[2025-12-26T20:23:59.200503] [INFO ] [sig       ] Generating forecast for: HMY
[2025-12-26T20:23:59.200533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-12-26T20:23:59.212506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2025-12-26T20:23:59.212915] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-12-26T20:23:59.213747] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-12-26T20:23:59.213801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:59.213836] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:59.213865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:59.213925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:59.275619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:59.276275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:59.276356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:59.276390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:59.399246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:59.399350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:59.399390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:59.399417] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:59.402685] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=94.49%)
[2025-12-26T20:23:59.402948] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-12-26T20:23:59.403069] [INFO ] [sig       ] HMY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:23:59.546303] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HMY.txt
[2025-12-26T20:23:59.546440] [INFO ] [sig       ] [1539/3548] Completed HMY in 0.3s | 2.88 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-26T20:23:59.546478] [INFO ] [sig       ] [1540/3548] Forecasting HNDL...
[2025-12-26T20:23:59.546507] [INFO ] [sig       ] Generating forecast for: HNDL
[2025-12-26T20:23:59.546538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'.
[2025-12-26T20:23:59.556886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNDL'.
[2025-12-26T20:23:59.557206] [INFO ] [FORECASTER] Starting predict_future for HNDL
[2025-12-26T20:23:59.558071] [DEBUG] [LOCAL     ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt
[2025-12-26T20:23:59.558125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:59.558158] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:59.558187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:59.558246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:59.618548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:59.619216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:59.619294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:59.619327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:23:59.737402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:23:59.737540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:23:59.737597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:23:59.737628] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:23:59.740940] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: DOWN (p=39.24%)
[2025-12-26T20:23:59.741203] [INFO ] [FORECASTER] Completed predict_future for HNDL
[2025-12-26T20:23:59.741323] [INFO ] [sig       ] HNDL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:23:59.881616] [INFO ] [LOCAL     ] Saved forecast: HNDL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HNDL.txt
[2025-12-26T20:23:59.881736] [INFO ] [sig       ] [1540/3548] Completed HNDL in 0.3s | 2.88 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-26T20:23:59.881774] [INFO ] [sig       ] [1541/3548] Forecasting HNI...
[2025-12-26T20:23:59.881809] [INFO ] [sig       ] Generating forecast for: HNI
[2025-12-26T20:23:59.881840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-12-26T20:23:59.892967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2025-12-26T20:23:59.893293] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-12-26T20:23:59.894132] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-12-26T20:23:59.894186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:23:59.894218] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:23:59.894245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:23:59.894303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:23:59.951531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:23:59.952161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:23:59.952238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:23:59.952269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:00.071592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:00.071732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:00.071774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:00.071802] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:00.075131] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: DOWN (p=1.65%)
[2025-12-26T20:24:00.075397] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-12-26T20:24:00.075520] [INFO ] [sig       ] HNI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:00.217844] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HNI.txt
[2025-12-26T20:24:00.217956] [INFO ] [sig       ] [1541/3548] Completed HNI in 0.3s | 2.88 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-26T20:24:00.217994] [INFO ] [sig       ] [1542/3548] Forecasting HNRG...
[2025-12-26T20:24:00.218024] [INFO ] [sig       ] Generating forecast for: HNRG
[2025-12-26T20:24:00.218053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2025-12-26T20:24:00.229162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2025-12-26T20:24:00.229459] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2025-12-26T20:24:00.230248] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2025-12-26T20:24:00.230300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:00.230332] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:00.230359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:00.230417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:00.286321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:00.286914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:00.286990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:00.287020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:00.405432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:00.405583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:00.405625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:00.405655] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:00.408945] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: UP (p=63.65%)
[2025-12-26T20:24:00.409209] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2025-12-26T20:24:00.409328] [INFO ] [sig       ] HNRG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:00.548462] [INFO ] [LOCAL     ] Saved forecast: HNRG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HNRG.txt
[2025-12-26T20:24:00.548592] [INFO ] [sig       ] [1542/3548] Completed HNRG in 0.3s | 2.88 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-26T20:24:00.548632] [INFO ] [sig       ] [1543/3548] Forecasting HOG...
[2025-12-26T20:24:00.548662] [INFO ] [sig       ] Generating forecast for: HOG
[2025-12-26T20:24:00.548691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-12-26T20:24:00.560298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2025-12-26T20:24:00.560641] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-12-26T20:24:00.561415] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-12-26T20:24:00.561468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:00.561536] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:00.561593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:00.561678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:00.618831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:00.619444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:00.619519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:00.619550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:00.740108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:00.740224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:00.740263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:00.740291] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:00.743517] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2025-12-26T20:24:00.743800] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-12-26T20:24:00.743921] [INFO ] [sig       ] HOG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:00.883709] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HOG.txt
[2025-12-26T20:24:00.883863] [INFO ] [sig       ] [1543/3548] Completed HOG in 0.3s | 2.88 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-26T20:24:00.883920] [INFO ] [sig       ] [1544/3548] Forecasting HOLO...
[2025-12-26T20:24:00.883960] [INFO ] [sig       ] Generating forecast for: HOLO
[2025-12-26T20:24:00.884000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2025-12-26T20:24:00.895339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2025-12-26T20:24:00.895688] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2025-12-26T20:24:00.896461] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2025-12-26T20:24:00.896513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:00.896545] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:00.896594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:00.896666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:00.956420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:00.957157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:00.957236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:00.957268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:01.073631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:01.073770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:01.073812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:01.073857] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:01.077181] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: UP (p=74.22%)
[2025-12-26T20:24:01.077445] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2025-12-26T20:24:01.077565] [INFO ] [sig       ] HOLO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:01.238152] [INFO ] [LOCAL     ] Saved forecast: HOLO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HOLO.txt
[2025-12-26T20:24:01.238266] [INFO ] [sig       ] [1544/3548] Completed HOLO in 0.4s | 2.88 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-26T20:24:01.238303] [INFO ] [sig       ] [1545/3548] Forecasting HOLX...
[2025-12-26T20:24:01.238331] [INFO ] [sig       ] Generating forecast for: HOLX
[2025-12-26T20:24:01.238361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2025-12-26T20:24:01.250749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2025-12-26T20:24:01.251247] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2025-12-26T20:24:01.252079] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2025-12-26T20:24:01.252132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:01.252165] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:01.252194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:01.252253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:01.309053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:01.309652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:01.309729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:01.309759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:01.434331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:01.434471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:01.434512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:01.434540] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:01.437837] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: DOWN (p=40.45%)
[2025-12-26T20:24:01.438101] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2025-12-26T20:24:01.438221] [INFO ] [sig       ] HOLX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:01.583145] [INFO ] [LOCAL     ] Saved forecast: HOLX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HOLX.txt
[2025-12-26T20:24:01.583281] [INFO ] [sig       ] [1545/3548] Completed HOLX in 0.3s | 2.88 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-26T20:24:01.583320] [INFO ] [sig       ] [1546/3548] Forecasting HOMB...
[2025-12-26T20:24:01.583350] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-12-26T20:24:01.583379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-12-26T20:24:01.595813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2025-12-26T20:24:01.596298] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-12-26T20:24:01.597263] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-12-26T20:24:01.597317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:01.597351] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:01.597378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:01.597438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:01.654781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:01.655963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:01.656060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:01.656121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:01.778338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:01.778606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:01.778663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:01.778738] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:01.783969] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=51.38%)
[2025-12-26T20:24:01.784406] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-12-26T20:24:01.784633] [INFO ] [sig       ] HOMB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:01.938493] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HOMB.txt
[2025-12-26T20:24:01.938692] [INFO ] [sig       ] [1546/3548] Completed HOMB in 0.4s | 2.88 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-26T20:24:01.938737] [INFO ] [sig       ] [1547/3548] Forecasting HON...
[2025-12-26T20:24:01.938766] [INFO ] [sig       ] Generating forecast for: HON
[2025-12-26T20:24:01.938798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2025-12-26T20:24:01.951631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2025-12-26T20:24:01.952057] [INFO ] [FORECASTER] Starting predict_future for HON
[2025-12-26T20:24:01.952953] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2025-12-26T20:24:01.953008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:01.953040] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:01.953066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:01.953123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:02.010250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:02.011210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:02.011300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:02.011331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:02.140566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:02.140742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:02.140787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:02.140816] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:02.144560] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: UP (p=85.08%)
[2025-12-26T20:24:02.144849] [INFO ] [FORECASTER] Completed predict_future for HON
[2025-12-26T20:24:02.144970] [INFO ] [sig       ] HON: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:02.284612] [INFO ] [LOCAL     ] Saved forecast: HON	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HON.txt
[2025-12-26T20:24:02.284741] [INFO ] [sig       ] [1547/3548] Completed HON in 0.3s | 2.88 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-26T20:24:02.284780] [INFO ] [sig       ] [1548/3548] Forecasting HOOD...
[2025-12-26T20:24:02.284808] [INFO ] [sig       ] Generating forecast for: HOOD
[2025-12-26T20:24:02.284839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2025-12-26T20:24:02.296891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2025-12-26T20:24:02.297235] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2025-12-26T20:24:02.298030] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2025-12-26T20:24:02.298080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:02.298110] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:02.298152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:02.298216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:02.354402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:02.355028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:02.355106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:02.355138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:02.476656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:02.476802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:02.476845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:02.476873] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:02.480245] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: DOWN (p=20.21%)
[2025-12-26T20:24:02.480520] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2025-12-26T20:24:02.480663] [INFO ] [sig       ] HOOD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:02.621552] [INFO ] [LOCAL     ] Saved forecast: HOOD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HOOD.txt
[2025-12-26T20:24:02.621698] [INFO ] [sig       ] [1548/3548] Completed HOOD in 0.3s | 2.88 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-26T20:24:02.621735] [INFO ] [sig       ] [1549/3548] Forecasting HOPE...
[2025-12-26T20:24:02.621764] [INFO ] [sig       ] Generating forecast for: HOPE
[2025-12-26T20:24:02.621795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2025-12-26T20:24:02.633263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2025-12-26T20:24:02.633543] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2025-12-26T20:24:02.634313] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2025-12-26T20:24:02.634363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:02.634394] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:02.634421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:02.634477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:02.691098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:02.691807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:02.691886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:02.691917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:02.803036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:02.803187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:02.803228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:02.803256] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:02.806605] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: DOWN (p=8.41%)
[2025-12-26T20:24:02.806879] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2025-12-26T20:24:02.807003] [INFO ] [sig       ] HOPE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:02.946717] [INFO ] [LOCAL     ] Saved forecast: HOPE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HOPE.txt
[2025-12-26T20:24:02.946849] [INFO ] [sig       ] [1549/3548] Completed HOPE in 0.3s | 2.88 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-26T20:24:02.946886] [INFO ] [sig       ] [1550/3548] Forecasting HOTH...
[2025-12-26T20:24:02.946916] [INFO ] [sig       ] Generating forecast for: HOTH
[2025-12-26T20:24:02.946946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'.
[2025-12-26T20:24:02.957987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOTH'.
[2025-12-26T20:24:02.958281] [INFO ] [FORECASTER] Starting predict_future for HOTH
[2025-12-26T20:24:02.959097] [DEBUG] [LOCAL     ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt
[2025-12-26T20:24:02.959147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:02.959179] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:02.959206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:02.959263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:03.016372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:03.017112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:03.017191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:03.017223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:03.134026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:03.134178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:03.134219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:03.134249] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:03.137601] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-12-26T20:24:03.137872] [INFO ] [FORECASTER] Completed predict_future for HOTH
[2025-12-26T20:24:03.137992] [INFO ] [sig       ] HOTH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:03.280985] [INFO ] [LOCAL     ] Saved forecast: HOTH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HOTH.txt
[2025-12-26T20:24:03.281136] [INFO ] [sig       ] [1550/3548] Completed HOTH in 0.3s | 2.88 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-26T20:24:03.281177] [INFO ] [sig       ] [1551/3548] Forecasting HOUS...
[2025-12-26T20:24:03.281207] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-12-26T20:24:03.281237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-12-26T20:24:03.292123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOUS'.
[2025-12-26T20:24:03.292413] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-12-26T20:24:03.293174] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-12-26T20:24:03.293225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:03.293257] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:03.293283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:03.293341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:03.349820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:03.350499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:03.350594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:03.350628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:03.469711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:03.469849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:03.469888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:03.469916] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:03.473192] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: UP (p=77.44%)
[2025-12-26T20:24:03.473459] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-12-26T20:24:03.473600] [INFO ] [sig       ] HOUS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:03.613208] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HOUS.txt
[2025-12-26T20:24:03.613329] [INFO ] [sig       ] [1551/3548] Completed HOUS in 0.3s | 2.88 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-26T20:24:03.613368] [INFO ] [sig       ] [1552/3548] Forecasting HP...
[2025-12-26T20:24:03.613397] [INFO ] [sig       ] Generating forecast for: HP
[2025-12-26T20:24:03.613432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-12-26T20:24:03.624422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2025-12-26T20:24:03.624807] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-12-26T20:24:03.625592] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-12-26T20:24:03.625644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:03.625675] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:03.625703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:03.625761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:03.682616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:03.683434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:03.683514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:03.683546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:03.803996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:03.804147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:03.804189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:03.804218] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:03.807552] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: DOWN (p=8.12%)
[2025-12-26T20:24:03.807831] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-12-26T20:24:03.807951] [INFO ] [sig       ] HP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:03.952353] [INFO ] [LOCAL     ] Saved forecast: HP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HP.txt
[2025-12-26T20:24:03.952511] [INFO ] [sig       ] [1552/3548] Completed HP in 0.3s | 2.88 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-26T20:24:03.952550] [INFO ] [sig       ] [1553/3548] Forecasting HPE...
[2025-12-26T20:24:03.952603] [INFO ] [sig       ] Generating forecast for: HPE
[2025-12-26T20:24:03.952635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-12-26T20:24:03.963834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2025-12-26T20:24:03.964221] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-12-26T20:24:03.965010] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-12-26T20:24:03.965061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:03.965092] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:03.965119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:03.965176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:04.025940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:04.026833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:04.026952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:04.026987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:04.149789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:04.149951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:04.150004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:04.150040] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:04.154061] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: DOWN (p=36.32%)
[2025-12-26T20:24:04.154348] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-12-26T20:24:04.154476] [INFO ] [sig       ] HPE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:04.309596] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HPE.txt
[2025-12-26T20:24:04.309734] [INFO ] [sig       ] [1553/3548] Completed HPE in 0.4s | 2.88 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-26T20:24:04.309777] [INFO ] [sig       ] [1554/3548] Forecasting HPF...
[2025-12-26T20:24:04.309810] [INFO ] [sig       ] Generating forecast for: HPF
[2025-12-26T20:24:04.309843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-12-26T20:24:04.320176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2025-12-26T20:24:04.320483] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-12-26T20:24:04.321316] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-12-26T20:24:04.321370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:04.321403] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:04.321432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:04.321492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:04.382047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:04.382699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:04.382778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:04.382811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:04.506089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:04.506261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:04.506316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:04.506355] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:04.510989] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: DOWN (p=35.13%)
[2025-12-26T20:24:04.511343] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-12-26T20:24:04.511500] [INFO ] [sig       ] HPF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:04.660178] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HPF.txt
[2025-12-26T20:24:04.660301] [INFO ] [sig       ] [1554/3548] Completed HPF in 0.4s | 2.88 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-26T20:24:04.660339] [INFO ] [sig       ] [1555/3548] Forecasting HPI...
[2025-12-26T20:24:04.660368] [INFO ] [sig       ] Generating forecast for: HPI
[2025-12-26T20:24:04.660397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-12-26T20:24:04.671885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2025-12-26T20:24:04.672194] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-12-26T20:24:04.673023] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-12-26T20:24:04.673077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:04.673111] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:04.673140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:04.673200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:04.733024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:04.733733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:04.733813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:04.733847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:04.851798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:04.851947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:04.851988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:04.852017] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:04.855347] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: UP (p=63.16%)
[2025-12-26T20:24:04.855649] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-12-26T20:24:04.855772] [INFO ] [sig       ] HPI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:04.996859] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HPI.txt
[2025-12-26T20:24:04.996971] [INFO ] [sig       ] [1555/3548] Completed HPI in 0.3s | 2.88 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-26T20:24:04.997008] [INFO ] [sig       ] [1556/3548] Forecasting HPK...
[2025-12-26T20:24:04.997037] [INFO ] [sig       ] Generating forecast for: HPK
[2025-12-26T20:24:04.997066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'.
[2025-12-26T20:24:05.008704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPK'.
[2025-12-26T20:24:05.009138] [INFO ] [FORECASTER] Starting predict_future for HPK
[2025-12-26T20:24:05.009930] [DEBUG] [LOCAL     ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt
[2025-12-26T20:24:05.009981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:05.010013] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:05.010040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:05.010097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:05.067129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:05.067939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:05.068018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:05.068050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:05.189209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:05.189346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:05.189387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:05.189416] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:05.193211] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: DOWN (p=0.56%)
[2025-12-26T20:24:05.193473] [INFO ] [FORECASTER] Completed predict_future for HPK
[2025-12-26T20:24:05.193612] [INFO ] [sig       ] HPK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:05.337348] [INFO ] [LOCAL     ] Saved forecast: HPK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HPK.txt
[2025-12-26T20:24:05.337499] [INFO ] [sig       ] [1556/3548] Completed HPK in 0.3s | 2.88 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-26T20:24:05.337551] [INFO ] [sig       ] [1557/3548] Forecasting HPP...
[2025-12-26T20:24:05.337607] [INFO ] [sig       ] Generating forecast for: HPP
[2025-12-26T20:24:05.337639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-12-26T20:24:05.348508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2025-12-26T20:24:05.348820] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-12-26T20:24:05.349661] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-12-26T20:24:05.349712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:05.349744] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:05.349771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:05.349828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:05.406606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:05.407202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:05.407278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:05.407310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:05.526843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:05.527018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:05.527064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:05.527093] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:05.530530] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: DOWN (p=26.06%)
[2025-12-26T20:24:05.530859] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-12-26T20:24:05.530990] [INFO ] [sig       ] HPP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:05.671357] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HPP.txt
[2025-12-26T20:24:05.671485] [INFO ] [sig       ] [1557/3548] Completed HPP in 0.3s | 2.88 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-26T20:24:05.671523] [INFO ] [sig       ] [1558/3548] Forecasting HPQ...
[2025-12-26T20:24:05.671552] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-12-26T20:24:05.671598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-12-26T20:24:05.682324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2025-12-26T20:24:05.682708] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-12-26T20:24:05.683475] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-12-26T20:24:05.683526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:05.683557] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:05.683610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:05.683670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:05.740520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:05.741377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:05.741465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:05.741497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:05.858817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:05.858988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:05.859029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:05.859057] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:05.862434] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: DOWN (p=14.47%)
[2025-12-26T20:24:05.862731] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-12-26T20:24:05.862859] [INFO ] [sig       ] HPQ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:06.004479] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HPQ.txt
[2025-12-26T20:24:06.004643] [INFO ] [sig       ] [1558/3548] Completed HPQ in 0.3s | 2.88 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-26T20:24:06.004684] [INFO ] [sig       ] [1559/3548] Forecasting HPS...
[2025-12-26T20:24:06.004714] [INFO ] [sig       ] Generating forecast for: HPS
[2025-12-26T20:24:06.004744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-12-26T20:24:06.015922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2025-12-26T20:24:06.016297] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-12-26T20:24:06.017101] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-12-26T20:24:06.017153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:06.017185] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:06.017212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:06.017270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:06.074866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:06.075723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:06.075813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:06.075845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:06.195645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:06.195800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:06.195842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:06.195871] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:06.199221] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: DOWN (p=39.25%)
[2025-12-26T20:24:06.199484] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-12-26T20:24:06.199627] [INFO ] [sig       ] HPS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:06.344734] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HPS.txt
[2025-12-26T20:24:06.344877] [INFO ] [sig       ] [1559/3548] Completed HPS in 0.3s | 2.88 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-26T20:24:06.344917] [INFO ] [sig       ] [1560/3548] Forecasting HQI...
[2025-12-26T20:24:06.344947] [INFO ] [sig       ] Generating forecast for: HQI
[2025-12-26T20:24:06.344976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2025-12-26T20:24:06.355590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2025-12-26T20:24:06.355896] [INFO ] [FORECASTER] Starting predict_future for HQI
[2025-12-26T20:24:06.356724] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2025-12-26T20:24:06.356777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:06.356840] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:06.356868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:06.356927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:06.414218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:06.415129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:06.415222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:06.415255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:06.520469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:06.520645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:06.520691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:06.520721] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:06.524333] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: UP (p=75.97%)
[2025-12-26T20:24:06.524624] [INFO ] [FORECASTER] Completed predict_future for HQI
[2025-12-26T20:24:06.524747] [INFO ] [sig       ] HQI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:06.665971] [INFO ] [LOCAL     ] Saved forecast: HQI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HQI.txt
[2025-12-26T20:24:06.666103] [INFO ] [sig       ] [1560/3548] Completed HQI in 0.3s | 2.88 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-26T20:24:06.666142] [INFO ] [sig       ] [1561/3548] Forecasting HQL...
[2025-12-26T20:24:06.666170] [INFO ] [sig       ] Generating forecast for: HQL
[2025-12-26T20:24:06.666200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-12-26T20:24:06.677345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2025-12-26T20:24:06.677693] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-12-26T20:24:06.678452] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-12-26T20:24:06.678504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:06.678550] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:06.678596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:06.678656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:06.736185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:06.736926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:06.737005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:06.737038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:06.861087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:06.861260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:06.861315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:06.861345] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:06.865020] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: DOWN (p=9.97%)
[2025-12-26T20:24:06.865318] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-12-26T20:24:06.865449] [INFO ] [sig       ] HQL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:07.010978] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HQL.txt
[2025-12-26T20:24:07.011142] [INFO ] [sig       ] [1561/3548] Completed HQL in 0.3s | 2.88 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-26T20:24:07.011182] [INFO ] [sig       ] [1562/3548] Forecasting HQY...
[2025-12-26T20:24:07.011211] [INFO ] [sig       ] Generating forecast for: HQY
[2025-12-26T20:24:07.011242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2025-12-26T20:24:07.022863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2025-12-26T20:24:07.023257] [INFO ] [FORECASTER] Starting predict_future for HQY
[2025-12-26T20:24:07.024076] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2025-12-26T20:24:07.024127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:07.024158] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:07.024184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:07.024242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:07.081382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:07.082256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:07.082338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:07.082370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:07.200705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:07.200867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:07.200917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:07.200950] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:07.204300] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: UP (p=89.79%)
[2025-12-26T20:24:07.204588] [INFO ] [FORECASTER] Completed predict_future for HQY
[2025-12-26T20:24:07.204711] [INFO ] [sig       ] HQY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:07.345261] [INFO ] [LOCAL     ] Saved forecast: HQY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HQY.txt
[2025-12-26T20:24:07.345389] [INFO ] [sig       ] [1562/3548] Completed HQY in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-26T20:24:07.345428] [INFO ] [sig       ] [1563/3548] Forecasting HRB...
[2025-12-26T20:24:07.345457] [INFO ] [sig       ] Generating forecast for: HRB
[2025-12-26T20:24:07.345487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-12-26T20:24:07.356474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2025-12-26T20:24:07.356857] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-12-26T20:24:07.357657] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-12-26T20:24:07.357710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:07.357743] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:07.357772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:07.357832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:07.414889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:07.415672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:07.415754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:07.415786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:07.536954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:07.537106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:07.537149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:07.537177] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:07.540633] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: DOWN (p=41.42%)
[2025-12-26T20:24:07.540932] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-12-26T20:24:07.541064] [INFO ] [sig       ] HRB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:07.682229] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HRB.txt
[2025-12-26T20:24:07.682358] [INFO ] [sig       ] [1563/3548] Completed HRB in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-26T20:24:07.682396] [INFO ] [sig       ] [1564/3548] Forecasting HRL...
[2025-12-26T20:24:07.682425] [INFO ] [sig       ] Generating forecast for: HRL
[2025-12-26T20:24:07.682455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-12-26T20:24:07.693297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2025-12-26T20:24:07.693636] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-12-26T20:24:07.694396] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-12-26T20:24:07.694447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:07.694478] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:07.694504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:07.694561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:07.751822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:07.752522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:07.752621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:07.752656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:07.869471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:07.869641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:07.869683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:07.869711] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:07.873046] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: UP (p=81.67%)
[2025-12-26T20:24:07.873313] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-12-26T20:24:07.873434] [INFO ] [sig       ] HRL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:08.015035] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HRL.txt
[2025-12-26T20:24:08.015172] [INFO ] [sig       ] [1564/3548] Completed HRL in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-26T20:24:08.015211] [INFO ] [sig       ] [1565/3548] Forecasting HRMY...
[2025-12-26T20:24:08.015246] [INFO ] [sig       ] Generating forecast for: HRMY
[2025-12-26T20:24:08.015277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2025-12-26T20:24:08.026200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2025-12-26T20:24:08.026539] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2025-12-26T20:24:08.027338] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2025-12-26T20:24:08.027389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:08.027419] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:08.027445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:08.027502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:08.084270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:08.085019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:08.085097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:08.085130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:08.201221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:08.201370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:08.201415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:08.201445] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:08.204857] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: UP (p=71.47%)
[2025-12-26T20:24:08.205132] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2025-12-26T20:24:08.205260] [INFO ] [sig       ] HRMY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:08.350239] [INFO ] [LOCAL     ] Saved forecast: HRMY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HRMY.txt
[2025-12-26T20:24:08.350393] [INFO ] [sig       ] [1565/3548] Completed HRMY in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-26T20:24:08.350434] [INFO ] [sig       ] [1566/3548] Forecasting HRTG...
[2025-12-26T20:24:08.350470] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-12-26T20:24:08.350500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-12-26T20:24:08.364902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2025-12-26T20:24:08.365541] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-12-26T20:24:08.366605] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-12-26T20:24:08.366668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:08.366709] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:08.366737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:08.366798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:08.427235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:08.428481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:08.428601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:08.428641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:08.554413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:08.554657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:08.554715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:08.554749] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:08.558801] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: UP (p=96.87%)
[2025-12-26T20:24:08.559144] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-12-26T20:24:08.559287] [INFO ] [sig       ] HRTG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:08.705614] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HRTG.txt
[2025-12-26T20:24:08.705908] [INFO ] [sig       ] [1566/3548] Completed HRTG in 0.4s | 2.88 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-26T20:24:08.705960] [INFO ] [sig       ] [1567/3548] Forecasting HRTX...
[2025-12-26T20:24:08.705998] [INFO ] [sig       ] Generating forecast for: HRTX
[2025-12-26T20:24:08.706035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2025-12-26T20:24:08.720277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2025-12-26T20:24:08.720927] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2025-12-26T20:24:08.721950] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2025-12-26T20:24:08.722005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:08.722041] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:08.722068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:08.722131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:08.782378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:08.783442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:08.783544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:08.783605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:08.904450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:08.904696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:08.904747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:08.904778] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:08.908776] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: UP (p=92.62%)
[2025-12-26T20:24:08.909116] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2025-12-26T20:24:08.909257] [INFO ] [sig       ] HRTX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:09.053531] [INFO ] [LOCAL     ] Saved forecast: HRTX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HRTX.txt
[2025-12-26T20:24:09.053734] [INFO ] [sig       ] [1567/3548] Completed HRTX in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-26T20:24:09.053775] [INFO ] [sig       ] [1568/3548] Forecasting HRZN...
[2025-12-26T20:24:09.053807] [INFO ] [sig       ] Generating forecast for: HRZN
[2025-12-26T20:24:09.053837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2025-12-26T20:24:09.068783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2025-12-26T20:24:09.069428] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2025-12-26T20:24:09.070544] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2025-12-26T20:24:09.070620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:09.070656] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:09.070685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:09.070763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:09.134112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:09.135406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:09.135510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:09.135547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:09.266102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:09.266294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:09.266356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:09.266418] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:09.271227] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: UP (p=96.12%)
[2025-12-26T20:24:09.271636] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2025-12-26T20:24:09.271816] [INFO ] [sig       ] HRZN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:09.433326] [INFO ] [LOCAL     ] Saved forecast: HRZN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HRZN.txt
[2025-12-26T20:24:09.433529] [INFO ] [sig       ] [1568/3548] Completed HRZN in 0.4s | 2.88 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-26T20:24:09.433590] [INFO ] [sig       ] [1569/3548] Forecasting HSAI...
[2025-12-26T20:24:09.433625] [INFO ] [sig       ] Generating forecast for: HSAI
[2025-12-26T20:24:09.433657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2025-12-26T20:24:09.446706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2025-12-26T20:24:09.447243] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2025-12-26T20:24:09.448278] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2025-12-26T20:24:09.448333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:09.448367] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:09.448394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:09.448466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:09.514662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:09.516011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:09.516133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:09.516177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:09.646141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:09.646306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:09.646353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:09.646382] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:09.649912] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: UP (p=96.29%)
[2025-12-26T20:24:09.650195] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2025-12-26T20:24:09.650325] [INFO ] [sig       ] HSAI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:09.792777] [INFO ] [LOCAL     ] Saved forecast: HSAI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HSAI.txt
[2025-12-26T20:24:09.792942] [INFO ] [sig       ] [1569/3548] Completed HSAI in 0.4s | 2.88 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-26T20:24:09.792989] [INFO ] [sig       ] [1570/3548] Forecasting HSBC...
[2025-12-26T20:24:09.793020] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-12-26T20:24:09.793049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-12-26T20:24:09.804856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2025-12-26T20:24:09.805262] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-12-26T20:24:09.806063] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-12-26T20:24:09.806114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:09.806146] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:09.806173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:09.806230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:09.871120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:09.872128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:09.872263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:09.872318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:10.008252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:10.008435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:10.008497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:10.008541] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:10.017711] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: DOWN (p=7.54%)
[2025-12-26T20:24:10.018172] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-12-26T20:24:10.018371] [INFO ] [sig       ] HSBC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:10.168736] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HSBC.txt
[2025-12-26T20:24:10.168926] [INFO ] [sig       ] [1570/3548] Completed HSBC in 0.4s | 2.88 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-26T20:24:10.168971] [INFO ] [sig       ] [1571/3548] Forecasting HSCS...
[2025-12-26T20:24:10.169002] [INFO ] [sig       ] Generating forecast for: HSCS
[2025-12-26T20:24:10.169033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2025-12-26T20:24:10.180316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2025-12-26T20:24:10.180688] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2025-12-26T20:24:10.181478] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2025-12-26T20:24:10.181529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:10.181560] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:10.181604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:10.181664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:10.238823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:10.239531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:10.239627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:10.239662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:10.349287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:10.349438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:10.349480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:10.349509] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:10.352897] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: UP (p=96.78%)
[2025-12-26T20:24:10.353166] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2025-12-26T20:24:10.353290] [INFO ] [sig       ] HSCS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:10.545066] [INFO ] [LOCAL     ] Saved forecast: HSCS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HSCS.txt
[2025-12-26T20:24:10.545219] [INFO ] [sig       ] [1571/3548] Completed HSCS in 0.4s | 2.88 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-26T20:24:10.545259] [INFO ] [sig       ] [1572/3548] Forecasting HSHP...
[2025-12-26T20:24:10.545287] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-12-26T20:24:10.545317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-12-26T20:24:10.557220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2025-12-26T20:24:10.557652] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-12-26T20:24:10.558492] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-12-26T20:24:10.558545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:10.558606] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:10.558657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:10.558718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:10.617938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:10.618864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:10.618978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:10.619011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:10.744093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:10.744240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:10.744282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:10.744311] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:10.747637] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=95.59%)
[2025-12-26T20:24:10.747903] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-12-26T20:24:10.748030] [INFO ] [sig       ] HSHP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:10.886086] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HSHP.txt
[2025-12-26T20:24:10.886210] [INFO ] [sig       ] [1572/3548] Completed HSHP in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-26T20:24:10.886248] [INFO ] [sig       ] [1573/3548] Forecasting HSIC...
[2025-12-26T20:24:10.886279] [INFO ] [sig       ] Generating forecast for: HSIC
[2025-12-26T20:24:10.886309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2025-12-26T20:24:10.897351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2025-12-26T20:24:10.897672] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2025-12-26T20:24:10.898420] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2025-12-26T20:24:10.898471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:10.898502] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:10.898528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:10.898608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:10.954476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:10.955098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:10.955183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:10.955214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:11.075877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:11.076033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:11.076075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:11.076103] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:11.079564] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: DOWN (p=9.38%)
[2025-12-26T20:24:11.079867] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2025-12-26T20:24:11.079996] [INFO ] [sig       ] HSIC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:11.220531] [INFO ] [LOCAL     ] Saved forecast: HSIC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HSIC.txt
[2025-12-26T20:24:11.220754] [INFO ] [sig       ] [1573/3548] Completed HSIC in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-26T20:24:11.220796] [INFO ] [sig       ] [1574/3548] Forecasting HSTM...
[2025-12-26T20:24:11.220827] [INFO ] [sig       ] Generating forecast for: HSTM
[2025-12-26T20:24:11.220856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2025-12-26T20:24:11.232104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2025-12-26T20:24:11.232501] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2025-12-26T20:24:11.233302] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2025-12-26T20:24:11.233360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:11.233392] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:11.233419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:11.233477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:11.290267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:11.291221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:11.291312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:11.291344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:11.410118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:11.410273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:11.410318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:11.410349] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:11.413885] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2025-12-26T20:24:11.414169] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2025-12-26T20:24:11.414294] [INFO ] [sig       ] HSTM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:11.554888] [INFO ] [LOCAL     ] Saved forecast: HSTM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HSTM.txt
[2025-12-26T20:24:11.555038] [INFO ] [sig       ] [1574/3548] Completed HSTM in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-26T20:24:11.555078] [INFO ] [sig       ] [1575/3548] Forecasting HSY...
[2025-12-26T20:24:11.555108] [INFO ] [sig       ] Generating forecast for: HSY
[2025-12-26T20:24:11.555138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-12-26T20:24:11.570808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2025-12-26T20:24:11.571224] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-12-26T20:24:11.572091] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-12-26T20:24:11.572145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:11.572178] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:11.572207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:11.572274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:11.630070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:11.630782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:11.630860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:11.630893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:11.749429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:11.749590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:11.749634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:11.749662] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:11.753041] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: DOWN (p=30.09%)
[2025-12-26T20:24:11.753311] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-12-26T20:24:11.753431] [INFO ] [sig       ] HSY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:11.895779] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HSY.txt
[2025-12-26T20:24:11.895919] [INFO ] [sig       ] [1575/3548] Completed HSY in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-26T20:24:11.895957] [INFO ] [sig       ] [1576/3548] Forecasting HTBK...
[2025-12-26T20:24:11.895986] [INFO ] [sig       ] Generating forecast for: HTBK
[2025-12-26T20:24:11.896024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2025-12-26T20:24:11.907557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2025-12-26T20:24:11.907926] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2025-12-26T20:24:11.908712] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2025-12-26T20:24:11.908762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:11.908795] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:11.908821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:11.908878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:11.966606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:11.967333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:11.967413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:11.967446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:12.087471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:12.087632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:12.087675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:12.087704] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:12.091099] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: DOWN (p=27.51%)
[2025-12-26T20:24:12.091375] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2025-12-26T20:24:12.091501] [INFO ] [sig       ] HTBK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:12.240054] [INFO ] [LOCAL     ] Saved forecast: HTBK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HTBK.txt
[2025-12-26T20:24:12.240188] [INFO ] [sig       ] [1576/3548] Completed HTBK in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-26T20:24:12.240229] [INFO ] [sig       ] [1577/3548] Forecasting HTD...
[2025-12-26T20:24:12.240260] [INFO ] [sig       ] Generating forecast for: HTD
[2025-12-26T20:24:12.240292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-12-26T20:24:12.250774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2025-12-26T20:24:12.251093] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-12-26T20:24:12.251901] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-12-26T20:24:12.251957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:12.252044] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:12.252074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:12.252138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:12.309631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:12.310449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:12.310531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:12.310564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:12.432623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:12.432780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:12.432822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:12.432850] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:12.436227] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=50.62%)
[2025-12-26T20:24:12.436495] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-12-26T20:24:12.436640] [INFO ] [sig       ] HTD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:12.585430] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HTD.txt
[2025-12-26T20:24:12.585615] [INFO ] [sig       ] [1577/3548] Completed HTD in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-26T20:24:12.585661] [INFO ] [sig       ] [1578/3548] Forecasting HTGC...
[2025-12-26T20:24:12.585694] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-12-26T20:24:12.585725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-12-26T20:24:12.597006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2025-12-26T20:24:12.597408] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-12-26T20:24:12.598215] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-12-26T20:24:12.598268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:12.598301] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:12.598328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:12.598386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:12.657279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:12.658162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:12.658249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:12.658282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:12.782111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:12.782265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:12.782309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:12.782338] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:12.786289] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-12-26T20:24:12.786692] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-12-26T20:24:12.786841] [INFO ] [sig       ] HTGC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:12.936219] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HTGC.txt
[2025-12-26T20:24:12.936381] [INFO ] [sig       ] [1578/3548] Completed HTGC in 0.4s | 2.88 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-26T20:24:12.936421] [INFO ] [sig       ] [1579/3548] Forecasting HTH...
[2025-12-26T20:24:12.936451] [INFO ] [sig       ] Generating forecast for: HTH
[2025-12-26T20:24:12.936480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-12-26T20:24:12.948127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2025-12-26T20:24:12.948544] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-12-26T20:24:12.949467] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-12-26T20:24:12.949523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:12.949556] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:12.949604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:12.949665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:13.010157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:13.011134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:13.011223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:13.011257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:13.134793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:13.135002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:13.135074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:13.135153] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:13.140387] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=13.46%)
[2025-12-26T20:24:13.140844] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-12-26T20:24:13.141033] [INFO ] [sig       ] HTH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:13.306072] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HTH.txt
[2025-12-26T20:24:13.306246] [INFO ] [sig       ] [1579/3548] Completed HTH in 0.4s | 2.88 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-26T20:24:13.306290] [INFO ] [sig       ] [1580/3548] Forecasting HTLD...
[2025-12-26T20:24:13.306323] [INFO ] [sig       ] Generating forecast for: HTLD
[2025-12-26T20:24:13.306355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2025-12-26T20:24:13.318826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2025-12-26T20:24:13.319313] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2025-12-26T20:24:13.320201] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2025-12-26T20:24:13.320256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:13.320289] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:13.320320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:13.320389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:13.387767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:13.388923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:13.389035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:13.389076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:13.549289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:13.549481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:13.549550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:13.549699] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:13.555084] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: DOWN (p=39.62%)
[2025-12-26T20:24:13.555601] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2025-12-26T20:24:13.555806] [INFO ] [sig       ] HTLD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:13.757883] [INFO ] [LOCAL     ] Saved forecast: HTLD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HTLD.txt
[2025-12-26T20:24:13.758093] [INFO ] [sig       ] [1580/3548] Completed HTLD in 0.5s | 2.88 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-26T20:24:13.758151] [INFO ] [sig       ] [1581/3548] Forecasting HTOO...
[2025-12-26T20:24:13.758196] [INFO ] [sig       ] Generating forecast for: HTOO
[2025-12-26T20:24:13.758239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2025-12-26T20:24:13.773270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2025-12-26T20:24:13.773798] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2025-12-26T20:24:13.774878] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2025-12-26T20:24:13.774953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:13.775009] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:13.775058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:13.775154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:13.866216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:13.867215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:13.867308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:13.867344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:14.018461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:14.018635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:14.018681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:14.018711] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:14.022394] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: UP (p=87.24%)
[2025-12-26T20:24:14.022759] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2025-12-26T20:24:14.022904] [INFO ] [sig       ] HTOO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:14.168483] [INFO ] [LOCAL     ] Saved forecast: HTOO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HTOO.txt
[2025-12-26T20:24:14.168658] [INFO ] [sig       ] [1581/3548] Completed HTOO in 0.4s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-26T20:24:14.168702] [INFO ] [sig       ] [1582/3548] Forecasting HTZ...
[2025-12-26T20:24:14.168732] [INFO ] [sig       ] Generating forecast for: HTZ
[2025-12-26T20:24:14.168761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2025-12-26T20:24:14.180733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2025-12-26T20:24:14.181137] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2025-12-26T20:24:14.181991] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2025-12-26T20:24:14.182046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:14.182079] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:14.182108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:14.182361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:14.241812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:14.242700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:14.242783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:14.242816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:14.364861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:14.365184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:14.365229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:14.365261] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:14.368856] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: DOWN (p=29.34%)
[2025-12-26T20:24:14.369156] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2025-12-26T20:24:14.369284] [INFO ] [sig       ] HTZ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:14.513125] [INFO ] [LOCAL     ] Saved forecast: HTZ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HTZ.txt
[2025-12-26T20:24:14.513246] [INFO ] [sig       ] [1582/3548] Completed HTZ in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-26T20:24:14.513284] [INFO ] [sig       ] [1583/3548] Forecasting HUBB...
[2025-12-26T20:24:14.513313] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-12-26T20:24:14.513344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-12-26T20:24:14.524542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2025-12-26T20:24:14.524883] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-12-26T20:24:14.525708] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-12-26T20:24:14.525761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:14.525793] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:14.525821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:14.525895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:14.584997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:14.585649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:14.585729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:14.585763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:14.702235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:14.702386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:14.702430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:14.702458] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:14.705853] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: DOWN (p=11.87%)
[2025-12-26T20:24:14.706126] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-12-26T20:24:14.706248] [INFO ] [sig       ] HUBB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:14.846494] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HUBB.txt
[2025-12-26T20:24:14.846656] [INFO ] [sig       ] [1583/3548] Completed HUBB in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-26T20:24:14.846697] [INFO ] [sig       ] [1584/3548] Forecasting HUBG...
[2025-12-26T20:24:14.846727] [INFO ] [sig       ] Generating forecast for: HUBG
[2025-12-26T20:24:14.846756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2025-12-26T20:24:14.857858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2025-12-26T20:24:14.858170] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2025-12-26T20:24:14.859009] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2025-12-26T20:24:14.859066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:14.859097] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:14.859126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:14.859184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:14.918547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:14.919260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:14.919342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:14.919376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:15.034606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:15.034758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:15.034800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:15.034828] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:15.038216] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: DOWN (p=15.66%)
[2025-12-26T20:24:15.038502] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2025-12-26T20:24:15.038648] [INFO ] [sig       ] HUBG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:15.181135] [INFO ] [LOCAL     ] Saved forecast: HUBG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HUBG.txt
[2025-12-26T20:24:15.181286] [INFO ] [sig       ] [1584/3548] Completed HUBG in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-26T20:24:15.181326] [INFO ] [sig       ] [1585/3548] Forecasting HUBS...
[2025-12-26T20:24:15.181356] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-12-26T20:24:15.181386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-12-26T20:24:15.192737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2025-12-26T20:24:15.193108] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-12-26T20:24:15.193922] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-12-26T20:24:15.193992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:15.194027] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:15.194055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:15.194113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:15.253186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:15.254046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:15.254130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:15.254165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:15.376223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:15.376372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:15.376414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:15.376443] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:15.379867] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: DOWN (p=34.76%)
[2025-12-26T20:24:15.380142] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-12-26T20:24:15.380267] [INFO ] [sig       ] HUBS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:15.521928] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HUBS.txt
[2025-12-26T20:24:15.522102] [INFO ] [sig       ] [1585/3548] Completed HUBS in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-26T20:24:15.522148] [INFO ] [sig       ] [1586/3548] Forecasting HUM...
[2025-12-26T20:24:15.522181] [INFO ] [sig       ] Generating forecast for: HUM
[2025-12-26T20:24:15.522213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-12-26T20:24:15.533689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2025-12-26T20:24:15.534089] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-12-26T20:24:15.534925] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-12-26T20:24:15.534979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:15.535012] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:15.535041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:15.535101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:15.593329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:15.594200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:15.594288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:15.594321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:15.713301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:15.713453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:15.713495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:15.713524] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:15.716914] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: UP (p=81.53%)
[2025-12-26T20:24:15.717190] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-12-26T20:24:15.717316] [INFO ] [sig       ] HUM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:15.859768] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HUM.txt
[2025-12-26T20:24:15.859929] [INFO ] [sig       ] [1586/3548] Completed HUM in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-26T20:24:15.859970] [INFO ] [sig       ] [1587/3548] Forecasting HUMA...
[2025-12-26T20:24:15.860001] [INFO ] [sig       ] Generating forecast for: HUMA
[2025-12-26T20:24:15.860033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'.
[2025-12-26T20:24:15.871492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUMA'.
[2025-12-26T20:24:15.871957] [INFO ] [FORECASTER] Starting predict_future for HUMA
[2025-12-26T20:24:15.872823] [DEBUG] [LOCAL     ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt
[2025-12-26T20:24:15.872877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:15.872909] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:15.872939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:15.872998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:15.929864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:15.930781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:15.930905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:15.930948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:16.068701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:16.068857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:16.068917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:16.068947] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:16.072462] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: UP (p=52.11%)
[2025-12-26T20:24:16.072805] [INFO ] [FORECASTER] Completed predict_future for HUMA
[2025-12-26T20:24:16.072944] [INFO ] [sig       ] HUMA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:16.211954] [INFO ] [LOCAL     ] Saved forecast: HUMA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HUMA.txt
[2025-12-26T20:24:16.212095] [INFO ] [sig       ] [1587/3548] Completed HUMA in 0.4s | 2.88 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-26T20:24:16.212133] [INFO ] [sig       ] [1588/3548] Forecasting HUN...
[2025-12-26T20:24:16.212163] [INFO ] [sig       ] Generating forecast for: HUN
[2025-12-26T20:24:16.212193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-12-26T20:24:16.224016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2025-12-26T20:24:16.224456] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-12-26T20:24:16.225343] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-12-26T20:24:16.225397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:16.225430] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:16.225458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:16.225516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:16.284744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:16.285639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:16.285724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:16.285758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:16.410653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:16.410814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:16.410860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:16.410890] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:16.414744] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=82.20%)
[2025-12-26T20:24:16.415155] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-12-26T20:24:16.415313] [INFO ] [sig       ] HUN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:16.564641] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HUN.txt
[2025-12-26T20:24:16.564794] [INFO ] [sig       ] [1588/3548] Completed HUN in 0.4s | 2.88 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-26T20:24:16.564833] [INFO ] [sig       ] [1589/3548] Forecasting HURC...
[2025-12-26T20:24:16.564863] [INFO ] [sig       ] Generating forecast for: HURC
[2025-12-26T20:24:16.564892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2025-12-26T20:24:16.578476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2025-12-26T20:24:16.578974] [INFO ] [FORECASTER] Starting predict_future for HURC
[2025-12-26T20:24:16.579865] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2025-12-26T20:24:16.579919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:16.579951] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:16.579978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:16.580037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:16.639092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:16.640027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:16.640142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:16.640175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:16.756702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:16.756872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:16.756917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:16.756945] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:16.761020] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: UP (p=92.04%)
[2025-12-26T20:24:16.761426] [INFO ] [FORECASTER] Completed predict_future for HURC
[2025-12-26T20:24:16.761617] [INFO ] [sig       ] HURC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:16.917050] [INFO ] [LOCAL     ] Saved forecast: HURC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HURC.txt
[2025-12-26T20:24:16.917241] [INFO ] [sig       ] [1589/3548] Completed HURC in 0.4s | 2.88 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-26T20:24:16.917282] [INFO ] [sig       ] [1590/3548] Forecasting HURN...
[2025-12-26T20:24:16.917311] [INFO ] [sig       ] Generating forecast for: HURN
[2025-12-26T20:24:16.917341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2025-12-26T20:24:16.929646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2025-12-26T20:24:16.930036] [INFO ] [FORECASTER] Starting predict_future for HURN
[2025-12-26T20:24:16.930907] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2025-12-26T20:24:16.930961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:16.930994] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:16.931022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:16.931080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:16.989161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:16.990030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:16.990111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:16.990144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:17.106470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:17.106639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:17.106683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:17.106712] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:17.110120] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: UP (p=59.76%)
[2025-12-26T20:24:17.110428] [INFO ] [FORECASTER] Completed predict_future for HURN
[2025-12-26T20:24:17.110555] [INFO ] [sig       ] HURN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:17.250894] [INFO ] [LOCAL     ] Saved forecast: HURN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HURN.txt
[2025-12-26T20:24:17.251063] [INFO ] [sig       ] [1590/3548] Completed HURN in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-26T20:24:17.251112] [INFO ] [sig       ] [1591/3548] Forecasting HUYA...
[2025-12-26T20:24:17.251148] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-12-26T20:24:17.251185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-12-26T20:24:17.261772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2025-12-26T20:24:17.262091] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-12-26T20:24:17.262873] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-12-26T20:24:17.262924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:17.262956] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:17.262983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:17.263040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:17.319446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:17.320177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:17.320258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:17.320290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:17.443027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:17.443166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:17.443207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:17.443235] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:17.446550] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: UP (p=81.19%)
[2025-12-26T20:24:17.446834] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-12-26T20:24:17.446959] [INFO ] [sig       ] HUYA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:17.587171] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HUYA.txt
[2025-12-26T20:24:17.587315] [INFO ] [sig       ] [1591/3548] Completed HUYA in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-26T20:24:17.587354] [INFO ] [sig       ] [1592/3548] Forecasting HWC...
[2025-12-26T20:24:17.587384] [INFO ] [sig       ] Generating forecast for: HWC
[2025-12-26T20:24:17.587415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2025-12-26T20:24:17.598261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2025-12-26T20:24:17.598620] [INFO ] [FORECASTER] Starting predict_future for HWC
[2025-12-26T20:24:17.599423] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2025-12-26T20:24:17.599474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:17.599504] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:17.599530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:17.599606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:17.655656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:17.656350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:17.656427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:17.656464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:17.779505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:17.779688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:17.779732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:17.779762] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:17.783256] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: DOWN (p=20.85%)
[2025-12-26T20:24:17.783548] [INFO ] [FORECASTER] Completed predict_future for HWC
[2025-12-26T20:24:17.783719] [INFO ] [sig       ] HWC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:17.924001] [INFO ] [LOCAL     ] Saved forecast: HWC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HWC.txt
[2025-12-26T20:24:17.924157] [INFO ] [sig       ] [1592/3548] Completed HWC in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-26T20:24:17.924198] [INFO ] [sig       ] [1593/3548] Forecasting HWH...
[2025-12-26T20:24:17.924230] [INFO ] [sig       ] Generating forecast for: HWH
[2025-12-26T20:24:17.924263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2025-12-26T20:24:17.935757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2025-12-26T20:24:17.936161] [INFO ] [FORECASTER] Starting predict_future for HWH
[2025-12-26T20:24:17.936970] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2025-12-26T20:24:17.937022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:17.937055] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:17.937083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:17.937142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:17.994617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:17.995470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:17.995557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:17.995610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:18.114019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:18.114173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:18.114216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:18.114247] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:18.117625] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: UP (p=70.55%)
[2025-12-26T20:24:18.117904] [INFO ] [FORECASTER] Completed predict_future for HWH
[2025-12-26T20:24:18.118031] [INFO ] [sig       ] HWH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:18.260956] [INFO ] [LOCAL     ] Saved forecast: HWH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HWH.txt
[2025-12-26T20:24:18.261106] [INFO ] [sig       ] [1593/3548] Completed HWH in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-26T20:24:18.261154] [INFO ] [sig       ] [1594/3548] Forecasting HWKN...
[2025-12-26T20:24:18.261190] [INFO ] [sig       ] Generating forecast for: HWKN
[2025-12-26T20:24:18.261223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2025-12-26T20:24:18.273219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2025-12-26T20:24:18.273632] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2025-12-26T20:24:18.274421] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2025-12-26T20:24:18.274473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:18.274532] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:18.274561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:18.274644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:18.332517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:18.333411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:18.333502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:18.333535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:18.451889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:18.452041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:18.452084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:18.452111] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:18.455541] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: DOWN (p=11.56%)
[2025-12-26T20:24:18.455881] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2025-12-26T20:24:18.456017] [INFO ] [sig       ] HWKN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:18.597656] [INFO ] [LOCAL     ] Saved forecast: HWKN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HWKN.txt
[2025-12-26T20:24:18.597784] [INFO ] [sig       ] [1594/3548] Completed HWKN in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-26T20:24:18.597823] [INFO ] [sig       ] [1595/3548] Forecasting HWM...
[2025-12-26T20:24:18.597852] [INFO ] [sig       ] Generating forecast for: HWM
[2025-12-26T20:24:18.597882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-12-26T20:24:18.608730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2025-12-26T20:24:18.609063] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-12-26T20:24:18.609860] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-12-26T20:24:18.609912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:18.609942] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:18.609968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:18.610024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:18.666563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:18.667195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:18.667271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:18.667303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:18.785002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:18.785138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:18.785179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:18.785208] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:18.788499] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2025-12-26T20:24:18.788786] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-12-26T20:24:18.788923] [INFO ] [sig       ] HWM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:18.929371] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HWM.txt
[2025-12-26T20:24:18.929501] [INFO ] [sig       ] [1595/3548] Completed HWM in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-26T20:24:18.929539] [INFO ] [sig       ] [1596/3548] Forecasting HXL...
[2025-12-26T20:24:18.929568] [INFO ] [sig       ] Generating forecast for: HXL
[2025-12-26T20:24:18.929617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-12-26T20:24:18.940261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2025-12-26T20:24:18.940600] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-12-26T20:24:18.941368] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-12-26T20:24:18.941419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:18.941463] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:18.941491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:18.941549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:18.998352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:18.999040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:18.999116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:18.999147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:19.129265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:19.129421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:19.129488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:19.129519] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:19.133173] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: UP (p=57.78%)
[2025-12-26T20:24:19.133495] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-12-26T20:24:19.133652] [INFO ] [sig       ] HXL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:19.277375] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HXL.txt
[2025-12-26T20:24:19.277515] [INFO ] [sig       ] [1596/3548] Completed HXL in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-26T20:24:19.277554] [INFO ] [sig       ] [1597/3548] Forecasting HY...
[2025-12-26T20:24:19.277602] [INFO ] [sig       ] Generating forecast for: HY
[2025-12-26T20:24:19.277636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-12-26T20:24:19.289108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2025-12-26T20:24:19.289475] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-12-26T20:24:19.290390] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-12-26T20:24:19.290445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:19.290478] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:19.290505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:19.290564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:19.347689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:19.348494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:19.348599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:19.348635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:19.470625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:19.470816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:19.470861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:19.470889] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:19.474322] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: UP (p=95.67%)
[2025-12-26T20:24:19.474613] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-12-26T20:24:19.474744] [INFO ] [sig       ] HY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:19.616959] [INFO ] [LOCAL     ] Saved forecast: HY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HY.txt
[2025-12-26T20:24:19.617097] [INFO ] [sig       ] [1597/3548] Completed HY in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-26T20:24:19.617135] [INFO ] [sig       ] [1598/3548] Forecasting HYFM...
[2025-12-26T20:24:19.617164] [INFO ] [sig       ] Generating forecast for: HYFM
[2025-12-26T20:24:19.617194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2025-12-26T20:24:19.627310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2025-12-26T20:24:19.627676] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2025-12-26T20:24:19.628462] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2025-12-26T20:24:19.628515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:19.628548] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:19.628602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:19.628666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:19.687381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:19.688103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:19.688186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:19.688219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:19.803014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:19.803137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:19.803179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:19.803210] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:19.806513] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: DOWN (p=45.76%)
[2025-12-26T20:24:19.806800] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2025-12-26T20:24:19.806924] [INFO ] [sig       ] HYFM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:19.947817] [INFO ] [LOCAL     ] Saved forecast: HYFM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HYFM.txt
[2025-12-26T20:24:19.947945] [INFO ] [sig       ] [1598/3548] Completed HYFM in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-26T20:24:19.947983] [INFO ] [sig       ] [1599/3548] Forecasting HYI...
[2025-12-26T20:24:19.948012] [INFO ] [sig       ] Generating forecast for: HYI
[2025-12-26T20:24:19.948042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-12-26T20:24:19.959784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2025-12-26T20:24:19.960232] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-12-26T20:24:19.961048] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-12-26T20:24:19.961107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:19.961143] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:19.961175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:19.961245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:20.019846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:20.020771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:20.020858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:20.020891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:20.149168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:20.149328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:20.149373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:20.149404] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:20.153074] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: DOWN (p=19.49%)
[2025-12-26T20:24:20.153436] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-12-26T20:24:20.153626] [INFO ] [sig       ] HYI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:20.297499] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HYI.txt
[2025-12-26T20:24:20.297658] [INFO ] [sig       ] [1599/3548] Completed HYI in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-26T20:24:20.297699] [INFO ] [sig       ] [1600/3548] Forecasting HYLS...
[2025-12-26T20:24:20.297734] [INFO ] [sig       ] Generating forecast for: HYLS
[2025-12-26T20:24:20.297766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2025-12-26T20:24:20.308793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2025-12-26T20:24:20.309168] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2025-12-26T20:24:20.310008] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2025-12-26T20:24:20.310066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:20.310106] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:20.310140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:20.310213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:20.370804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:20.371523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:20.371621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:20.371657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:20.490331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:20.490476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:20.490519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:20.490546] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:20.493924] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-26T20:24:20.494192] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2025-12-26T20:24:20.494314] [INFO ] [sig       ] HYLS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:20.643581] [INFO ] [LOCAL     ] Saved forecast: HYLS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HYLS.txt
[2025-12-26T20:24:20.643726] [INFO ] [sig       ] [1600/3548] Completed HYLS in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-26T20:24:20.643768] [INFO ] [sig       ] [1601/3548] Forecasting HYMC...
[2025-12-26T20:24:20.643799] [INFO ] [sig       ] Generating forecast for: HYMC
[2025-12-26T20:24:20.643829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2025-12-26T20:24:20.654647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2025-12-26T20:24:20.654971] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2025-12-26T20:24:20.655856] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2025-12-26T20:24:20.655910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:20.655943] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:20.655970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:20.656029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:20.716512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:20.717223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:20.717308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:20.717342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:20.838605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:20.838764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:20.838812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:20.838856] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:20.842517] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=62.55%)
[2025-12-26T20:24:20.842837] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2025-12-26T20:24:20.842973] [INFO ] [sig       ] HYMC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:20.994093] [INFO ] [LOCAL     ] Saved forecast: HYMC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/HYMC.txt
[2025-12-26T20:24:20.994220] [INFO ] [sig       ] [1601/3548] Completed HYMC in 0.4s | 2.88 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-26T20:24:20.994261] [INFO ] [sig       ] [1602/3548] Forecasting HYXF...
[2025-12-26T20:24:20.994293] [INFO ] [sig       ] Generating forecast for: HYXF
[2025-12-26T20:24:20.994323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2025-12-26T20:24:21.004703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2025-12-26T20:24:21.005022] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2025-12-26T20:24:21.005817] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2025-12-26T20:24:21.005868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:21.005899] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:21.005924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:21.005981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:21.062764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:21.063493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:21.063595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:21.063629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:21.171346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:21.171494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:21.171534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:21.171563] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:21.174914] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: DOWN (p=38.40%)
[2025-12-26T20:24:21.175178] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2025-12-26T20:24:21.175296] [INFO ] [sig       ] HYXF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:21.315502] [INFO ] [LOCAL     ] Saved forecast: HYXF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HYXF.txt
[2025-12-26T20:24:21.315642] [INFO ] [sig       ] [1602/3548] Completed HYXF in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-26T20:24:21.315682] [INFO ] [sig       ] [1603/3548] Forecasting HYZD...
[2025-12-26T20:24:21.315710] [INFO ] [sig       ] Generating forecast for: HYZD
[2025-12-26T20:24:21.315740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2025-12-26T20:24:21.326443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2025-12-26T20:24:21.326781] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2025-12-26T20:24:21.327531] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2025-12-26T20:24:21.327602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:21.327636] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:21.327662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:21.327719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:21.385011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:21.385681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:21.385756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:21.385788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:21.505620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:21.505759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:21.505800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:21.505845] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:21.509165] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: DOWN (p=20.50%)
[2025-12-26T20:24:21.509439] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2025-12-26T20:24:21.509559] [INFO ] [sig       ] HYZD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:21.650835] [INFO ] [LOCAL     ] Saved forecast: HYZD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HYZD.txt
[2025-12-26T20:24:21.650961] [INFO ] [sig       ] [1603/3548] Completed HYZD in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-26T20:24:21.650999] [INFO ] [sig       ] [1604/3548] Forecasting HZO...
[2025-12-26T20:24:21.651028] [INFO ] [sig       ] Generating forecast for: HZO
[2025-12-26T20:24:21.651057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-12-26T20:24:21.661604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2025-12-26T20:24:21.661921] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-12-26T20:24:21.662697] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-12-26T20:24:21.662748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:21.662778] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:21.662805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:21.662862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:21.720203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:21.720839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:21.720947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:21.720980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:21.841014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:21.841158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:21.841208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:21.841242] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:21.844600] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=42.29%)
[2025-12-26T20:24:21.844878] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-12-26T20:24:21.845001] [INFO ] [sig       ] HZO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:21.987908] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/HZO.txt
[2025-12-26T20:24:21.988044] [INFO ] [sig       ] [1604/3548] Completed HZO in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-26T20:24:21.988082] [INFO ] [sig       ] [1605/3548] Forecasting IAC...
[2025-12-26T20:24:21.988111] [INFO ] [sig       ] Generating forecast for: IAC
[2025-12-26T20:24:21.988141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2025-12-26T20:24:21.998643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2025-12-26T20:24:21.998989] [INFO ] [FORECASTER] Starting predict_future for IAC
[2025-12-26T20:24:21.999787] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2025-12-26T20:24:21.999839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:21.999870] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:21.999896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:21.999954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:22.058158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:22.059016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:22.059097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:22.059146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:22.182766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:22.182913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:22.182958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:22.182988] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:22.186435] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: UP (p=62.34%)
[2025-12-26T20:24:22.186748] [INFO ] [FORECASTER] Completed predict_future for IAC
[2025-12-26T20:24:22.186878] [INFO ] [sig       ] IAC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:22.334888] [INFO ] [LOCAL     ] Saved forecast: IAC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IAC.txt
[2025-12-26T20:24:22.335044] [INFO ] [sig       ] [1605/3548] Completed IAC in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-26T20:24:22.335083] [INFO ] [sig       ] [1606/3548] Forecasting IAE...
[2025-12-26T20:24:22.335114] [INFO ] [sig       ] Generating forecast for: IAE
[2025-12-26T20:24:22.335151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-12-26T20:24:22.346079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2025-12-26T20:24:22.346401] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-12-26T20:24:22.347197] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-12-26T20:24:22.347252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:22.347284] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:22.347311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:22.347368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:22.404398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:22.405111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:22.405188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:22.405220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:22.516512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:22.516664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:22.516706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:22.516734] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:22.520026] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=89.47%)
[2025-12-26T20:24:22.520299] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-12-26T20:24:22.520419] [INFO ] [sig       ] IAE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:22.665297] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IAE.txt
[2025-12-26T20:24:22.665429] [INFO ] [sig       ] [1606/3548] Completed IAE in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-26T20:24:22.665467] [INFO ] [sig       ] [1607/3548] Forecasting IAG...
[2025-12-26T20:24:22.665494] [INFO ] [sig       ] Generating forecast for: IAG
[2025-12-26T20:24:22.665524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-12-26T20:24:22.676216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2025-12-26T20:24:22.676584] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-12-26T20:24:22.677405] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-12-26T20:24:22.677457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:22.677489] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:22.677545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:22.677621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:22.734223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:22.734907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:22.734983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:22.735014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:22.857809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:22.857959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:22.858000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:22.858029] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:22.861379] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: DOWN (p=35.82%)
[2025-12-26T20:24:22.861666] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-12-26T20:24:22.861788] [INFO ] [sig       ] IAG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:23.002770] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IAG.txt
[2025-12-26T20:24:23.002956] [INFO ] [sig       ] [1607/3548] Completed IAG in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-26T20:24:23.002998] [INFO ] [sig       ] [1608/3548] Forecasting IBB...
[2025-12-26T20:24:23.003029] [INFO ] [sig       ] Generating forecast for: IBB
[2025-12-26T20:24:23.003061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2025-12-26T20:24:23.013877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2025-12-26T20:24:23.014233] [INFO ] [FORECASTER] Starting predict_future for IBB
[2025-12-26T20:24:23.015034] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2025-12-26T20:24:23.015086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:23.015118] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:23.015145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:23.015204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:23.072717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:23.073398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:23.073476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:23.073509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:23.195961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:23.196110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:23.196152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:23.196180] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:23.199620] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: UP (p=61.42%)
[2025-12-26T20:24:23.199893] [INFO ] [FORECASTER] Completed predict_future for IBB
[2025-12-26T20:24:23.200015] [INFO ] [sig       ] IBB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:23.340895] [INFO ] [LOCAL     ] Saved forecast: IBB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IBB.txt
[2025-12-26T20:24:23.341053] [INFO ] [sig       ] [1608/3548] Completed IBB in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-26T20:24:23.341123] [INFO ] [sig       ] [1609/3548] Forecasting IBBQ...
[2025-12-26T20:24:23.341167] [INFO ] [sig       ] Generating forecast for: IBBQ
[2025-12-26T20:24:23.341203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2025-12-26T20:24:23.351463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2025-12-26T20:24:23.351813] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2025-12-26T20:24:23.352613] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2025-12-26T20:24:23.352664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:23.352695] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:23.352722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:23.352791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:23.412873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:23.413691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:23.413769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:23.413801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:23.519329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:23.519466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:23.519508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:23.519536] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:23.522951] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: UP (p=89.70%)
[2025-12-26T20:24:23.523227] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2025-12-26T20:24:23.523349] [INFO ] [sig       ] IBBQ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:23.664312] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IBBQ.txt
[2025-12-26T20:24:23.664458] [INFO ] [sig       ] [1609/3548] Completed IBBQ in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-26T20:24:23.664498] [INFO ] [sig       ] [1610/3548] Forecasting IBCP...
[2025-12-26T20:24:23.664528] [INFO ] [sig       ] Generating forecast for: IBCP
[2025-12-26T20:24:23.664557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2025-12-26T20:24:23.675354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2025-12-26T20:24:23.675722] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2025-12-26T20:24:23.676541] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2025-12-26T20:24:23.676621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:23.676660] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:23.676687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:23.676746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:23.735815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:23.736665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:23.736746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:23.736778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:23.852935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:23.853083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:23.853126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:23.853155] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:23.856704] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: DOWN (p=40.04%)
[2025-12-26T20:24:23.857017] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2025-12-26T20:24:23.857147] [INFO ] [sig       ] IBCP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:23.998123] [INFO ] [LOCAL     ] Saved forecast: IBCP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IBCP.txt
[2025-12-26T20:24:23.998263] [INFO ] [sig       ] [1610/3548] Completed IBCP in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-26T20:24:23.998302] [INFO ] [sig       ] [1611/3548] Forecasting IBEX...
[2025-12-26T20:24:23.998332] [INFO ] [sig       ] Generating forecast for: IBEX
[2025-12-26T20:24:23.998376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2025-12-26T20:24:24.009181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2025-12-26T20:24:24.009509] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2025-12-26T20:24:24.010283] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2025-12-26T20:24:24.010334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:24.010391] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:24.010419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:24.010477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:24.068954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:24.069768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:24.069851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:24.069884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:24.197884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:24.198042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:24.198085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:24.198115] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:24.201647] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: DOWN (p=32.62%)
[2025-12-26T20:24:24.201934] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2025-12-26T20:24:24.202065] [INFO ] [sig       ] IBEX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:24.347815] [INFO ] [LOCAL     ] Saved forecast: IBEX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IBEX.txt
[2025-12-26T20:24:24.347987] [INFO ] [sig       ] [1611/3548] Completed IBEX in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-26T20:24:24.348031] [INFO ] [sig       ] [1612/3548] Forecasting IBM...
[2025-12-26T20:24:24.348063] [INFO ] [sig       ] Generating forecast for: IBM
[2025-12-26T20:24:24.348093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-12-26T20:24:24.359035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2025-12-26T20:24:24.359421] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-12-26T20:24:24.360281] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-12-26T20:24:24.360336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:24.360367] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:24.360394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:24.360450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:24.419418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:24.420264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:24.420348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:24.420381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:24.551539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:24.551712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:24.551765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:24.551794] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:24.555943] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: UP (p=60.58%)
[2025-12-26T20:24:24.556287] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-12-26T20:24:24.556420] [INFO ] [sig       ] IBM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:24.724954] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IBM.txt
[2025-12-26T20:24:24.725136] [INFO ] [sig       ] [1612/3548] Completed IBM in 0.4s | 2.88 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-26T20:24:24.725189] [INFO ] [sig       ] [1613/3548] Forecasting IBN...
[2025-12-26T20:24:24.725232] [INFO ] [sig       ] Generating forecast for: IBN
[2025-12-26T20:24:24.725271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-12-26T20:24:24.738694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2025-12-26T20:24:24.739353] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-12-26T20:24:24.740650] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-12-26T20:24:24.740703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:24.740735] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:24.740761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:24.740827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:24.812570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:24.813487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:24.813597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:24.813639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:24.942771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:24.942935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:24.942989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:24.943020] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:24.946657] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: DOWN (p=23.57%)
[2025-12-26T20:24:24.946937] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-12-26T20:24:24.947066] [INFO ] [sig       ] IBN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:25.090204] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IBN.txt
[2025-12-26T20:24:25.090367] [INFO ] [sig       ] [1613/3548] Completed IBN in 0.4s | 2.88 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-26T20:24:25.090408] [INFO ] [sig       ] [1614/3548] Forecasting IBOC...
[2025-12-26T20:24:25.090439] [INFO ] [sig       ] Generating forecast for: IBOC
[2025-12-26T20:24:25.090470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2025-12-26T20:24:25.101786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2025-12-26T20:24:25.102149] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2025-12-26T20:24:25.102944] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2025-12-26T20:24:25.102996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:25.103026] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:25.103053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:25.103110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:25.160095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:25.160968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:25.161052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:25.161086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:25.293300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:25.293454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:25.293495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:25.293599] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:25.297029] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: UP (p=81.22%)
[2025-12-26T20:24:25.297318] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2025-12-26T20:24:25.297447] [INFO ] [sig       ] IBOC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:25.436982] [INFO ] [LOCAL     ] Saved forecast: IBOC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IBOC.txt
[2025-12-26T20:24:25.437115] [INFO ] [sig       ] [1614/3548] Completed IBOC in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-26T20:24:25.437153] [INFO ] [sig       ] [1615/3548] Forecasting IBP...
[2025-12-26T20:24:25.437183] [INFO ] [sig       ] Generating forecast for: IBP
[2025-12-26T20:24:25.437214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-12-26T20:24:25.449641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2025-12-26T20:24:25.450025] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-12-26T20:24:25.450846] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-12-26T20:24:25.450899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:25.450932] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:25.450960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:25.451019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:25.510008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:25.510787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:25.510869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:25.510901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:25.634247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:25.634395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:25.634438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:25.634466] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:25.637923] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=17.73%)
[2025-12-26T20:24:25.638208] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-12-26T20:24:25.638335] [INFO ] [sig       ] IBP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:25.779561] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IBP.txt
[2025-12-26T20:24:25.779736] [INFO ] [sig       ] [1615/3548] Completed IBP in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-26T20:24:25.779775] [INFO ] [sig       ] [1616/3548] Forecasting IBRX...
[2025-12-26T20:24:25.779804] [INFO ] [sig       ] Generating forecast for: IBRX
[2025-12-26T20:24:25.779834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2025-12-26T20:24:25.790853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2025-12-26T20:24:25.791245] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2025-12-26T20:24:25.792129] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2025-12-26T20:24:25.792182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:25.792213] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:25.792238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:25.792297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:25.849484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:25.850346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:25.850436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:25.850469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:25.970917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:25.971084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:25.971127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:25.971156] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:25.974496] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: DOWN (p=42.75%)
[2025-12-26T20:24:25.974786] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2025-12-26T20:24:25.974907] [INFO ] [sig       ] IBRX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:26.116089] [INFO ] [LOCAL     ] Saved forecast: IBRX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IBRX.txt
[2025-12-26T20:24:26.116245] [INFO ] [sig       ] [1616/3548] Completed IBRX in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-26T20:24:26.116284] [INFO ] [sig       ] [1617/3548] Forecasting IBTG...
[2025-12-26T20:24:26.116313] [INFO ] [sig       ] Generating forecast for: IBTG
[2025-12-26T20:24:26.116345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2025-12-26T20:24:26.127516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2025-12-26T20:24:26.127902] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2025-12-26T20:24:26.128686] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2025-12-26T20:24:26.128736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:26.128767] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:26.128792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:26.128850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:26.187901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:26.188974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:26.189058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:26.189089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:26.306252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:26.306378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:26.306420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:26.306449] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:26.309884] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=59.04%)
[2025-12-26T20:24:26.310158] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2025-12-26T20:24:26.310282] [INFO ] [sig       ] IBTG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:26.460075] [INFO ] [LOCAL     ] Saved forecast: IBTG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IBTG.txt
[2025-12-26T20:24:26.460230] [INFO ] [sig       ] [1617/3548] Completed IBTG in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-26T20:24:26.460275] [INFO ] [sig       ] [1618/3548] Forecasting IBTH...
[2025-12-26T20:24:26.460312] [INFO ] [sig       ] Generating forecast for: IBTH
[2025-12-26T20:24:26.460348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2025-12-26T20:24:26.471507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2025-12-26T20:24:26.471919] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2025-12-26T20:24:26.472761] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2025-12-26T20:24:26.472816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:26.472848] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:26.472875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:26.472933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:26.529838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:26.530678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:26.530757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:26.530789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:26.649446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:26.649600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:26.649644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:26.649673] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:26.652991] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: UP (p=94.06%)
[2025-12-26T20:24:26.653260] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2025-12-26T20:24:26.653381] [INFO ] [sig       ] IBTH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:26.794506] [INFO ] [LOCAL     ] Saved forecast: IBTH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IBTH.txt
[2025-12-26T20:24:26.794632] [INFO ] [sig       ] [1618/3548] Completed IBTH in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-26T20:24:26.794672] [INFO ] [sig       ] [1619/3548] Forecasting IBTI...
[2025-12-26T20:24:26.794701] [INFO ] [sig       ] Generating forecast for: IBTI
[2025-12-26T20:24:26.794730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2025-12-26T20:24:26.806110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2025-12-26T20:24:26.806425] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2025-12-26T20:24:26.807198] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2025-12-26T20:24:26.807249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:26.807285] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:26.807311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:26.807368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:26.864696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:26.865314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:26.865403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:26.865441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:26.986397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:26.986489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:26.986526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:26.986555] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:26.989733] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: UP (p=91.24%)
[2025-12-26T20:24:26.989993] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2025-12-26T20:24:26.990111] [INFO ] [sig       ] IBTI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:27.131140] [INFO ] [LOCAL     ] Saved forecast: IBTI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IBTI.txt
[2025-12-26T20:24:27.131265] [INFO ] [sig       ] [1619/3548] Completed IBTI in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-26T20:24:27.131302] [INFO ] [sig       ] [1620/3548] Forecasting IBTJ...
[2025-12-26T20:24:27.131332] [INFO ] [sig       ] Generating forecast for: IBTJ
[2025-12-26T20:24:27.131361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2025-12-26T20:24:27.142116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2025-12-26T20:24:27.142407] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2025-12-26T20:24:27.143180] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2025-12-26T20:24:27.143246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:27.143278] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:27.143305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:27.143363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:27.200358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:27.200966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:27.201042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:27.201073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:27.320112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:27.320218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:27.320255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:27.320283] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:27.323433] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: UP (p=51.54%)
[2025-12-26T20:24:27.323713] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2025-12-26T20:24:27.323833] [INFO ] [sig       ] IBTJ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:27.462608] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IBTJ.txt
[2025-12-26T20:24:27.462737] [INFO ] [sig       ] [1620/3548] Completed IBTJ in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-26T20:24:27.462776] [INFO ] [sig       ] [1621/3548] Forecasting IBTK...
[2025-12-26T20:24:27.462805] [INFO ] [sig       ] Generating forecast for: IBTK
[2025-12-26T20:24:27.462836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2025-12-26T20:24:27.474255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2025-12-26T20:24:27.474678] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2025-12-26T20:24:27.475655] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2025-12-26T20:24:27.475718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:27.475763] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:27.475808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:27.475895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:27.546202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:27.547061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:27.547172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:27.547205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:27.665642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:27.665762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:27.665803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:27.665832] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:27.669092] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: DOWN (p=21.56%)
[2025-12-26T20:24:27.669357] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2025-12-26T20:24:27.669477] [INFO ] [sig       ] IBTK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:27.812021] [INFO ] [LOCAL     ] Saved forecast: IBTK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IBTK.txt
[2025-12-26T20:24:27.812138] [INFO ] [sig       ] [1621/3548] Completed IBTK in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-26T20:24:27.812176] [INFO ] [sig       ] [1622/3548] Forecasting IBTL...
[2025-12-26T20:24:27.812206] [INFO ] [sig       ] Generating forecast for: IBTL
[2025-12-26T20:24:27.812236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2025-12-26T20:24:27.823112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2025-12-26T20:24:27.823404] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2025-12-26T20:24:27.824180] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2025-12-26T20:24:27.824232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:27.824263] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:27.824289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:27.824346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:27.881163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:27.881790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:27.881865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:27.881897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:27.999523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:27.999665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:27.999706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:27.999734] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:28.002987] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: UP (p=91.08%)
[2025-12-26T20:24:28.003254] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2025-12-26T20:24:28.003374] [INFO ] [sig       ] IBTL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:28.142889] [INFO ] [LOCAL     ] Saved forecast: IBTL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IBTL.txt
[2025-12-26T20:24:28.143001] [INFO ] [sig       ] [1622/3548] Completed IBTL in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-26T20:24:28.143039] [INFO ] [sig       ] [1623/3548] Forecasting IBTM...
[2025-12-26T20:24:28.143068] [INFO ] [sig       ] Generating forecast for: IBTM
[2025-12-26T20:24:28.143096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2025-12-26T20:24:28.154783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2025-12-26T20:24:28.155237] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2025-12-26T20:24:28.156116] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2025-12-26T20:24:28.156171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:28.156204] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:28.156231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:28.156288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:28.214912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:28.215988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:28.216071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:28.216103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:28.332971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:28.333133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:28.333178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:28.333206] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:28.336666] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: UP (p=69.16%)
[2025-12-26T20:24:28.336944] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2025-12-26T20:24:28.337068] [INFO ] [sig       ] IBTM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:28.476006] [INFO ] [LOCAL     ] Saved forecast: IBTM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IBTM.txt
[2025-12-26T20:24:28.476132] [INFO ] [sig       ] [1623/3548] Completed IBTM in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-26T20:24:28.476176] [INFO ] [sig       ] [1624/3548] Forecasting IBTO...
[2025-12-26T20:24:28.476207] [INFO ] [sig       ] Generating forecast for: IBTO
[2025-12-26T20:24:28.476237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2025-12-26T20:24:28.487459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2025-12-26T20:24:28.487824] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2025-12-26T20:24:28.488632] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2025-12-26T20:24:28.488683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:28.488715] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:28.488741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:28.488798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:28.545436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:28.546337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:28.546423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:28.546454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:28.668957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:28.669103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:28.669145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:28.669174] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:28.672495] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: DOWN (p=24.91%)
[2025-12-26T20:24:28.672780] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2025-12-26T20:24:28.672899] [INFO ] [sig       ] IBTO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:28.813418] [INFO ] [LOCAL     ] Saved forecast: IBTO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IBTO.txt
[2025-12-26T20:24:28.813566] [INFO ] [sig       ] [1624/3548] Completed IBTO in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-26T20:24:28.813624] [INFO ] [sig       ] [1625/3548] Forecasting ICE...
[2025-12-26T20:24:28.813654] [INFO ] [sig       ] Generating forecast for: ICE
[2025-12-26T20:24:28.813683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-12-26T20:24:28.824436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2025-12-26T20:24:28.824775] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-12-26T20:24:28.825528] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-12-26T20:24:28.825595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:28.825628] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:28.825655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:28.825712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:28.885428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:28.886161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:28.886235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:28.886267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:29.005478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:29.005621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:29.005663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:29.005692] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:29.009007] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: DOWN (p=46.91%)
[2025-12-26T20:24:29.009295] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-12-26T20:24:29.009442] [INFO ] [sig       ] ICE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:29.149252] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ICE.txt
[2025-12-26T20:24:29.149361] [INFO ] [sig       ] [1625/3548] Completed ICE in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-26T20:24:29.149401] [INFO ] [sig       ] [1626/3548] Forecasting ICFI...
[2025-12-26T20:24:29.149430] [INFO ] [sig       ] Generating forecast for: ICFI
[2025-12-26T20:24:29.149460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2025-12-26T20:24:29.161336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2025-12-26T20:24:29.161652] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2025-12-26T20:24:29.162415] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2025-12-26T20:24:29.162466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:29.162496] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:29.162523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:29.162597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:29.219143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:29.219747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:29.219824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:29.219855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:29.339637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:29.339788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:29.339831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:29.339859] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:29.343222] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: DOWN (p=23.08%)
[2025-12-26T20:24:29.343491] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2025-12-26T20:24:29.343634] [INFO ] [sig       ] ICFI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:29.484725] [INFO ] [LOCAL     ] Saved forecast: ICFI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ICFI.txt
[2025-12-26T20:24:29.484879] [INFO ] [sig       ] [1626/3548] Completed ICFI in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-26T20:24:29.484919] [INFO ] [sig       ] [1627/3548] Forecasting ICL...
[2025-12-26T20:24:29.484949] [INFO ] [sig       ] Generating forecast for: ICL
[2025-12-26T20:24:29.484979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-12-26T20:24:29.495714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2025-12-26T20:24:29.496099] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-12-26T20:24:29.496875] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-12-26T20:24:29.496926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:29.496958] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:29.496984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:29.497041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:29.554637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:29.555441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:29.555525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:29.555557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:29.682087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:29.682267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:29.682330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:29.682365] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:29.685854] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: DOWN (p=40.28%)
[2025-12-26T20:24:29.686122] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-12-26T20:24:29.686242] [INFO ] [sig       ] ICL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:29.826670] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ICL.txt
[2025-12-26T20:24:29.826825] [INFO ] [sig       ] [1627/3548] Completed ICL in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-26T20:24:29.826865] [INFO ] [sig       ] [1628/3548] Forecasting ICLN...
[2025-12-26T20:24:29.826893] [INFO ] [sig       ] Generating forecast for: ICLN
[2025-12-26T20:24:29.826924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2025-12-26T20:24:29.838563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2025-12-26T20:24:29.838974] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2025-12-26T20:24:29.839770] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2025-12-26T20:24:29.839821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:29.839886] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:29.839914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:29.839972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:29.897074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:29.897943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:29.898028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:29.898060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:30.019367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:30.019522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:30.019565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:30.019614] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:30.022995] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: DOWN (p=40.82%)
[2025-12-26T20:24:30.023286] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2025-12-26T20:24:30.023417] [INFO ] [sig       ] ICLN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:30.168481] [INFO ] [LOCAL     ] Saved forecast: ICLN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ICLN.txt
[2025-12-26T20:24:30.168844] [INFO ] [sig       ] [1628/3548] Completed ICLN in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-26T20:24:30.168915] [INFO ] [sig       ] [1629/3548] Forecasting ICMB...
[2025-12-26T20:24:30.168947] [INFO ] [sig       ] Generating forecast for: ICMB
[2025-12-26T20:24:30.168996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2025-12-26T20:24:30.184204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2025-12-26T20:24:30.184633] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2025-12-26T20:24:30.185765] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2025-12-26T20:24:30.185826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:30.185868] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:30.185898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:30.185976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:30.244598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:30.245697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:30.245803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:30.245839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:30.357030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:30.357181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:30.357223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:30.357251] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:30.360697] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: UP (p=94.76%)
[2025-12-26T20:24:30.360965] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2025-12-26T20:24:30.361084] [INFO ] [sig       ] ICMB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:30.500413] [INFO ] [LOCAL     ] Saved forecast: ICMB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ICMB.txt
[2025-12-26T20:24:30.500552] [INFO ] [sig       ] [1629/3548] Completed ICMB in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-26T20:24:30.500609] [INFO ] [sig       ] [1630/3548] Forecasting ICOP...
[2025-12-26T20:24:30.500639] [INFO ] [sig       ] Generating forecast for: ICOP
[2025-12-26T20:24:30.500670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2025-12-26T20:24:30.511351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2025-12-26T20:24:30.511671] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2025-12-26T20:24:30.512448] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2025-12-26T20:24:30.512500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:30.512531] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:30.512557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:30.512637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:30.569232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:30.570101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:30.570184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:30.570217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:30.683523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:30.683684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:30.683727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:30.683755] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:30.687104] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: UP (p=92.54%)
[2025-12-26T20:24:30.687370] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2025-12-26T20:24:30.687493] [INFO ] [sig       ] ICOP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:30.829241] [INFO ] [LOCAL     ] Saved forecast: ICOP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ICOP.txt
[2025-12-26T20:24:30.829382] [INFO ] [sig       ] [1630/3548] Completed ICOP in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-26T20:24:30.829428] [INFO ] [sig       ] [1631/3548] Forecasting ICUI...
[2025-12-26T20:24:30.829463] [INFO ] [sig       ] Generating forecast for: ICUI
[2025-12-26T20:24:30.829500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2025-12-26T20:24:30.840691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2025-12-26T20:24:30.840996] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2025-12-26T20:24:30.841781] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2025-12-26T20:24:30.841832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:30.841899] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:30.841929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:30.841989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:30.898682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:30.899474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:30.899562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:30.899613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:31.019715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:31.019869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:31.019918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:31.020005] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:31.023396] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: DOWN (p=49.41%)
[2025-12-26T20:24:31.023693] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2025-12-26T20:24:31.023816] [INFO ] [sig       ] ICUI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:31.177781] [INFO ] [LOCAL     ] Saved forecast: ICUI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ICUI.txt
[2025-12-26T20:24:31.177927] [INFO ] [sig       ] [1631/3548] Completed ICUI in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-26T20:24:31.177965] [INFO ] [sig       ] [1632/3548] Forecasting IDA...
[2025-12-26T20:24:31.177994] [INFO ] [sig       ] Generating forecast for: IDA
[2025-12-26T20:24:31.178025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-12-26T20:24:31.189501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2025-12-26T20:24:31.189835] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-12-26T20:24:31.190643] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-12-26T20:24:31.190695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:31.190726] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:31.190753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:31.190810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:31.249989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:31.250854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:31.250939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:31.250973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:31.368611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:31.368778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:31.368838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:31.368905] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:31.372470] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: UP (p=56.37%)
[2025-12-26T20:24:31.372786] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-12-26T20:24:31.372929] [INFO ] [sig       ] IDA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:31.538874] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IDA.txt
[2025-12-26T20:24:31.539058] [INFO ] [sig       ] [1632/3548] Completed IDA in 0.4s | 2.88 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-26T20:24:31.539098] [INFO ] [sig       ] [1633/3548] Forecasting IDAI...
[2025-12-26T20:24:31.539128] [INFO ] [sig       ] Generating forecast for: IDAI
[2025-12-26T20:24:31.539158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2025-12-26T20:24:31.550604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2025-12-26T20:24:31.551002] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2025-12-26T20:24:31.551802] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2025-12-26T20:24:31.551854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:31.551885] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:31.551912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:31.551969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:31.609001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:31.609805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:31.609883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:31.609915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:31.731456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:31.731724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:31.731771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:31.731802] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:31.735289] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: UP (p=85.44%)
[2025-12-26T20:24:31.735566] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2025-12-26T20:24:31.735708] [INFO ] [sig       ] IDAI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:31.881005] [INFO ] [LOCAL     ] Saved forecast: IDAI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IDAI.txt
[2025-12-26T20:24:31.881134] [INFO ] [sig       ] [1633/3548] Completed IDAI in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-26T20:24:31.881173] [INFO ] [sig       ] [1634/3548] Forecasting IDCC...
[2025-12-26T20:24:31.881201] [INFO ] [sig       ] Generating forecast for: IDCC
[2025-12-26T20:24:31.881232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2025-12-26T20:24:31.892040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2025-12-26T20:24:31.892377] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2025-12-26T20:24:31.893150] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2025-12-26T20:24:31.893202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:31.893233] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:31.893259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:31.893315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:31.950098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:31.950963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:31.951051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:31.951083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:32.069224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:32.069383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:32.069432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:32.069466] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:32.072873] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: UP (p=86.22%)
[2025-12-26T20:24:32.073145] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2025-12-26T20:24:32.073268] [INFO ] [sig       ] IDCC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:32.212601] [INFO ] [LOCAL     ] Saved forecast: IDCC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IDCC.txt
[2025-12-26T20:24:32.212747] [INFO ] [sig       ] [1634/3548] Completed IDCC in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-26T20:24:32.212790] [INFO ] [sig       ] [1635/3548] Forecasting IDE...
[2025-12-26T20:24:32.212821] [INFO ] [sig       ] Generating forecast for: IDE
[2025-12-26T20:24:32.212851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-12-26T20:24:32.223716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2025-12-26T20:24:32.224039] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-12-26T20:24:32.224810] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-12-26T20:24:32.224861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:32.224892] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:32.224918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:32.224975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:32.282420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:32.283230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:32.283311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:32.283345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:32.400709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:32.400858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:32.400901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:32.400929] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:32.404296] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: DOWN (p=45.34%)
[2025-12-26T20:24:32.404564] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-12-26T20:24:32.404705] [INFO ] [sig       ] IDE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:32.552132] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IDE.txt
[2025-12-26T20:24:32.552307] [INFO ] [sig       ] [1635/3548] Completed IDE in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-26T20:24:32.552355] [INFO ] [sig       ] [1636/3548] Forecasting IDN...
[2025-12-26T20:24:32.552388] [INFO ] [sig       ] Generating forecast for: IDN
[2025-12-26T20:24:32.552422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2025-12-26T20:24:32.564046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2025-12-26T20:24:32.564454] [INFO ] [FORECASTER] Starting predict_future for IDN
[2025-12-26T20:24:32.565306] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2025-12-26T20:24:32.565360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:32.565391] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:32.565417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:32.565478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:32.622880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:32.623759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:32.623842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:32.623874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:32.740038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:32.740204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:32.740246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:32.740274] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:32.743683] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: DOWN (p=2.59%)
[2025-12-26T20:24:32.743953] [INFO ] [FORECASTER] Completed predict_future for IDN
[2025-12-26T20:24:32.744072] [INFO ] [sig       ] IDN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:32.884757] [INFO ] [LOCAL     ] Saved forecast: IDN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IDN.txt
[2025-12-26T20:24:32.884873] [INFO ] [sig       ] [1636/3548] Completed IDN in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-26T20:24:32.884912] [INFO ] [sig       ] [1637/3548] Forecasting IDXX...
[2025-12-26T20:24:32.884941] [INFO ] [sig       ] Generating forecast for: IDXX
[2025-12-26T20:24:32.884970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2025-12-26T20:24:32.895813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2025-12-26T20:24:32.896117] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2025-12-26T20:24:32.896891] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2025-12-26T20:24:32.896942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:32.896972] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:32.896998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:32.897055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:32.954154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:32.954776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:32.954852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:32.954884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:33.073545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:33.073705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:33.073746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:33.073774] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:33.077095] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: DOWN (p=0.93%)
[2025-12-26T20:24:33.077364] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2025-12-26T20:24:33.077488] [INFO ] [sig       ] IDXX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:33.221532] [INFO ] [LOCAL     ] Saved forecast: IDXX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IDXX.txt
[2025-12-26T20:24:33.221707] [INFO ] [sig       ] [1637/3548] Completed IDXX in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-26T20:24:33.221749] [INFO ] [sig       ] [1638/3548] Forecasting IDYA...
[2025-12-26T20:24:33.221779] [INFO ] [sig       ] Generating forecast for: IDYA
[2025-12-26T20:24:33.221809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2025-12-26T20:24:33.234126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2025-12-26T20:24:33.234598] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2025-12-26T20:24:33.235530] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2025-12-26T20:24:33.235624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:33.235673] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:33.235714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:33.235790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:33.310037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:33.310969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:33.311103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:33.311138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:33.440271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:33.440443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:33.440503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:33.440565] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:33.445324] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-26T20:24:33.445715] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2025-12-26T20:24:33.445880] [INFO ] [sig       ] IDYA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:33.592626] [INFO ] [LOCAL     ] Saved forecast: IDYA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IDYA.txt
[2025-12-26T20:24:33.592767] [INFO ] [sig       ] [1638/3548] Completed IDYA in 0.4s | 2.88 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-26T20:24:33.592806] [INFO ] [sig       ] [1639/3548] Forecasting IEF...
[2025-12-26T20:24:33.592836] [INFO ] [sig       ] Generating forecast for: IEF
[2025-12-26T20:24:33.592866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2025-12-26T20:24:33.606025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2025-12-26T20:24:33.606498] [INFO ] [FORECASTER] Starting predict_future for IEF
[2025-12-26T20:24:33.607536] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2025-12-26T20:24:33.607633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:33.607677] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:33.607714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:33.607799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:33.672973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:33.673851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:33.673935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:33.673969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:33.806629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:33.806783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:33.806828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:33.806858] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:33.810596] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: UP (p=95.43%)
[2025-12-26T20:24:33.810888] [INFO ] [FORECASTER] Completed predict_future for IEF
[2025-12-26T20:24:33.811020] [INFO ] [sig       ] IEF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:33.962644] [INFO ] [LOCAL     ] Saved forecast: IEF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IEF.txt
[2025-12-26T20:24:33.962796] [INFO ] [sig       ] [1639/3548] Completed IEF in 0.4s | 2.88 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-26T20:24:33.962837] [INFO ] [sig       ] [1640/3548] Forecasting IEI...
[2025-12-26T20:24:33.962867] [INFO ] [sig       ] Generating forecast for: IEI
[2025-12-26T20:24:33.962897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2025-12-26T20:24:33.975777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2025-12-26T20:24:33.976150] [INFO ] [FORECASTER] Starting predict_future for IEI
[2025-12-26T20:24:33.977108] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2025-12-26T20:24:33.977172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:33.977206] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:33.977232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:33.977289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:34.039074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:34.039896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:34.039980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:34.040029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:34.169320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:34.169493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:34.169559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:34.169617] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:34.173644] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: UP (p=66.40%)
[2025-12-26T20:24:34.173957] [INFO ] [FORECASTER] Completed predict_future for IEI
[2025-12-26T20:24:34.174091] [INFO ] [sig       ] IEI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:34.328845] [INFO ] [LOCAL     ] Saved forecast: IEI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IEI.txt
[2025-12-26T20:24:34.329007] [INFO ] [sig       ] [1640/3548] Completed IEI in 0.4s | 2.88 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-26T20:24:34.329049] [INFO ] [sig       ] [1641/3548] Forecasting IEP...
[2025-12-26T20:24:34.329080] [INFO ] [sig       ] Generating forecast for: IEP
[2025-12-26T20:24:34.329111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2025-12-26T20:24:34.340767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2025-12-26T20:24:34.341157] [INFO ] [FORECASTER] Starting predict_future for IEP
[2025-12-26T20:24:34.342031] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2025-12-26T20:24:34.342084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:34.342115] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:34.342141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:34.342198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:34.403726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:34.404468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:34.404563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:34.404615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:34.534460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:34.534610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:34.534655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:34.534683] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:34.538222] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: UP (p=56.04%)
[2025-12-26T20:24:34.538502] [INFO ] [FORECASTER] Completed predict_future for IEP
[2025-12-26T20:24:34.538652] [INFO ] [sig       ] IEP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:34.690707] [INFO ] [LOCAL     ] Saved forecast: IEP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IEP.txt
[2025-12-26T20:24:34.690879] [INFO ] [sig       ] [1641/3548] Completed IEP in 0.4s | 2.88 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-26T20:24:34.690921] [INFO ] [sig       ] [1642/3548] Forecasting IESC...
[2025-12-26T20:24:34.690951] [INFO ] [sig       ] Generating forecast for: IESC
[2025-12-26T20:24:34.690982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2025-12-26T20:24:34.702705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2025-12-26T20:24:34.703093] [INFO ] [FORECASTER] Starting predict_future for IESC
[2025-12-26T20:24:34.704022] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2025-12-26T20:24:34.704086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:34.704123] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:34.704164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:34.704224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:34.766802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:34.767689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:34.767772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:34.767806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:34.895874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:34.896036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:34.896084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:34.896114] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:34.899705] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: DOWN (p=3.22%)
[2025-12-26T20:24:34.899990] [INFO ] [FORECASTER] Completed predict_future for IESC
[2025-12-26T20:24:34.900124] [INFO ] [sig       ] IESC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:35.041190] [INFO ] [LOCAL     ] Saved forecast: IESC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IESC.txt
[2025-12-26T20:24:35.041349] [INFO ] [sig       ] [1642/3548] Completed IESC in 0.4s | 2.88 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-26T20:24:35.041388] [INFO ] [sig       ] [1643/3548] Forecasting IEX...
[2025-12-26T20:24:35.041419] [INFO ] [sig       ] Generating forecast for: IEX
[2025-12-26T20:24:35.041449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-12-26T20:24:35.053466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2025-12-26T20:24:35.053851] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-12-26T20:24:35.054638] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-12-26T20:24:35.054688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:35.054720] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:35.054746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:35.054803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:35.111546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:35.112395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:35.112476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:35.112509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:35.231442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:35.231624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:35.231668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:35.231697] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:35.235060] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: DOWN (p=7.71%)
[2025-12-26T20:24:35.235328] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-12-26T20:24:35.235451] [INFO ] [sig       ] IEX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:35.376029] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IEX.txt
[2025-12-26T20:24:35.376158] [INFO ] [sig       ] [1643/3548] Completed IEX in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-26T20:24:35.376202] [INFO ] [sig       ] [1644/3548] Forecasting IFF...
[2025-12-26T20:24:35.376232] [INFO ] [sig       ] Generating forecast for: IFF
[2025-12-26T20:24:35.376262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-12-26T20:24:35.387144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFF'.
[2025-12-26T20:24:35.387445] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-12-26T20:24:35.388258] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-12-26T20:24:35.388309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:35.388340] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:35.388367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:35.388425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:35.444550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:35.445180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:35.445255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:35.445286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:35.566508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:35.566673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:35.566715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:35.566744] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:35.570120] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: DOWN (p=4.63%)
[2025-12-26T20:24:35.570385] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-12-26T20:24:35.570510] [INFO ] [sig       ] IFF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:35.713812] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IFF.txt
[2025-12-26T20:24:35.713951] [INFO ] [sig       ] [1644/3548] Completed IFF in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-26T20:24:35.713995] [INFO ] [sig       ] [1645/3548] Forecasting IFN...
[2025-12-26T20:24:35.714025] [INFO ] [sig       ] Generating forecast for: IFN
[2025-12-26T20:24:35.714059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-12-26T20:24:35.726630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2025-12-26T20:24:35.727044] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-12-26T20:24:35.727887] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-12-26T20:24:35.727938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:35.727999] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:35.728027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:35.728090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:35.785590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:35.786506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:35.786610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:35.786644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:35.904487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:35.904663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:35.904706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:35.904736] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:35.908282] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: UP (p=95.68%)
[2025-12-26T20:24:35.908626] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-12-26T20:24:35.908769] [INFO ] [sig       ] IFN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:36.059124] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IFN.txt
[2025-12-26T20:24:36.059280] [INFO ] [sig       ] [1645/3548] Completed IFN in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-26T20:24:36.059322] [INFO ] [sig       ] [1646/3548] Forecasting IFS...
[2025-12-26T20:24:36.059352] [INFO ] [sig       ] Generating forecast for: IFS
[2025-12-26T20:24:36.059390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-12-26T20:24:36.071268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2025-12-26T20:24:36.071653] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-12-26T20:24:36.072452] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-12-26T20:24:36.072505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:36.072536] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:36.072563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:36.072643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:36.129734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:36.130509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:36.130606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:36.130643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:36.250204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:36.250360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:36.250405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:36.250434] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:36.254032] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: UP (p=59.55%)
[2025-12-26T20:24:36.254312] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-12-26T20:24:36.254440] [INFO ] [sig       ] IFS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:36.395027] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IFS.txt
[2025-12-26T20:24:36.395175] [INFO ] [sig       ] [1646/3548] Completed IFS in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-26T20:24:36.395214] [INFO ] [sig       ] [1647/3548] Forecasting IGA...
[2025-12-26T20:24:36.395245] [INFO ] [sig       ] Generating forecast for: IGA
[2025-12-26T20:24:36.395275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-12-26T20:24:36.406702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2025-12-26T20:24:36.407053] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-12-26T20:24:36.407871] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-12-26T20:24:36.407922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:36.407953] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:36.407980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:36.408037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:36.464866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:36.465590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:36.465668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:36.465700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:36.586983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:36.587141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:36.587192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:36.587230] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:36.590970] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=13.54%)
[2025-12-26T20:24:36.591279] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-12-26T20:24:36.591423] [INFO ] [sig       ] IGA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:36.744703] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IGA.txt
[2025-12-26T20:24:36.744866] [INFO ] [sig       ] [1647/3548] Completed IGA in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-26T20:24:36.744907] [INFO ] [sig       ] [1648/3548] Forecasting IGD...
[2025-12-26T20:24:36.744937] [INFO ] [sig       ] Generating forecast for: IGD
[2025-12-26T20:24:36.744967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-12-26T20:24:36.756212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2025-12-26T20:24:36.756557] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-12-26T20:24:36.757371] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-12-26T20:24:36.757423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:36.757453] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:36.757479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:36.757536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:36.813554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:36.814352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:36.814434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:36.814466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:36.931755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:36.931907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:36.931950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:36.931981] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:36.935453] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: UP (p=97.02%)
[2025-12-26T20:24:36.935756] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-12-26T20:24:36.935915] [INFO ] [sig       ] IGD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:37.096648] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IGD.txt
[2025-12-26T20:24:37.096819] [INFO ] [sig       ] [1648/3548] Completed IGD in 0.4s | 2.88 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-26T20:24:37.096859] [INFO ] [sig       ] [1649/3548] Forecasting IGF...
[2025-12-26T20:24:37.096891] [INFO ] [sig       ] Generating forecast for: IGF
[2025-12-26T20:24:37.096920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2025-12-26T20:24:37.109642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2025-12-26T20:24:37.110263] [INFO ] [FORECASTER] Starting predict_future for IGF
[2025-12-26T20:24:37.111414] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2025-12-26T20:24:37.111472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:37.111510] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:37.111543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:37.111664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:37.176888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:37.177791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:37.177875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:37.177908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:37.303866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:37.304018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:37.304062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:37.304092] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:37.307689] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: DOWN (p=13.64%)
[2025-12-26T20:24:37.308001] [INFO ] [FORECASTER] Completed predict_future for IGF
[2025-12-26T20:24:37.308132] [INFO ] [sig       ] IGF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:37.454510] [INFO ] [LOCAL     ] Saved forecast: IGF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IGF.txt
[2025-12-26T20:24:37.454684] [INFO ] [sig       ] [1649/3548] Completed IGF in 0.4s | 2.88 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-26T20:24:37.454729] [INFO ] [sig       ] [1650/3548] Forecasting IGI...
[2025-12-26T20:24:37.454770] [INFO ] [sig       ] Generating forecast for: IGI
[2025-12-26T20:24:37.454805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-12-26T20:24:37.466462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2025-12-26T20:24:37.466855] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-12-26T20:24:37.467677] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-12-26T20:24:37.467729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:37.467762] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:37.467790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:37.467850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:37.524851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:37.525691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:37.525775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:37.525807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:37.629907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:37.630057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:37.630099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:37.630129] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:37.633565] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: DOWN (p=3.29%)
[2025-12-26T20:24:37.633864] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-12-26T20:24:37.633992] [INFO ] [sig       ] IGI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:37.775008] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IGI.txt
[2025-12-26T20:24:37.775161] [INFO ] [sig       ] [1650/3548] Completed IGI in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-26T20:24:37.775206] [INFO ] [sig       ] [1651/3548] Forecasting IGIB...
[2025-12-26T20:24:37.775236] [INFO ] [sig       ] Generating forecast for: IGIB
[2025-12-26T20:24:37.775276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2025-12-26T20:24:37.787219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2025-12-26T20:24:37.787623] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2025-12-26T20:24:37.788407] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2025-12-26T20:24:37.788461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:37.788492] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:37.788519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:37.788604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:37.848016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:37.848928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:37.849013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:37.849048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:37.969406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:37.969615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:37.969668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:37.969703] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:37.973002] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: DOWN (p=1.40%)
[2025-12-26T20:24:37.973273] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2025-12-26T20:24:37.973395] [INFO ] [sig       ] IGIB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:38.114641] [INFO ] [LOCAL     ] Saved forecast: IGIB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IGIB.txt
[2025-12-26T20:24:38.114792] [INFO ] [sig       ] [1651/3548] Completed IGIB in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-26T20:24:38.114833] [INFO ] [sig       ] [1652/3548] Forecasting IGIC...
[2025-12-26T20:24:38.114861] [INFO ] [sig       ] Generating forecast for: IGIC
[2025-12-26T20:24:38.114890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2025-12-26T20:24:38.126302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2025-12-26T20:24:38.126728] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2025-12-26T20:24:38.127514] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2025-12-26T20:24:38.127567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:38.127627] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:38.127654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:38.127711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:38.189223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:38.190170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:38.190259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:38.190292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:38.311741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:38.311893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:38.311936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:38.311965] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:38.315342] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: UP (p=88.29%)
[2025-12-26T20:24:38.315643] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2025-12-26T20:24:38.315770] [INFO ] [sig       ] IGIC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:38.453920] [INFO ] [LOCAL     ] Saved forecast: IGIC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IGIC.txt
[2025-12-26T20:24:38.454060] [INFO ] [sig       ] [1652/3548] Completed IGIC in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-26T20:24:38.454099] [INFO ] [sig       ] [1653/3548] Forecasting IGSB...
[2025-12-26T20:24:38.454130] [INFO ] [sig       ] Generating forecast for: IGSB
[2025-12-26T20:24:38.454159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2025-12-26T20:24:38.465290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2025-12-26T20:24:38.465643] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2025-12-26T20:24:38.466400] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2025-12-26T20:24:38.466452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:38.466483] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:38.466510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:38.466589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:38.527178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:38.527999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:38.528081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:38.528115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:38.657812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:38.657974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:38.658017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:38.658046] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:38.662200] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: UP (p=50.38%)
[2025-12-26T20:24:38.662614] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2025-12-26T20:24:38.662756] [INFO ] [sig       ] IGSB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:38.809177] [INFO ] [LOCAL     ] Saved forecast: IGSB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IGSB.txt
[2025-12-26T20:24:38.809351] [INFO ] [sig       ] [1653/3548] Completed IGSB in 0.4s | 2.88 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-26T20:24:38.809403] [INFO ] [sig       ] [1654/3548] Forecasting IHD...
[2025-12-26T20:24:38.809442] [INFO ] [sig       ] Generating forecast for: IHD
[2025-12-26T20:24:38.809489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-12-26T20:24:38.821883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2025-12-26T20:24:38.822318] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-12-26T20:24:38.823323] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-12-26T20:24:38.823378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:38.823411] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:38.823439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:38.823497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:38.880669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:38.881467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:38.881549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:38.881601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:38.998811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:38.998979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:38.999021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:38.999050] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:39.002463] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: DOWN (p=43.65%)
[2025-12-26T20:24:39.002767] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-12-26T20:24:39.002896] [INFO ] [sig       ] IHD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:39.149420] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IHD.txt
[2025-12-26T20:24:39.149592] [INFO ] [sig       ] [1654/3548] Completed IHD in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-26T20:24:39.149636] [INFO ] [sig       ] [1655/3548] Forecasting IHG...
[2025-12-26T20:24:39.149681] [INFO ] [sig       ] Generating forecast for: IHG
[2025-12-26T20:24:39.149726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-12-26T20:24:39.161830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2025-12-26T20:24:39.162233] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-12-26T20:24:39.163052] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-12-26T20:24:39.163105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:39.163151] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:39.163180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:39.163251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:39.222906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:39.223845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:39.224006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:39.224058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:39.348246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:39.348392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:39.348436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:39.348465] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:39.351886] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: DOWN (p=26.34%)
[2025-12-26T20:24:39.352159] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-12-26T20:24:39.352281] [INFO ] [sig       ] IHG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:39.491382] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IHG.txt
[2025-12-26T20:24:39.491531] [INFO ] [sig       ] [1655/3548] Completed IHG in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-26T20:24:39.491587] [INFO ] [sig       ] [1656/3548] Forecasting IHS...
[2025-12-26T20:24:39.491621] [INFO ] [sig       ] Generating forecast for: IHS
[2025-12-26T20:24:39.491650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-12-26T20:24:39.503088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2025-12-26T20:24:39.503453] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-12-26T20:24:39.504342] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-12-26T20:24:39.504404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:39.504441] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:39.504479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:39.504556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:39.564194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:39.565078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:39.565164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:39.565198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:39.686196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:39.686370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:39.686433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:39.686465] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:39.690127] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: DOWN (p=28.48%)
[2025-12-26T20:24:39.690433] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-12-26T20:24:39.690595] [INFO ] [sig       ] IHS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:39.833017] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IHS.txt
[2025-12-26T20:24:39.833160] [INFO ] [sig       ] [1656/3548] Completed IHS in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-26T20:24:39.833200] [INFO ] [sig       ] [1657/3548] Forecasting IIF...
[2025-12-26T20:24:39.833244] [INFO ] [sig       ] Generating forecast for: IIF
[2025-12-26T20:24:39.833279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-12-26T20:24:39.844130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2025-12-26T20:24:39.844462] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-12-26T20:24:39.845260] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-12-26T20:24:39.845312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:39.845343] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:39.845370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:39.845427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:39.903081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:39.903839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:39.903938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:39.903988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:40.024848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:40.025004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:40.025048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:40.025076] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:40.028552] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=47.02%)
[2025-12-26T20:24:40.028849] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-12-26T20:24:40.028994] [INFO ] [sig       ] IIF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:40.176601] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IIF.txt
[2025-12-26T20:24:40.176746] [INFO ] [sig       ] [1657/3548] Completed IIF in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-26T20:24:40.176785] [INFO ] [sig       ] [1658/3548] Forecasting III...
[2025-12-26T20:24:40.176826] [INFO ] [sig       ] Generating forecast for: III
[2025-12-26T20:24:40.176863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2025-12-26T20:24:40.188554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2025-12-26T20:24:40.188953] [INFO ] [FORECASTER] Starting predict_future for III
[2025-12-26T20:24:40.189771] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2025-12-26T20:24:40.189823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:40.189855] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:40.189881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:40.189939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:40.246973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:40.247661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:40.247757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:40.247789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:40.366250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:40.366400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:40.366443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:40.366473] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:40.370223] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: DOWN (p=5.39%)
[2025-12-26T20:24:40.370492] [INFO ] [FORECASTER] Completed predict_future for III
[2025-12-26T20:24:40.370634] [INFO ] [sig       ] III: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:40.510001] [INFO ] [LOCAL     ] Saved forecast: III	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/III.txt
[2025-12-26T20:24:40.510151] [INFO ] [sig       ] [1658/3548] Completed III in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-26T20:24:40.510215] [INFO ] [sig       ] [1659/3548] Forecasting IIIN...
[2025-12-26T20:24:40.510245] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-12-26T20:24:40.510275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-12-26T20:24:40.523632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2025-12-26T20:24:40.524118] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-12-26T20:24:40.525109] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-12-26T20:24:40.525163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:40.525197] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:40.525224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:40.525285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:40.582414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:40.583184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:40.583276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:40.583309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:40.705286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:40.705514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:40.705564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:40.705613] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:40.709592] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: DOWN (p=45.36%)
[2025-12-26T20:24:40.709923] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-12-26T20:24:40.710068] [INFO ] [sig       ] IIIN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:40.853792] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IIIN.txt
[2025-12-26T20:24:40.854020] [INFO ] [sig       ] [1659/3548] Completed IIIN in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-26T20:24:40.854064] [INFO ] [sig       ] [1660/3548] Forecasting IIM...
[2025-12-26T20:24:40.854097] [INFO ] [sig       ] Generating forecast for: IIM
[2025-12-26T20:24:40.854131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-12-26T20:24:40.868330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2025-12-26T20:24:40.868915] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-12-26T20:24:40.869858] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-12-26T20:24:40.869911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:40.869943] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:40.869969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:40.870030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:40.929475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:40.930659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:40.930763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:40.930796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:41.049728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:41.049948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:41.049996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:41.050026] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:41.053893] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: DOWN (p=30.75%)
[2025-12-26T20:24:41.054249] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-12-26T20:24:41.054421] [INFO ] [sig       ] IIM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:41.197823] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IIM.txt
[2025-12-26T20:24:41.197997] [INFO ] [sig       ] [1660/3548] Completed IIM in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-26T20:24:41.198039] [INFO ] [sig       ] [1661/3548] Forecasting ILMN...
[2025-12-26T20:24:41.198069] [INFO ] [sig       ] Generating forecast for: ILMN
[2025-12-26T20:24:41.198100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2025-12-26T20:24:41.211459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2025-12-26T20:24:41.211913] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2025-12-26T20:24:41.212780] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2025-12-26T20:24:41.212833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:41.212865] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:41.212891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:41.212950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:41.274433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:41.275364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:41.275448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:41.275481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:41.397616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:41.397776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:41.397819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:41.397848] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:41.401362] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: DOWN (p=17.30%)
[2025-12-26T20:24:41.401667] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2025-12-26T20:24:41.401801] [INFO ] [sig       ] ILMN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:41.543532] [INFO ] [LOCAL     ] Saved forecast: ILMN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ILMN.txt
[2025-12-26T20:24:41.543705] [INFO ] [sig       ] [1661/3548] Completed ILMN in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-26T20:24:41.543746] [INFO ] [sig       ] [1662/3548] Forecasting IMAX...
[2025-12-26T20:24:41.543775] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-12-26T20:24:41.543803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-12-26T20:24:41.555604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2025-12-26T20:24:41.555994] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-12-26T20:24:41.556797] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-12-26T20:24:41.556849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:41.556913] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:41.556940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:41.556999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:41.615680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:41.616599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:41.616688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:41.616720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:41.738714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:41.738871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:41.738933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:41.738981] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:41.742440] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: DOWN (p=6.90%)
[2025-12-26T20:24:41.742777] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-12-26T20:24:41.742910] [INFO ] [sig       ] IMAX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:41.887492] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IMAX.txt
[2025-12-26T20:24:41.887662] [INFO ] [sig       ] [1662/3548] Completed IMAX in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-26T20:24:41.887708] [INFO ] [sig       ] [1663/3548] Forecasting IMKTA...
[2025-12-26T20:24:41.887742] [INFO ] [sig       ] Generating forecast for: IMKTA
[2025-12-26T20:24:41.887774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'.
[2025-12-26T20:24:41.900518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'.
[2025-12-26T20:24:41.901032] [INFO ] [FORECASTER] Starting predict_future for IMKTA
[2025-12-26T20:24:41.902082] [DEBUG] [LOCAL     ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt
[2025-12-26T20:24:41.902145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:41.902182] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:41.902214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:41.902288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:41.963768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:41.964659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:41.964742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:41.964776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:42.082373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:42.082528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:42.082589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:42.082628] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:42.085982] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: UP (p=96.41%)
[2025-12-26T20:24:42.086251] [INFO ] [FORECASTER] Completed predict_future for IMKTA
[2025-12-26T20:24:42.086373] [INFO ] [sig       ] IMKTA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:42.225867] [INFO ] [LOCAL     ] Saved forecast: IMKTA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IMKTA.txt
[2025-12-26T20:24:42.225998] [INFO ] [sig       ] [1663/3548] Completed IMKTA in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-26T20:24:42.226037] [INFO ] [sig       ] [1664/3548] Forecasting IMMP...
[2025-12-26T20:24:42.226065] [INFO ] [sig       ] Generating forecast for: IMMP
[2025-12-26T20:24:42.226094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2025-12-26T20:24:42.237534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2025-12-26T20:24:42.237851] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2025-12-26T20:24:42.238634] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2025-12-26T20:24:42.238697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:42.238736] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:42.238773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:42.238841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:42.298686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:42.299492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:42.299614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:42.299650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:42.414933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:42.415090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:42.415132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:42.415160] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:42.418694] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: UP (p=89.94%)
[2025-12-26T20:24:42.418990] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2025-12-26T20:24:42.419111] [INFO ] [sig       ] IMMP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:42.559027] [INFO ] [LOCAL     ] Saved forecast: IMMP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IMMP.txt
[2025-12-26T20:24:42.559153] [INFO ] [sig       ] [1664/3548] Completed IMMP in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-26T20:24:42.559191] [INFO ] [sig       ] [1665/3548] Forecasting IMMX...
[2025-12-26T20:24:42.559221] [INFO ] [sig       ] Generating forecast for: IMMX
[2025-12-26T20:24:42.559251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2025-12-26T20:24:42.572955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2025-12-26T20:24:42.573505] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2025-12-26T20:24:42.574468] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2025-12-26T20:24:42.574525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:42.574560] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:42.574610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:42.574673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:42.643114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:42.644474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:42.644595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:42.644634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:42.768774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:42.769027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:42.769080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:42.769151] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:42.773118] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: DOWN (p=29.57%)
[2025-12-26T20:24:42.773434] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2025-12-26T20:24:42.773593] [INFO ] [sig       ] IMMX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:42.921205] [INFO ] [LOCAL     ] Saved forecast: IMMX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IMMX.txt
[2025-12-26T20:24:42.921412] [INFO ] [sig       ] [1665/3548] Completed IMMX in 0.4s | 2.88 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-26T20:24:42.921453] [INFO ] [sig       ] [1666/3548] Forecasting IMNM...
[2025-12-26T20:24:42.921485] [INFO ] [sig       ] Generating forecast for: IMNM
[2025-12-26T20:24:42.921522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2025-12-26T20:24:42.935412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2025-12-26T20:24:42.936259] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2025-12-26T20:24:42.937526] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2025-12-26T20:24:42.937599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:42.937657] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:42.937685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:42.937747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:42.998714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:42.999912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:43.000007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:43.000040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:43.131891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:43.132046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:43.132091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:43.132119] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:43.135527] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: UP (p=73.24%)
[2025-12-26T20:24:43.135823] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2025-12-26T20:24:43.135953] [INFO ] [sig       ] IMNM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:43.275758] [INFO ] [LOCAL     ] Saved forecast: IMNM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IMNM.txt
[2025-12-26T20:24:43.275883] [INFO ] [sig       ] [1666/3548] Completed IMNM in 0.4s | 2.88 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-26T20:24:43.275922] [INFO ] [sig       ] [1667/3548] Forecasting IMNN...
[2025-12-26T20:24:43.275952] [INFO ] [sig       ] Generating forecast for: IMNN
[2025-12-26T20:24:43.275981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2025-12-26T20:24:43.287615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2025-12-26T20:24:43.287963] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2025-12-26T20:24:43.288769] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2025-12-26T20:24:43.288820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:43.288851] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:43.288876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:43.288958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:43.346002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:43.346642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:43.346726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:43.346759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:43.466162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:43.466333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:43.466378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:43.466407] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:43.469966] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: DOWN (p=45.05%)
[2025-12-26T20:24:43.470259] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2025-12-26T20:24:43.470389] [INFO ] [sig       ] IMNN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:43.610855] [INFO ] [LOCAL     ] Saved forecast: IMNN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IMNN.txt
[2025-12-26T20:24:43.611032] [INFO ] [sig       ] [1667/3548] Completed IMNN in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-26T20:24:43.611074] [INFO ] [sig       ] [1668/3548] Forecasting IMOS...
[2025-12-26T20:24:43.611102] [INFO ] [sig       ] Generating forecast for: IMOS
[2025-12-26T20:24:43.611135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2025-12-26T20:24:43.623219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2025-12-26T20:24:43.623626] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2025-12-26T20:24:43.624407] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2025-12-26T20:24:43.624459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:43.624490] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:43.624516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:43.624592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:43.681236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:43.682165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:43.682255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:43.682286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:43.801623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:43.801786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:43.801829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:43.801857] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:43.805274] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: UP (p=80.59%)
[2025-12-26T20:24:43.805554] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2025-12-26T20:24:43.805713] [INFO ] [sig       ] IMOS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:43.945334] [INFO ] [LOCAL     ] Saved forecast: IMOS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IMOS.txt
[2025-12-26T20:24:43.945490] [INFO ] [sig       ] [1668/3548] Completed IMOS in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-26T20:24:43.945531] [INFO ] [sig       ] [1669/3548] Forecasting IMPP...
[2025-12-26T20:24:43.945560] [INFO ] [sig       ] Generating forecast for: IMPP
[2025-12-26T20:24:43.945612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2025-12-26T20:24:43.958962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2025-12-26T20:24:43.959550] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2025-12-26T20:24:43.960484] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2025-12-26T20:24:43.960539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:43.960601] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:43.960633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:43.960694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:44.019634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:44.020841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:44.020942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:44.020977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:44.143512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:44.143838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:44.143893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:44.143931] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:44.147852] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: UP (p=95.71%)
[2025-12-26T20:24:44.148170] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2025-12-26T20:24:44.148311] [INFO ] [sig       ] IMPP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:44.298128] [INFO ] [LOCAL     ] Saved forecast: IMPP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IMPP.txt
[2025-12-26T20:24:44.298343] [INFO ] [sig       ] [1669/3548] Completed IMPP in 0.4s | 2.88 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-26T20:24:44.298396] [INFO ] [sig       ] [1670/3548] Forecasting IMRX...
[2025-12-26T20:24:44.298446] [INFO ] [sig       ] Generating forecast for: IMRX
[2025-12-26T20:24:44.298487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2025-12-26T20:24:44.312306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2025-12-26T20:24:44.312850] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2025-12-26T20:24:44.313929] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2025-12-26T20:24:44.313987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:44.314024] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:44.314050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:44.314110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:44.375409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:44.376545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:44.376664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:44.376699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:44.498381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:44.498616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:44.498665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:44.498695] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:44.502546] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: DOWN (p=43.70%)
[2025-12-26T20:24:44.502863] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2025-12-26T20:24:44.502995] [INFO ] [sig       ] IMRX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:44.660735] [INFO ] [LOCAL     ] Saved forecast: IMRX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IMRX.txt
[2025-12-26T20:24:44.660963] [INFO ] [sig       ] [1670/3548] Completed IMRX in 0.4s | 2.88 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-26T20:24:44.661011] [INFO ] [sig       ] [1671/3548] Forecasting IMTX...
[2025-12-26T20:24:44.661041] [INFO ] [sig       ] Generating forecast for: IMTX
[2025-12-26T20:24:44.661071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2025-12-26T20:24:44.674679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2025-12-26T20:24:44.675257] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2025-12-26T20:24:44.676258] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2025-12-26T20:24:44.676319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:44.676360] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:44.676392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:44.676456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:44.737005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:44.737959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:44.738053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:44.738084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:44.867512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:44.867702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:44.867751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:44.867779] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:44.871392] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: DOWN (p=42.57%)
[2025-12-26T20:24:44.871725] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2025-12-26T20:24:44.871865] [INFO ] [sig       ] IMTX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:45.023105] [INFO ] [LOCAL     ] Saved forecast: IMTX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IMTX.txt
[2025-12-26T20:24:45.023281] [INFO ] [sig       ] [1671/3548] Completed IMTX in 0.4s | 2.88 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-26T20:24:45.023328] [INFO ] [sig       ] [1672/3548] Forecasting IMXI...
[2025-12-26T20:24:45.023359] [INFO ] [sig       ] Generating forecast for: IMXI
[2025-12-26T20:24:45.023389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2025-12-26T20:24:45.036118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2025-12-26T20:24:45.036529] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2025-12-26T20:24:45.037353] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2025-12-26T20:24:45.037406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:45.037438] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:45.037466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:45.037524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:45.098013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:45.098847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:45.098989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:45.099024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:45.228245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:45.228415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:45.228460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:45.228488] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:45.232080] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: UP (p=70.47%)
[2025-12-26T20:24:45.232367] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2025-12-26T20:24:45.232495] [INFO ] [sig       ] IMXI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:45.374275] [INFO ] [LOCAL     ] Saved forecast: IMXI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IMXI.txt
[2025-12-26T20:24:45.374437] [INFO ] [sig       ] [1672/3548] Completed IMXI in 0.4s | 2.88 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-26T20:24:45.374477] [INFO ] [sig       ] [1673/3548] Forecasting INAB...
[2025-12-26T20:24:45.374509] [INFO ] [sig       ] Generating forecast for: INAB
[2025-12-26T20:24:45.374539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2025-12-26T20:24:45.387621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2025-12-26T20:24:45.388011] [INFO ] [FORECASTER] Starting predict_future for INAB
[2025-12-26T20:24:45.388847] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2025-12-26T20:24:45.388927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:45.388961] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:45.388990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:45.389049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:45.447551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:45.448417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:45.448502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:45.448540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:45.569730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:45.569894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:45.569937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:45.570011] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:45.573519] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: DOWN (p=34.58%)
[2025-12-26T20:24:45.573834] [INFO ] [FORECASTER] Completed predict_future for INAB
[2025-12-26T20:24:45.573968] [INFO ] [sig       ] INAB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:45.714604] [INFO ] [LOCAL     ] Saved forecast: INAB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/INAB.txt
[2025-12-26T20:24:45.714760] [INFO ] [sig       ] [1673/3548] Completed INAB in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-26T20:24:45.714799] [INFO ] [sig       ] [1674/3548] Forecasting INBK...
[2025-12-26T20:24:45.714828] [INFO ] [sig       ] Generating forecast for: INBK
[2025-12-26T20:24:45.714859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2025-12-26T20:24:45.726546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2025-12-26T20:24:45.726963] [INFO ] [FORECASTER] Starting predict_future for INBK
[2025-12-26T20:24:45.727755] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2025-12-26T20:24:45.727807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:45.727838] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:45.727865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:45.727923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:45.784005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:45.784783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:45.784867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:45.784899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:45.904546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:45.904720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:45.904763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:45.904795] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:45.908165] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: DOWN (p=38.97%)
[2025-12-26T20:24:45.908444] [INFO ] [FORECASTER] Completed predict_future for INBK
[2025-12-26T20:24:45.908569] [INFO ] [sig       ] INBK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:46.048467] [INFO ] [LOCAL     ] Saved forecast: INBK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/INBK.txt
[2025-12-26T20:24:46.048625] [INFO ] [sig       ] [1674/3548] Completed INBK in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-26T20:24:46.048667] [INFO ] [sig       ] [1675/3548] Forecasting INBX...
[2025-12-26T20:24:46.048697] [INFO ] [sig       ] Generating forecast for: INBX
[2025-12-26T20:24:46.048727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2025-12-26T20:24:46.060372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2025-12-26T20:24:46.060760] [INFO ] [FORECASTER] Starting predict_future for INBX
[2025-12-26T20:24:46.061548] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2025-12-26T20:24:46.061621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:46.061653] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:46.061679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:46.061737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:46.118104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:46.118841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:46.118944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:46.118995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:46.236110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:46.236267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:46.236310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:46.236338] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:46.239976] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: UP (p=69.51%)
[2025-12-26T20:24:46.240249] [INFO ] [FORECASTER] Completed predict_future for INBX
[2025-12-26T20:24:46.240378] [INFO ] [sig       ] INBX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:46.379158] [INFO ] [LOCAL     ] Saved forecast: INBX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/INBX.txt
[2025-12-26T20:24:46.379320] [INFO ] [sig       ] [1675/3548] Completed INBX in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-26T20:24:46.379359] [INFO ] [sig       ] [1676/3548] Forecasting INCY...
[2025-12-26T20:24:46.379390] [INFO ] [sig       ] Generating forecast for: INCY
[2025-12-26T20:24:46.379420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2025-12-26T20:24:46.390796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2025-12-26T20:24:46.391135] [INFO ] [FORECASTER] Starting predict_future for INCY
[2025-12-26T20:24:46.391938] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2025-12-26T20:24:46.391989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:46.392019] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:46.392045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:46.392102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:46.448223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:46.448876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:46.448978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:46.449009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:46.568563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:46.568734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:46.568776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:46.568804] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:46.572194] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: DOWN (p=5.50%)
[2025-12-26T20:24:46.572465] [INFO ] [FORECASTER] Completed predict_future for INCY
[2025-12-26T20:24:46.572609] [INFO ] [sig       ] INCY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:46.710858] [INFO ] [LOCAL     ] Saved forecast: INCY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/INCY.txt
[2025-12-26T20:24:46.710996] [INFO ] [sig       ] [1676/3548] Completed INCY in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-26T20:24:46.711035] [INFO ] [sig       ] [1677/3548] Forecasting INDB...
[2025-12-26T20:24:46.711064] [INFO ] [sig       ] Generating forecast for: INDB
[2025-12-26T20:24:46.711093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2025-12-26T20:24:46.722348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2025-12-26T20:24:46.722709] [INFO ] [FORECASTER] Starting predict_future for INDB
[2025-12-26T20:24:46.723466] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2025-12-26T20:24:46.723517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:46.723548] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:46.723635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:46.723699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:46.779492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:46.780175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:46.780251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:46.780283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:46.897876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:46.898026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:46.898070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:46.898098] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:46.901461] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: DOWN (p=5.54%)
[2025-12-26T20:24:46.901748] [INFO ] [FORECASTER] Completed predict_future for INDB
[2025-12-26T20:24:46.901871] [INFO ] [sig       ] INDB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:47.040711] [INFO ] [LOCAL     ] Saved forecast: INDB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/INDB.txt
[2025-12-26T20:24:47.040844] [INFO ] [sig       ] [1677/3548] Completed INDB in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-26T20:24:47.040882] [INFO ] [sig       ] [1678/3548] Forecasting INDI...
[2025-12-26T20:24:47.040911] [INFO ] [sig       ] Generating forecast for: INDI
[2025-12-26T20:24:47.040940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2025-12-26T20:24:47.052409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2025-12-26T20:24:47.052798] [INFO ] [FORECASTER] Starting predict_future for INDI
[2025-12-26T20:24:47.053568] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2025-12-26T20:24:47.053649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:47.053682] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:47.053708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:47.053765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:47.110151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:47.110858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:47.110936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:47.110967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:47.229673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:47.229834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:47.229876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:47.229905] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:47.233358] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: UP (p=60.01%)
[2025-12-26T20:24:47.233659] [INFO ] [FORECASTER] Completed predict_future for INDI
[2025-12-26T20:24:47.233783] [INFO ] [sig       ] INDI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:47.372349] [INFO ] [LOCAL     ] Saved forecast: INDI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/INDI.txt
[2025-12-26T20:24:47.372485] [INFO ] [sig       ] [1678/3548] Completed INDI in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-26T20:24:47.372525] [INFO ] [sig       ] [1679/3548] Forecasting INDP...
[2025-12-26T20:24:47.372554] [INFO ] [sig       ] Generating forecast for: INDP
[2025-12-26T20:24:47.372601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2025-12-26T20:24:47.383935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2025-12-26T20:24:47.384243] [INFO ] [FORECASTER] Starting predict_future for INDP
[2025-12-26T20:24:47.385056] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2025-12-26T20:24:47.385107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:47.385165] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:47.385193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:47.385250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:47.442083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:47.442983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:47.443064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:47.443097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:47.549635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:47.549796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:47.549840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:47.549868] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:47.553275] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: UP (p=97.76%)
[2025-12-26T20:24:47.553558] [INFO ] [FORECASTER] Completed predict_future for INDP
[2025-12-26T20:24:47.553706] [INFO ] [sig       ] INDP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:47.694834] [INFO ] [LOCAL     ] Saved forecast: INDP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/INDP.txt
[2025-12-26T20:24:47.694966] [INFO ] [sig       ] [1679/3548] Completed INDP in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-26T20:24:47.695005] [INFO ] [sig       ] [1680/3548] Forecasting INDY...
[2025-12-26T20:24:47.695033] [INFO ] [sig       ] Generating forecast for: INDY
[2025-12-26T20:24:47.695062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2025-12-26T20:24:47.706294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2025-12-26T20:24:47.706636] [INFO ] [FORECASTER] Starting predict_future for INDY
[2025-12-26T20:24:47.707390] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2025-12-26T20:24:47.707440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:47.707470] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:47.707496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:47.707553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:47.764098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:47.764772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:47.764848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:47.764880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:47.887355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:47.887506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:47.887548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:47.887594] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:47.891041] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: UP (p=56.46%)
[2025-12-26T20:24:47.891310] [INFO ] [FORECASTER] Completed predict_future for INDY
[2025-12-26T20:24:47.891429] [INFO ] [sig       ] INDY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:48.031134] [INFO ] [LOCAL     ] Saved forecast: INDY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/INDY.txt
[2025-12-26T20:24:48.031263] [INFO ] [sig       ] [1680/3548] Completed INDY in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-26T20:24:48.031302] [INFO ] [sig       ] [1681/3548] Forecasting INFY...
[2025-12-26T20:24:48.031332] [INFO ] [sig       ] Generating forecast for: INFY
[2025-12-26T20:24:48.031377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-12-26T20:24:48.043154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2025-12-26T20:24:48.043504] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-12-26T20:24:48.044279] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-12-26T20:24:48.044330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:48.044362] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:48.044389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:48.044446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:48.101731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:48.102527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:48.102628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:48.102661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:48.223290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:48.223447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:48.223493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:48.223521] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:48.227044] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: UP (p=59.12%)
[2025-12-26T20:24:48.227339] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-12-26T20:24:48.227464] [INFO ] [sig       ] INFY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:48.380863] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/INFY.txt
[2025-12-26T20:24:48.381051] [INFO ] [sig       ] [1681/3548] Completed INFY in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-26T20:24:48.381104] [INFO ] [sig       ] [1682/3548] Forecasting ING...
[2025-12-26T20:24:48.381137] [INFO ] [sig       ] Generating forecast for: ING
[2025-12-26T20:24:48.381168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-12-26T20:24:48.393470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2025-12-26T20:24:48.393877] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-12-26T20:24:48.394731] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-12-26T20:24:48.394786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:48.394822] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:48.394849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:48.394908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:48.456247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:48.457066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:48.457152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:48.457184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:48.586422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:48.586596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:48.586642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:48.586704] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:48.590118] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: UP (p=95.61%)
[2025-12-26T20:24:48.590394] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-12-26T20:24:48.590517] [INFO ] [sig       ] ING: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:48.730251] [INFO ] [LOCAL     ] Saved forecast: ING	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ING.txt
[2025-12-26T20:24:48.730413] [INFO ] [sig       ] [1682/3548] Completed ING in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-26T20:24:48.730454] [INFO ] [sig       ] [1683/3548] Forecasting INGN...
[2025-12-26T20:24:48.730484] [INFO ] [sig       ] Generating forecast for: INGN
[2025-12-26T20:24:48.730514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2025-12-26T20:24:48.742131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2025-12-26T20:24:48.742445] [INFO ] [FORECASTER] Starting predict_future for INGN
[2025-12-26T20:24:48.743220] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2025-12-26T20:24:48.743272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:48.743303] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:48.743329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:48.743386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:48.799802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:48.800437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:48.800514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:48.800545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:48.917391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:48.917547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:48.917608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:48.917639] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:48.921098] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: DOWN (p=7.95%)
[2025-12-26T20:24:48.921372] [INFO ] [FORECASTER] Completed predict_future for INGN
[2025-12-26T20:24:48.921496] [INFO ] [sig       ] INGN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:49.064345] [INFO ] [LOCAL     ] Saved forecast: INGN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/INGN.txt
[2025-12-26T20:24:49.064476] [INFO ] [sig       ] [1683/3548] Completed INGN in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-26T20:24:49.064514] [INFO ] [sig       ] [1684/3548] Forecasting INM...
[2025-12-26T20:24:49.064543] [INFO ] [sig       ] Generating forecast for: INM
[2025-12-26T20:24:49.064588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'.
[2025-12-26T20:24:49.075866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INM'.
[2025-12-26T20:24:49.076175] [INFO ] [FORECASTER] Starting predict_future for INM
[2025-12-26T20:24:49.076966] [DEBUG] [LOCAL     ] No optimal features file found for INM: ./output/feature-sets/INM.txt
[2025-12-26T20:24:49.077018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:49.077050] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:49.077076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:49.077134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:49.134954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:49.135615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:49.135693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:49.135724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:49.254275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:49.254426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:49.254468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:49.254515] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:49.257887] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: UP (p=60.42%)
[2025-12-26T20:24:49.258156] [INFO ] [FORECASTER] Completed predict_future for INM
[2025-12-26T20:24:49.258277] [INFO ] [sig       ] INM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:49.397497] [INFO ] [LOCAL     ] Saved forecast: INM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/INM.txt
[2025-12-26T20:24:49.397652] [INFO ] [sig       ] [1684/3548] Completed INM in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-26T20:24:49.397693] [INFO ] [sig       ] [1685/3548] Forecasting INMB...
[2025-12-26T20:24:49.397723] [INFO ] [sig       ] Generating forecast for: INMB
[2025-12-26T20:24:49.397754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2025-12-26T20:24:49.409590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2025-12-26T20:24:49.409920] [INFO ] [FORECASTER] Starting predict_future for INMB
[2025-12-26T20:24:49.410727] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2025-12-26T20:24:49.410778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:49.410809] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:49.410835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:49.410891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:49.471047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:49.471967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:49.472061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:49.472095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:49.599629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:49.599757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:49.599800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:49.599828] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:49.603350] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: DOWN (p=22.41%)
[2025-12-26T20:24:49.603644] [INFO ] [FORECASTER] Completed predict_future for INMB
[2025-12-26T20:24:49.603770] [INFO ] [sig       ] INMB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:49.749191] [INFO ] [LOCAL     ] Saved forecast: INMB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/INMB.txt
[2025-12-26T20:24:49.749332] [INFO ] [sig       ] [1685/3548] Completed INMB in 0.4s | 2.88 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-26T20:24:49.749370] [INFO ] [sig       ] [1686/3548] Forecasting INMD...
[2025-12-26T20:24:49.749398] [INFO ] [sig       ] Generating forecast for: INMD
[2025-12-26T20:24:49.749435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2025-12-26T20:24:49.760819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2025-12-26T20:24:49.761152] [INFO ] [FORECASTER] Starting predict_future for INMD
[2025-12-26T20:24:49.761945] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2025-12-26T20:24:49.761998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:49.762031] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:49.762058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:49.762115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:49.818742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:49.819468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:49.819547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:49.819596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:49.941403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:49.941551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:49.941611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:49.941641] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:49.945005] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: DOWN (p=19.07%)
[2025-12-26T20:24:49.945279] [INFO ] [FORECASTER] Completed predict_future for INMD
[2025-12-26T20:24:49.945406] [INFO ] [sig       ] INMD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:50.086756] [INFO ] [LOCAL     ] Saved forecast: INMD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/INMD.txt
[2025-12-26T20:24:50.086909] [INFO ] [sig       ] [1686/3548] Completed INMD in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-26T20:24:50.086948] [INFO ] [sig       ] [1687/3548] Forecasting INN...
[2025-12-26T20:24:50.086978] [INFO ] [sig       ] Generating forecast for: INN
[2025-12-26T20:24:50.087008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-12-26T20:24:50.098036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2025-12-26T20:24:50.098395] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-12-26T20:24:50.099241] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-12-26T20:24:50.099293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:50.099324] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:50.099351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:50.099408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:50.158095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:50.159032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:50.159118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:50.159151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:50.277463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:50.277641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:50.277685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:50.277715] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:50.281201] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: DOWN (p=36.42%)
[2025-12-26T20:24:50.281501] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-12-26T20:24:50.281667] [INFO ] [sig       ] INN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:50.431494] [INFO ] [LOCAL     ] Saved forecast: INN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/INN.txt
[2025-12-26T20:24:50.431669] [INFO ] [sig       ] [1687/3548] Completed INN in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-26T20:24:50.431711] [INFO ] [sig       ] [1688/3548] Forecasting INO...
[2025-12-26T20:24:50.431739] [INFO ] [sig       ] Generating forecast for: INO
[2025-12-26T20:24:50.431772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2025-12-26T20:24:50.443667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2025-12-26T20:24:50.444093] [INFO ] [FORECASTER] Starting predict_future for INO
[2025-12-26T20:24:50.444917] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2025-12-26T20:24:50.444971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:50.445002] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:50.445028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:50.445103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:50.503372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:50.504320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:50.504406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:50.504439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:50.623557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:50.623730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:50.623774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:50.623803] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:50.627228] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: UP (p=83.27%)
[2025-12-26T20:24:50.627504] [INFO ] [FORECASTER] Completed predict_future for INO
[2025-12-26T20:24:50.627647] [INFO ] [sig       ] INO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:50.773297] [INFO ] [LOCAL     ] Saved forecast: INO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/INO.txt
[2025-12-26T20:24:50.773443] [INFO ] [sig       ] [1688/3548] Completed INO in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-26T20:24:50.773485] [INFO ] [sig       ] [1689/3548] Forecasting INOD...
[2025-12-26T20:24:50.773528] [INFO ] [sig       ] Generating forecast for: INOD
[2025-12-26T20:24:50.773564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2025-12-26T20:24:50.785105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2025-12-26T20:24:50.785432] [INFO ] [FORECASTER] Starting predict_future for INOD
[2025-12-26T20:24:50.786229] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2025-12-26T20:24:50.786283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:50.786316] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:50.786345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:50.786405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:50.844689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:50.845666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:50.845778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:50.845813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:50.965129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:50.965282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:50.965327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:50.965357] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:50.968798] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: DOWN (p=11.49%)
[2025-12-26T20:24:50.969097] [INFO ] [FORECASTER] Completed predict_future for INOD
[2025-12-26T20:24:50.969226] [INFO ] [sig       ] INOD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:51.114841] [INFO ] [LOCAL     ] Saved forecast: INOD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/INOD.txt
[2025-12-26T20:24:51.114971] [INFO ] [sig       ] [1689/3548] Completed INOD in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-26T20:24:51.115011] [INFO ] [sig       ] [1690/3548] Forecasting INSE...
[2025-12-26T20:24:51.115041] [INFO ] [sig       ] Generating forecast for: INSE
[2025-12-26T20:24:51.115071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2025-12-26T20:24:51.127037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2025-12-26T20:24:51.127390] [INFO ] [FORECASTER] Starting predict_future for INSE
[2025-12-26T20:24:51.128189] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2025-12-26T20:24:51.128259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:51.128293] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:51.128322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:51.128382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:51.187289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:51.188199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:51.188295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:51.188328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:51.314615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:51.314779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:51.314824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:51.314854] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:51.318306] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: UP (p=77.55%)
[2025-12-26T20:24:51.318612] [INFO ] [FORECASTER] Completed predict_future for INSE
[2025-12-26T20:24:51.318745] [INFO ] [sig       ] INSE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:51.470961] [INFO ] [LOCAL     ] Saved forecast: INSE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/INSE.txt
[2025-12-26T20:24:51.471120] [INFO ] [sig       ] [1690/3548] Completed INSE in 0.4s | 2.88 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-26T20:24:51.471162] [INFO ] [sig       ] [1691/3548] Forecasting INSG...
[2025-12-26T20:24:51.471196] [INFO ] [sig       ] Generating forecast for: INSG
[2025-12-26T20:24:51.471228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2025-12-26T20:24:51.483165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2025-12-26T20:24:51.483625] [INFO ] [FORECASTER] Starting predict_future for INSG
[2025-12-26T20:24:51.484450] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2025-12-26T20:24:51.484504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:51.484536] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:51.484564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:51.484645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:51.543543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:51.544469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:51.544569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:51.544628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:51.666526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:51.666696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:51.666741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:51.666772] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:51.670198] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-12-26T20:24:51.670474] [INFO ] [FORECASTER] Completed predict_future for INSG
[2025-12-26T20:24:51.670620] [INFO ] [sig       ] INSG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:51.819860] [INFO ] [LOCAL     ] Saved forecast: INSG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/INSG.txt
[2025-12-26T20:24:51.819994] [INFO ] [sig       ] [1691/3548] Completed INSG in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-26T20:24:51.820034] [INFO ] [sig       ] [1692/3548] Forecasting INSM...
[2025-12-26T20:24:51.820065] [INFO ] [sig       ] Generating forecast for: INSM
[2025-12-26T20:24:51.820096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2025-12-26T20:24:51.831305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2025-12-26T20:24:51.831676] [INFO ] [FORECASTER] Starting predict_future for INSM
[2025-12-26T20:24:51.832464] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2025-12-26T20:24:51.832517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:51.832550] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:51.832603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:51.832665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:51.890900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:51.891549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:51.891647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:51.891682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:52.006869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:52.007021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:52.007065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:52.007096] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:52.010533] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: UP (p=71.69%)
[2025-12-26T20:24:52.010825] [INFO ] [FORECASTER] Completed predict_future for INSM
[2025-12-26T20:24:52.010952] [INFO ] [sig       ] INSM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:52.159900] [INFO ] [LOCAL     ] Saved forecast: INSM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/INSM.txt
[2025-12-26T20:24:52.160069] [INFO ] [sig       ] [1692/3548] Completed INSM in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-26T20:24:52.160111] [INFO ] [sig       ] [1693/3548] Forecasting INSP...
[2025-12-26T20:24:52.160144] [INFO ] [sig       ] Generating forecast for: INSP
[2025-12-26T20:24:52.160174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-12-26T20:24:52.171112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2025-12-26T20:24:52.171425] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-12-26T20:24:52.172239] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-12-26T20:24:52.172294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:52.172326] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:52.172354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:52.172412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:52.231054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:52.231918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:52.232005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:52.232040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:52.351178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:52.351328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:52.351373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:52.351404] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:52.354874] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2025-12-26T20:24:52.355152] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-12-26T20:24:52.355282] [INFO ] [sig       ] INSP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:52.500915] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/INSP.txt
[2025-12-26T20:24:52.501066] [INFO ] [sig       ] [1693/3548] Completed INSP in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-26T20:24:52.501107] [INFO ] [sig       ] [1694/3548] Forecasting INTA...
[2025-12-26T20:24:52.501140] [INFO ] [sig       ] Generating forecast for: INTA
[2025-12-26T20:24:52.501178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2025-12-26T20:24:52.512098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2025-12-26T20:24:52.512430] [INFO ] [FORECASTER] Starting predict_future for INTA
[2025-12-26T20:24:52.513238] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2025-12-26T20:24:52.513293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:52.513325] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:52.513353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:52.513412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:52.570824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:52.571451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:52.571531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:52.571564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:52.697188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:52.697339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:52.697383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:52.697414] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:52.700865] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: UP (p=70.79%)
[2025-12-26T20:24:52.701148] [INFO ] [FORECASTER] Completed predict_future for INTA
[2025-12-26T20:24:52.701271] [INFO ] [sig       ] INTA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:52.847006] [INFO ] [LOCAL     ] Saved forecast: INTA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/INTA.txt
[2025-12-26T20:24:52.847149] [INFO ] [sig       ] [1694/3548] Completed INTA in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-26T20:24:52.847188] [INFO ] [sig       ] [1695/3548] Forecasting INTC...
[2025-12-26T20:24:52.847217] [INFO ] [sig       ] Generating forecast for: INTC
[2025-12-26T20:24:52.847246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2025-12-26T20:24:52.858002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2025-12-26T20:24:52.858327] [INFO ] [FORECASTER] Starting predict_future for INTC
[2025-12-26T20:24:52.859154] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2025-12-26T20:24:52.859209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:52.859243] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:52.859271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:52.859330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:52.917172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:52.917851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:52.917933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:52.917967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:53.039812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:53.039986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:53.040033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:53.040065] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:53.043714] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: DOWN (p=34.87%)
[2025-12-26T20:24:53.044044] [INFO ] [FORECASTER] Completed predict_future for INTC
[2025-12-26T20:24:53.044173] [INFO ] [sig       ] INTC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:53.200109] [INFO ] [LOCAL     ] Saved forecast: INTC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/INTC.txt
[2025-12-26T20:24:53.200280] [INFO ] [sig       ] [1695/3548] Completed INTC in 0.4s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-26T20:24:53.200321] [INFO ] [sig       ] [1696/3548] Forecasting INTZ...
[2025-12-26T20:24:53.200351] [INFO ] [sig       ] Generating forecast for: INTZ
[2025-12-26T20:24:53.200383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'.
[2025-12-26T20:24:53.214436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTZ'.
[2025-12-26T20:24:53.215008] [INFO ] [FORECASTER] Starting predict_future for INTZ
[2025-12-26T20:24:53.216158] [DEBUG] [LOCAL     ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt
[2025-12-26T20:24:53.216212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:53.216298] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:53.216338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:53.216421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:53.274512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:53.275488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:53.275596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:53.275632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:53.401320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:53.401495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:53.401542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:53.401587] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:53.405112] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: UP (p=99.04%)
[2025-12-26T20:24:53.405392] [INFO ] [FORECASTER] Completed predict_future for INTZ
[2025-12-26T20:24:53.405522] [INFO ] [sig       ] INTZ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:53.544826] [INFO ] [LOCAL     ] Saved forecast: INTZ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/INTZ.txt
[2025-12-26T20:24:53.544971] [INFO ] [sig       ] [1696/3548] Completed INTZ in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-26T20:24:53.545011] [INFO ] [sig       ] [1697/3548] Forecasting INVA...
[2025-12-26T20:24:53.545040] [INFO ] [sig       ] Generating forecast for: INVA
[2025-12-26T20:24:53.545070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2025-12-26T20:24:53.556468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2025-12-26T20:24:53.556812] [INFO ] [FORECASTER] Starting predict_future for INVA
[2025-12-26T20:24:53.557615] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2025-12-26T20:24:53.557666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:53.557697] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:53.557723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:53.557780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:53.617946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:53.618908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:53.618992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:53.619025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:53.737006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:53.737201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:53.737250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:53.737280] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:53.740862] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: UP (p=89.54%)
[2025-12-26T20:24:53.741174] [INFO ] [FORECASTER] Completed predict_future for INVA
[2025-12-26T20:24:53.741310] [INFO ] [sig       ] INVA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:53.884422] [INFO ] [LOCAL     ] Saved forecast: INVA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/INVA.txt
[2025-12-26T20:24:53.884603] [INFO ] [sig       ] [1697/3548] Completed INVA in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-26T20:24:53.884647] [INFO ] [sig       ] [1698/3548] Forecasting INVE...
[2025-12-26T20:24:53.884677] [INFO ] [sig       ] Generating forecast for: INVE
[2025-12-26T20:24:53.884708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2025-12-26T20:24:53.895962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2025-12-26T20:24:53.896319] [INFO ] [FORECASTER] Starting predict_future for INVE
[2025-12-26T20:24:53.897107] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2025-12-26T20:24:53.897160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:53.897192] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:53.897220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:53.897279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:53.953926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:53.954805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:53.954890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:53.954922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:54.070679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:54.070833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:54.070875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:54.070905] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:54.074227] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: UP (p=77.50%)
[2025-12-26T20:24:54.074498] [INFO ] [FORECASTER] Completed predict_future for INVE
[2025-12-26T20:24:54.074639] [INFO ] [sig       ] INVE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:54.222053] [INFO ] [LOCAL     ] Saved forecast: INVE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/INVE.txt
[2025-12-26T20:24:54.222300] [INFO ] [sig       ] [1698/3548] Completed INVE in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-26T20:24:54.222347] [INFO ] [sig       ] [1699/3548] Forecasting INVH...
[2025-12-26T20:24:54.222379] [INFO ] [sig       ] Generating forecast for: INVH
[2025-12-26T20:24:54.222414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-12-26T20:24:54.236740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2025-12-26T20:24:54.237325] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-12-26T20:24:54.238425] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-12-26T20:24:54.238669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:54.238709] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:54.238739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:54.238841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:54.296327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:54.297373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:54.297464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:54.297498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:54.416376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:54.416543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:54.416607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:54.416680] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:54.420295] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: DOWN (p=16.91%)
[2025-12-26T20:24:54.420621] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-12-26T20:24:54.420758] [INFO ] [sig       ] INVH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:54.562599] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/INVH.txt
[2025-12-26T20:24:54.562737] [INFO ] [sig       ] [1699/3548] Completed INVH in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-26T20:24:54.562775] [INFO ] [sig       ] [1700/3548] Forecasting IONS...
[2025-12-26T20:24:54.562804] [INFO ] [sig       ] Generating forecast for: IONS
[2025-12-26T20:24:54.562833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2025-12-26T20:24:54.574139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2025-12-26T20:24:54.574447] [INFO ] [FORECASTER] Starting predict_future for IONS
[2025-12-26T20:24:54.575225] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2025-12-26T20:24:54.575277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:54.575308] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:54.575333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:54.575390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:54.631900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:54.632488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:54.632565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:54.632615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:54.755451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:54.755611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:54.755654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:54.755681] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:54.759049] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: UP (p=76.18%)
[2025-12-26T20:24:54.759321] [INFO ] [FORECASTER] Completed predict_future for IONS
[2025-12-26T20:24:54.759441] [INFO ] [sig       ] IONS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:54.898189] [INFO ] [LOCAL     ] Saved forecast: IONS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IONS.txt
[2025-12-26T20:24:54.898352] [INFO ] [sig       ] [1700/3548] Completed IONS in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-26T20:24:54.898392] [INFO ] [sig       ] [1701/3548] Forecasting IOSP...
[2025-12-26T20:24:54.898422] [INFO ] [sig       ] Generating forecast for: IOSP
[2025-12-26T20:24:54.898451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2025-12-26T20:24:54.910529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2025-12-26T20:24:54.910933] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2025-12-26T20:24:54.911733] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2025-12-26T20:24:54.911800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:54.911832] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:54.911859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:54.911916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:54.968080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:54.968865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:54.968967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:54.969004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:55.087430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:55.087634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:55.087680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:55.087709] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:55.091080] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: DOWN (p=3.41%)
[2025-12-26T20:24:55.091350] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2025-12-26T20:24:55.091470] [INFO ] [sig       ] IOSP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:55.228958] [INFO ] [LOCAL     ] Saved forecast: IOSP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IOSP.txt
[2025-12-26T20:24:55.229096] [INFO ] [sig       ] [1701/3548] Completed IOSP in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-26T20:24:55.229134] [INFO ] [sig       ] [1702/3548] Forecasting IOVA...
[2025-12-26T20:24:55.229164] [INFO ] [sig       ] Generating forecast for: IOVA
[2025-12-26T20:24:55.229193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2025-12-26T20:24:55.240650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2025-12-26T20:24:55.240969] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2025-12-26T20:24:55.241754] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2025-12-26T20:24:55.241804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:55.241835] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:55.241861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:55.241919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:55.298012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:55.298663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:55.298742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:55.298775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:55.417000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:55.417138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:55.417179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:55.417206] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:55.420523] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: DOWN (p=4.96%)
[2025-12-26T20:24:55.420812] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2025-12-26T20:24:55.420934] [INFO ] [sig       ] IOVA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:55.612874] [INFO ] [LOCAL     ] Saved forecast: IOVA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IOVA.txt
[2025-12-26T20:24:55.613015] [INFO ] [sig       ] [1702/3548] Completed IOVA in 0.4s | 2.88 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-26T20:24:55.613053] [INFO ] [sig       ] [1703/3548] Forecasting IPGP...
[2025-12-26T20:24:55.613082] [INFO ] [sig       ] Generating forecast for: IPGP
[2025-12-26T20:24:55.613110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2025-12-26T20:24:55.624709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2025-12-26T20:24:55.625044] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2025-12-26T20:24:55.625848] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2025-12-26T20:24:55.625900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:55.625931] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:55.625957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:55.626014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:55.682006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:55.682675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:55.682754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:55.682785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:55.800452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:55.800612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:55.800656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:55.800684] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:55.804022] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: DOWN (p=5.04%)
[2025-12-26T20:24:55.804309] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2025-12-26T20:24:55.804439] [INFO ] [sig       ] IPGP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:55.943126] [INFO ] [LOCAL     ] Saved forecast: IPGP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IPGP.txt
[2025-12-26T20:24:55.943253] [INFO ] [sig       ] [1703/3548] Completed IPGP in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-26T20:24:55.943291] [INFO ] [sig       ] [1704/3548] Forecasting IPI...
[2025-12-26T20:24:55.943320] [INFO ] [sig       ] Generating forecast for: IPI
[2025-12-26T20:24:55.943349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-12-26T20:24:55.954837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2025-12-26T20:24:55.955210] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-12-26T20:24:55.956019] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-12-26T20:24:55.956073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:55.956104] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:55.956130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:55.956186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:56.013301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:56.014078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:56.014158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:56.014190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:56.131719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:56.131868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:56.131912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:56.131940] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:56.135253] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=16.67%)
[2025-12-26T20:24:56.135523] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-12-26T20:24:56.135663] [INFO ] [sig       ] IPI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:56.274286] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IPI.txt
[2025-12-26T20:24:56.274418] [INFO ] [sig       ] [1704/3548] Completed IPI in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-26T20:24:56.274463] [INFO ] [sig       ] [1705/3548] Forecasting IQ...
[2025-12-26T20:24:56.274493] [INFO ] [sig       ] Generating forecast for: IQ
[2025-12-26T20:24:56.274522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2025-12-26T20:24:56.285737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2025-12-26T20:24:56.286038] [INFO ] [FORECASTER] Starting predict_future for IQ
[2025-12-26T20:24:56.286818] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2025-12-26T20:24:56.286868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:56.286899] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:56.286924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:56.286984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:56.346407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:56.347037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:56.347114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:56.347146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:56.464908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:56.465062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:56.465105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:56.465134] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:56.468453] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: DOWN (p=3.88%)
[2025-12-26T20:24:56.468740] [INFO ] [FORECASTER] Completed predict_future for IQ
[2025-12-26T20:24:56.468863] [INFO ] [sig       ] IQ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:56.607686] [INFO ] [LOCAL     ] Saved forecast: IQ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IQ.txt
[2025-12-26T20:24:56.607828] [INFO ] [sig       ] [1705/3548] Completed IQ in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-26T20:24:56.607867] [INFO ] [sig       ] [1706/3548] Forecasting IQI...
[2025-12-26T20:24:56.607896] [INFO ] [sig       ] Generating forecast for: IQI
[2025-12-26T20:24:56.607925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-12-26T20:24:56.619132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2025-12-26T20:24:56.619464] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-12-26T20:24:56.620251] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-12-26T20:24:56.620302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:56.620333] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:56.620359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:56.620417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:56.676650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:56.677424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:56.677533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:56.677566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:56.792951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:56.793105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:56.793146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:56.793174] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:56.796493] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: DOWN (p=9.65%)
[2025-12-26T20:24:56.796782] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-12-26T20:24:56.796921] [INFO ] [sig       ] IQI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:56.934807] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IQI.txt
[2025-12-26T20:24:56.934940] [INFO ] [sig       ] [1706/3548] Completed IQI in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-26T20:24:56.934978] [INFO ] [sig       ] [1707/3548] Forecasting IQQQ...
[2025-12-26T20:24:56.935009] [INFO ] [sig       ] Generating forecast for: IQQQ
[2025-12-26T20:24:56.935038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2025-12-26T20:24:56.945802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2025-12-26T20:24:56.946095] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2025-12-26T20:24:56.946883] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2025-12-26T20:24:56.946934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:56.946965] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:56.946991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:56.947052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:57.003009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:57.003677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:57.003754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:57.003786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:57.124042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:57.124193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:57.124234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:57.124263] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:57.127725] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: DOWN (p=37.74%)
[2025-12-26T20:24:57.128001] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2025-12-26T20:24:57.128130] [INFO ] [sig       ] IQQQ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:57.268195] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IQQQ.txt
[2025-12-26T20:24:57.268327] [INFO ] [sig       ] [1707/3548] Completed IQQQ in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-26T20:24:57.268366] [INFO ] [sig       ] [1708/3548] Forecasting IRDM...
[2025-12-26T20:24:57.268394] [INFO ] [sig       ] Generating forecast for: IRDM
[2025-12-26T20:24:57.268424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2025-12-26T20:24:57.280251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2025-12-26T20:24:57.280675] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2025-12-26T20:24:57.281532] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2025-12-26T20:24:57.281619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:57.281655] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:57.281683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:57.281742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:57.343608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:57.344502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:57.344613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:57.344650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:57.467923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:57.468069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:57.468130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:57.468159] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:57.471541] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: UP (p=73.19%)
[2025-12-26T20:24:57.471823] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2025-12-26T20:24:57.471949] [INFO ] [sig       ] IRDM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:57.612034] [INFO ] [LOCAL     ] Saved forecast: IRDM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IRDM.txt
[2025-12-26T20:24:57.612163] [INFO ] [sig       ] [1708/3548] Completed IRDM in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-26T20:24:57.612201] [INFO ] [sig       ] [1709/3548] Forecasting IREN...
[2025-12-26T20:24:57.612229] [INFO ] [sig       ] Generating forecast for: IREN
[2025-12-26T20:24:57.612259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2025-12-26T20:24:57.623659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2025-12-26T20:24:57.623965] [INFO ] [FORECASTER] Starting predict_future for IREN
[2025-12-26T20:24:57.624923] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2025-12-26T20:24:57.624975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:57.625007] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:57.625038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:57.625096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:57.681811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:57.682409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:57.682486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:57.682518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:57.805053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:57.805202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:57.805244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:57.805273] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:57.808618] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: UP (p=95.62%)
[2025-12-26T20:24:57.808901] [INFO ] [FORECASTER] Completed predict_future for IREN
[2025-12-26T20:24:57.809028] [INFO ] [sig       ] IREN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:57.948668] [INFO ] [LOCAL     ] Saved forecast: IREN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IREN.txt
[2025-12-26T20:24:57.948864] [INFO ] [sig       ] [1709/3548] Completed IREN in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-26T20:24:57.952273] [INFO ] [sig       ] [1710/3548] Forecasting IRM...
[2025-12-26T20:24:57.952328] [INFO ] [sig       ] Generating forecast for: IRM
[2025-12-26T20:24:57.952368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-12-26T20:24:57.966677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2025-12-26T20:24:57.967104] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-12-26T20:24:57.968192] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-12-26T20:24:57.968256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:57.968296] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:57.968332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:57.968412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:58.031970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:58.032819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:58.032929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:58.032963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:58.157823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:58.157971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:58.158013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:58.158042] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:58.161442] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: UP (p=51.42%)
[2025-12-26T20:24:58.161728] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-12-26T20:24:58.161851] [INFO ] [sig       ] IRM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:58.305847] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IRM.txt
[2025-12-26T20:24:58.305975] [INFO ] [sig       ] [1710/3548] Completed IRM in 0.4s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-26T20:24:58.306013] [INFO ] [sig       ] [1711/3548] Forecasting IRMD...
[2025-12-26T20:24:58.306042] [INFO ] [sig       ] Generating forecast for: IRMD
[2025-12-26T20:24:58.306072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2025-12-26T20:24:58.316412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2025-12-26T20:24:58.316715] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2025-12-26T20:24:58.317474] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2025-12-26T20:24:58.317525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:58.317556] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:58.317611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:58.317671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:58.373884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:58.374488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:58.374563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:58.374613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:58.492898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:58.493037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:58.493078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:58.493106] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:58.496430] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: UP (p=63.72%)
[2025-12-26T20:24:58.496714] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2025-12-26T20:24:58.496834] [INFO ] [sig       ] IRMD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:58.642675] [INFO ] [LOCAL     ] Saved forecast: IRMD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IRMD.txt
[2025-12-26T20:24:58.642810] [INFO ] [sig       ] [1711/3548] Completed IRMD in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-26T20:24:58.642849] [INFO ] [sig       ] [1712/3548] Forecasting IRON...
[2025-12-26T20:24:58.642880] [INFO ] [sig       ] Generating forecast for: IRON
[2025-12-26T20:24:58.642909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2025-12-26T20:24:58.653936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2025-12-26T20:24:58.654262] [INFO ] [FORECASTER] Starting predict_future for IRON
[2025-12-26T20:24:58.655044] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2025-12-26T20:24:58.655096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:58.655143] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:58.655170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:58.655228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:58.711002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:58.711638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:58.711714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:58.711746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:58.832971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:58.833124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:58.833174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:58.833204] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:58.836627] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: UP (p=88.14%)
[2025-12-26T20:24:58.836905] [INFO ] [FORECASTER] Completed predict_future for IRON
[2025-12-26T20:24:58.837024] [INFO ] [sig       ] IRON: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:58.976985] [INFO ] [LOCAL     ] Saved forecast: IRON	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IRON.txt
[2025-12-26T20:24:58.977145] [INFO ] [sig       ] [1712/3548] Completed IRON in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-26T20:24:58.977184] [INFO ] [sig       ] [1713/3548] Forecasting IRTC...
[2025-12-26T20:24:58.977214] [INFO ] [sig       ] Generating forecast for: IRTC
[2025-12-26T20:24:58.977244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2025-12-26T20:24:58.989338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2025-12-26T20:24:58.989784] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2025-12-26T20:24:58.990643] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2025-12-26T20:24:58.990698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:58.990760] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:58.990788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:58.990849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:59.049297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:59.050219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:59.050312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:59.050346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:59.173433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:59.173608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:59.173653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:59.173681] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:59.177273] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: UP (p=67.88%)
[2025-12-26T20:24:59.177647] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2025-12-26T20:24:59.177788] [INFO ] [sig       ] IRTC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:59.324949] [INFO ] [LOCAL     ] Saved forecast: IRTC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IRTC.txt
[2025-12-26T20:24:59.325095] [INFO ] [sig       ] [1713/3548] Completed IRTC in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-26T20:24:59.325135] [INFO ] [sig       ] [1714/3548] Forecasting IRWD...
[2025-12-26T20:24:59.325163] [INFO ] [sig       ] Generating forecast for: IRWD
[2025-12-26T20:24:59.325192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2025-12-26T20:24:59.336241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2025-12-26T20:24:59.336630] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2025-12-26T20:24:59.337394] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2025-12-26T20:24:59.337444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:59.337475] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:59.337502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:59.337559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:59.393210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:59.393867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:59.393943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:59.393975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:59.517691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:59.518134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:59.518230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:59.518262] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:59.526295] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: DOWN (p=8.63%)
[2025-12-26T20:24:59.526711] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2025-12-26T20:24:59.526858] [INFO ] [sig       ] IRWD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:24:59.667133] [INFO ] [LOCAL     ] Saved forecast: IRWD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IRWD.txt
[2025-12-26T20:24:59.667279] [INFO ] [sig       ] [1714/3548] Completed IRWD in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-26T20:24:59.667319] [INFO ] [sig       ] [1715/3548] Forecasting ISD...
[2025-12-26T20:24:59.667347] [INFO ] [sig       ] Generating forecast for: ISD
[2025-12-26T20:24:59.667376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-12-26T20:24:59.679284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2025-12-26T20:24:59.679661] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-12-26T20:24:59.680505] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-12-26T20:24:59.680556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:24:59.680612] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:24:59.680639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:24:59.680696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:24:59.736368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:24:59.737138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:24:59.737217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:24:59.737250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:24:59.852235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:24:59.852378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:24:59.852420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:24:59.852447] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:24:59.855813] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: UP (p=72.54%)
[2025-12-26T20:24:59.856094] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-12-26T20:24:59.856220] [INFO ] [sig       ] ISD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:24:59.994652] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ISD.txt
[2025-12-26T20:24:59.994781] [INFO ] [sig       ] [1715/3548] Completed ISD in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-26T20:24:59.994820] [INFO ] [sig       ] [1716/3548] Forecasting ISRG...
[2025-12-26T20:24:59.994875] [INFO ] [sig       ] Generating forecast for: ISRG
[2025-12-26T20:24:59.994910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2025-12-26T20:25:00.006155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2025-12-26T20:25:00.006460] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2025-12-26T20:25:00.007436] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2025-12-26T20:25:00.007488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:00.007519] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:00.007546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:00.007620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:00.063929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:00.064513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:00.064606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:00.064640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:00.196400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:00.196559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:00.196637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:00.196723] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:00.200231] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: DOWN (p=32.74%)
[2025-12-26T20:25:00.200505] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2025-12-26T20:25:00.200681] [INFO ] [sig       ] ISRG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:00.343018] [INFO ] [LOCAL     ] Saved forecast: ISRG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ISRG.txt
[2025-12-26T20:25:00.343148] [INFO ] [sig       ] [1716/3548] Completed ISRG in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-26T20:25:00.343192] [INFO ] [sig       ] [1717/3548] Forecasting ISSC...
[2025-12-26T20:25:00.343224] [INFO ] [sig       ] Generating forecast for: ISSC
[2025-12-26T20:25:00.343253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2025-12-26T20:25:00.354204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2025-12-26T20:25:00.354502] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2025-12-26T20:25:00.355300] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2025-12-26T20:25:00.355353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:00.355384] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:00.355412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:00.355469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:00.411762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:00.412382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:00.412463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:00.412495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:00.537548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:00.537704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:00.537749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:00.537777] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:00.541514] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: DOWN (p=44.95%)
[2025-12-26T20:25:00.541803] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2025-12-26T20:25:00.541932] [INFO ] [sig       ] ISSC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:00.682981] [INFO ] [LOCAL     ] Saved forecast: ISSC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ISSC.txt
[2025-12-26T20:25:00.683111] [INFO ] [sig       ] [1717/3548] Completed ISSC in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-26T20:25:00.683149] [INFO ] [sig       ] [1718/3548] Forecasting ISTB...
[2025-12-26T20:25:00.683177] [INFO ] [sig       ] Generating forecast for: ISTB
[2025-12-26T20:25:00.683207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2025-12-26T20:25:00.693955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISTB'.
[2025-12-26T20:25:00.694258] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2025-12-26T20:25:00.695040] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2025-12-26T20:25:00.695115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:00.695147] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:00.695173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:00.695231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:00.751830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:00.752500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:00.752594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:00.752629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:00.871636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:00.871789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:00.871833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:00.871873] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:00.875390] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: UP (p=85.17%)
[2025-12-26T20:25:00.875688] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2025-12-26T20:25:00.875815] [INFO ] [sig       ] ISTB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:01.015981] [INFO ] [LOCAL     ] Saved forecast: ISTB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ISTB.txt
[2025-12-26T20:25:01.016116] [INFO ] [sig       ] [1718/3548] Completed ISTB in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-26T20:25:01.016159] [INFO ] [sig       ] [1719/3548] Forecasting ITIC...
[2025-12-26T20:25:01.016189] [INFO ] [sig       ] Generating forecast for: ITIC
[2025-12-26T20:25:01.016218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2025-12-26T20:25:01.026429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2025-12-26T20:25:01.026755] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2025-12-26T20:25:01.027517] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2025-12-26T20:25:01.027567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:01.027619] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:01.027647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:01.027704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:01.087316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:01.088043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:01.088135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:01.088169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:01.194997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:01.195160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:01.195200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:01.195246] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:01.198712] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: UP (p=73.15%)
[2025-12-26T20:25:01.199016] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2025-12-26T20:25:01.199148] [INFO ] [sig       ] ITIC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:01.341823] [INFO ] [LOCAL     ] Saved forecast: ITIC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ITIC.txt
[2025-12-26T20:25:01.341951] [INFO ] [sig       ] [1719/3548] Completed ITIC in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-26T20:25:01.341989] [INFO ] [sig       ] [1720/3548] Forecasting ITRI...
[2025-12-26T20:25:01.342018] [INFO ] [sig       ] Generating forecast for: ITRI
[2025-12-26T20:25:01.342058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2025-12-26T20:25:01.354997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2025-12-26T20:25:01.355327] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2025-12-26T20:25:01.356106] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2025-12-26T20:25:01.356157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:01.356189] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:01.356215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:01.356282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:01.413955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:01.414668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:01.414747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:01.414781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:01.542154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:01.542317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:01.542360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:01.542389] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:01.545883] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: DOWN (p=6.84%)
[2025-12-26T20:25:01.546174] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2025-12-26T20:25:01.546303] [INFO ] [sig       ] ITRI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:01.691498] [INFO ] [LOCAL     ] Saved forecast: ITRI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ITRI.txt
[2025-12-26T20:25:01.692538] [INFO ] [sig       ] [1720/3548] Completed ITRI in 0.4s | 2.88 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-26T20:25:01.692604] [INFO ] [sig       ] [1721/3548] Forecasting ITRN...
[2025-12-26T20:25:01.692637] [INFO ] [sig       ] Generating forecast for: ITRN
[2025-12-26T20:25:01.692667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2025-12-26T20:25:01.704638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2025-12-26T20:25:01.704942] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2025-12-26T20:25:01.705737] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2025-12-26T20:25:01.705790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:01.705821] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:01.705847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:01.705904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:01.763976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:01.764766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:01.764850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:01.764911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:01.892183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:01.892338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:01.892381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:01.892411] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:01.896001] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: DOWN (p=3.29%)
[2025-12-26T20:25:01.896284] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2025-12-26T20:25:01.896410] [INFO ] [sig       ] ITRN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:02.050227] [INFO ] [LOCAL     ] Saved forecast: ITRN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ITRN.txt
[2025-12-26T20:25:02.050402] [INFO ] [sig       ] [1721/3548] Completed ITRN in 0.4s | 2.88 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-26T20:25:02.050446] [INFO ] [sig       ] [1722/3548] Forecasting ITUB...
[2025-12-26T20:25:02.050477] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-12-26T20:25:02.050507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-12-26T20:25:02.062437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2025-12-26T20:25:02.062901] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-12-26T20:25:02.063762] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-12-26T20:25:02.063817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:02.063849] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:02.063877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:02.063939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:02.122301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:02.123189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:02.123283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:02.123316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:02.263024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:02.263200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:02.263259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:02.263298] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:02.267753] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: DOWN (p=35.73%)
[2025-12-26T20:25:02.268154] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-12-26T20:25:02.268304] [INFO ] [sig       ] ITUB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:02.429626] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ITUB.txt
[2025-12-26T20:25:02.429801] [INFO ] [sig       ] [1722/3548] Completed ITUB in 0.4s | 2.88 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-26T20:25:02.429853] [INFO ] [sig       ] [1723/3548] Forecasting IUS...
[2025-12-26T20:25:02.429899] [INFO ] [sig       ] Generating forecast for: IUS
[2025-12-26T20:25:02.429945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2025-12-26T20:25:02.448940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2025-12-26T20:25:02.449730] [INFO ] [FORECASTER] Starting predict_future for IUS
[2025-12-26T20:25:02.451039] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2025-12-26T20:25:02.451110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:02.451158] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:02.451229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:02.451323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:02.516752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:02.517893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:02.518352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:02.518426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:02.645589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:02.645756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:02.645802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:02.645831] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:02.650028] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: UP (p=89.30%)
[2025-12-26T20:25:02.650372] [INFO ] [FORECASTER] Completed predict_future for IUS
[2025-12-26T20:25:02.650519] [INFO ] [sig       ] IUS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:02.798567] [INFO ] [LOCAL     ] Saved forecast: IUS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IUS.txt
[2025-12-26T20:25:02.798742] [INFO ] [sig       ] [1723/3548] Completed IUS in 0.4s | 2.88 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-26T20:25:02.798783] [INFO ] [sig       ] [1724/3548] Forecasting IUSB...
[2025-12-26T20:25:02.798814] [INFO ] [sig       ] Generating forecast for: IUSB
[2025-12-26T20:25:02.798844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2025-12-26T20:25:02.810374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2025-12-26T20:25:02.810819] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2025-12-26T20:25:02.811707] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2025-12-26T20:25:02.811762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:02.811795] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:02.811823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:02.811882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:02.871562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:02.872442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:02.872535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:02.872567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:03.000698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:03.000871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:03.000920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:03.000951] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:03.004692] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: UP (p=97.64%)
[2025-12-26T20:25:03.005051] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2025-12-26T20:25:03.005205] [INFO ] [sig       ] IUSB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:03.155229] [INFO ] [LOCAL     ] Saved forecast: IUSB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IUSB.txt
[2025-12-26T20:25:03.155383] [INFO ] [sig       ] [1724/3548] Completed IUSB in 0.4s | 2.88 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-26T20:25:03.155425] [INFO ] [sig       ] [1725/3548] Forecasting IUSG...
[2025-12-26T20:25:03.155464] [INFO ] [sig       ] Generating forecast for: IUSG
[2025-12-26T20:25:03.155495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2025-12-26T20:25:03.168251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2025-12-26T20:25:03.168705] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2025-12-26T20:25:03.169551] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2025-12-26T20:25:03.169639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:03.169675] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:03.169703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:03.169762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:03.229001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:03.230054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:03.230156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:03.230191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:03.352208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:03.352364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:03.352405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:03.352434] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:03.355831] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: UP (p=88.98%)
[2025-12-26T20:25:03.356123] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2025-12-26T20:25:03.356253] [INFO ] [sig       ] IUSG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:03.500098] [INFO ] [LOCAL     ] Saved forecast: IUSG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IUSG.txt
[2025-12-26T20:25:03.500252] [INFO ] [sig       ] [1725/3548] Completed IUSG in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-26T20:25:03.500292] [INFO ] [sig       ] [1726/3548] Forecasting IVAL...
[2025-12-26T20:25:03.500323] [INFO ] [sig       ] Generating forecast for: IVAL
[2025-12-26T20:25:03.500352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2025-12-26T20:25:03.510787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2025-12-26T20:25:03.511164] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2025-12-26T20:25:03.511967] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2025-12-26T20:25:03.512019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:03.512051] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:03.512078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:03.512139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:03.570161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:03.571023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:03.571111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:03.571144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:03.683942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:03.684106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:03.684147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:03.684177] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:03.687769] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: UP (p=99.28%)
[2025-12-26T20:25:03.688087] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2025-12-26T20:25:03.688225] [INFO ] [sig       ] IVAL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:03.846017] [INFO ] [LOCAL     ] Saved forecast: IVAL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IVAL.txt
[2025-12-26T20:25:03.846243] [INFO ] [sig       ] [1726/3548] Completed IVAL in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-26T20:25:03.846287] [INFO ] [sig       ] [1727/3548] Forecasting IVZ...
[2025-12-26T20:25:03.846318] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-12-26T20:25:03.846355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-12-26T20:25:03.859627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2025-12-26T20:25:03.860044] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-12-26T20:25:03.861111] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-12-26T20:25:03.861168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:03.861201] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:03.861228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:03.861286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:03.918517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:03.919421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:03.919505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:03.919538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:04.044181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:04.044340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:04.044384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:04.044412] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:04.047864] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=10.83%)
[2025-12-26T20:25:04.048164] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-12-26T20:25:04.048300] [INFO ] [sig       ] IVZ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:04.191425] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IVZ.txt
[2025-12-26T20:25:04.191600] [INFO ] [sig       ] [1727/3548] Completed IVZ in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-26T20:25:04.191643] [INFO ] [sig       ] [1728/3548] Forecasting IX...
[2025-12-26T20:25:04.191675] [INFO ] [sig       ] Generating forecast for: IX
[2025-12-26T20:25:04.191705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-12-26T20:25:04.202544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2025-12-26T20:25:04.202970] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-12-26T20:25:04.203772] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-12-26T20:25:04.203824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:04.203855] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:04.203882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:04.203939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:04.263437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:04.264312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:04.264398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:04.264431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:04.391339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:04.391492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:04.391534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:04.391563] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:04.395103] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: UP (p=58.68%)
[2025-12-26T20:25:04.395410] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-12-26T20:25:04.395544] [INFO ] [sig       ] IX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:04.545411] [INFO ] [LOCAL     ] Saved forecast: IX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IX.txt
[2025-12-26T20:25:04.545592] [INFO ] [sig       ] [1728/3548] Completed IX in 0.4s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-26T20:25:04.545635] [INFO ] [sig       ] [1729/3548] Forecasting IXUS...
[2025-12-26T20:25:04.545666] [INFO ] [sig       ] Generating forecast for: IXUS
[2025-12-26T20:25:04.545695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2025-12-26T20:25:04.556469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2025-12-26T20:25:04.556872] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2025-12-26T20:25:04.557680] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2025-12-26T20:25:04.557732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:04.557764] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:04.557790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:04.557848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:04.615888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:04.616704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:04.616793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:04.616828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:04.737154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:04.737295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:04.737357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:04.737389] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:04.740858] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: UP (p=50.52%)
[2025-12-26T20:25:04.741182] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2025-12-26T20:25:04.741327] [INFO ] [sig       ] IXUS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:04.881427] [INFO ] [LOCAL     ] Saved forecast: IXUS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/IXUS.txt
[2025-12-26T20:25:04.881567] [INFO ] [sig       ] [1729/3548] Completed IXUS in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-26T20:25:04.881623] [INFO ] [sig       ] [1730/3548] Forecasting IZEA...
[2025-12-26T20:25:04.881653] [INFO ] [sig       ] Generating forecast for: IZEA
[2025-12-26T20:25:04.881682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2025-12-26T20:25:04.891986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2025-12-26T20:25:04.892286] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2025-12-26T20:25:04.893089] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2025-12-26T20:25:04.893141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:04.893199] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:04.893227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:04.893286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:04.952384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:04.953248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:04.953335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:04.953369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:05.070057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:05.070214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:05.070255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:05.070283] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:05.073937] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-12-26T20:25:05.074225] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2025-12-26T20:25:05.074354] [INFO ] [sig       ] IZEA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:05.217504] [INFO ] [LOCAL     ] Saved forecast: IZEA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/IZEA.txt
[2025-12-26T20:25:05.217696] [INFO ] [sig       ] [1730/3548] Completed IZEA in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-26T20:25:05.217759] [INFO ] [sig       ] [1731/3548] Forecasting J...
[2025-12-26T20:25:05.217800] [INFO ] [sig       ] Generating forecast for: J
[2025-12-26T20:25:05.217842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-12-26T20:25:05.229536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2025-12-26T20:25:05.229909] [INFO ] [FORECASTER] Starting predict_future for J
[2025-12-26T20:25:05.230749] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-12-26T20:25:05.230802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:05.230833] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:05.230860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:05.230919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:05.289036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:05.289885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:05.289967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:05.290000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:05.412626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:05.412760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:05.412803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:05.412831] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:05.416205] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: DOWN (p=42.67%)
[2025-12-26T20:25:05.416468] [INFO ] [FORECASTER] Completed predict_future for J
[2025-12-26T20:25:05.416608] [INFO ] [sig       ] J: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:05.556434] [INFO ] [LOCAL     ] Saved forecast: J	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/J.txt
[2025-12-26T20:25:05.556566] [INFO ] [sig       ] [1731/3548] Completed J in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-26T20:25:05.556622] [INFO ] [sig       ] [1732/3548] Forecasting JACK...
[2025-12-26T20:25:05.556653] [INFO ] [sig       ] Generating forecast for: JACK
[2025-12-26T20:25:05.556683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2025-12-26T20:25:05.567230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2025-12-26T20:25:05.567585] [INFO ] [FORECASTER] Starting predict_future for JACK
[2025-12-26T20:25:05.568349] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2025-12-26T20:25:05.568400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:05.568432] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:05.568458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:05.568515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:05.624951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:05.625659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:05.625735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:05.625767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:05.746292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:05.746465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:05.746508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:05.746536] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:05.749897] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: DOWN (p=32.81%)
[2025-12-26T20:25:05.750169] [INFO ] [FORECASTER] Completed predict_future for JACK
[2025-12-26T20:25:05.750316] [INFO ] [sig       ] JACK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:05.890613] [INFO ] [LOCAL     ] Saved forecast: JACK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JACK.txt
[2025-12-26T20:25:05.890747] [INFO ] [sig       ] [1732/3548] Completed JACK in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-26T20:25:05.890786] [INFO ] [sig       ] [1733/3548] Forecasting JAGX...
[2025-12-26T20:25:05.890815] [INFO ] [sig       ] Generating forecast for: JAGX
[2025-12-26T20:25:05.890847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'.
[2025-12-26T20:25:05.901591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAGX'.
[2025-12-26T20:25:05.901919] [INFO ] [FORECASTER] Starting predict_future for JAGX
[2025-12-26T20:25:05.902705] [DEBUG] [LOCAL     ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt
[2025-12-26T20:25:05.902755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:05.902786] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:05.902813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:05.902871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:05.959297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:05.960072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:05.960151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:05.960188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:06.078288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:06.078435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:06.078475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:06.078537] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:06.082027] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: UP (p=94.43%)
[2025-12-26T20:25:06.082302] [INFO ] [FORECASTER] Completed predict_future for JAGX
[2025-12-26T20:25:06.082433] [INFO ] [sig       ] JAGX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:06.224610] [INFO ] [LOCAL     ] Saved forecast: JAGX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/JAGX.txt
[2025-12-26T20:25:06.224751] [INFO ] [sig       ] [1733/3548] Completed JAGX in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-26T20:25:06.224795] [INFO ] [sig       ] [1734/3548] Forecasting JAKK...
[2025-12-26T20:25:06.224825] [INFO ] [sig       ] Generating forecast for: JAKK
[2025-12-26T20:25:06.224855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2025-12-26T20:25:06.236249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2025-12-26T20:25:06.236667] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2025-12-26T20:25:06.237447] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2025-12-26T20:25:06.237499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:06.237542] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:06.237570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:06.237647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:06.295314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:06.296064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:06.296145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:06.296178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:06.420033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:06.420181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:06.420226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:06.420258] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:06.423609] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-12-26T20:25:06.423876] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2025-12-26T20:25:06.423997] [INFO ] [sig       ] JAKK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:06.575083] [INFO ] [LOCAL     ] Saved forecast: JAKK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JAKK.txt
[2025-12-26T20:25:06.575210] [INFO ] [sig       ] [1734/3548] Completed JAKK in 0.4s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-26T20:25:06.575248] [INFO ] [sig       ] [1735/3548] Forecasting JAMF...
[2025-12-26T20:25:06.575277] [INFO ] [sig       ] Generating forecast for: JAMF
[2025-12-26T20:25:06.575306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'.
[2025-12-26T20:25:06.590113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAMF'.
[2025-12-26T20:25:06.590450] [INFO ] [FORECASTER] Starting predict_future for JAMF
[2025-12-26T20:25:06.591357] [DEBUG] [LOCAL     ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt
[2025-12-26T20:25:06.591408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:06.591439] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:06.591466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:06.591524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:06.648544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:06.649402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:06.649501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:06.649536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:06.766931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:06.767078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:06.767119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:06.767150] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:06.770777] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: UP (p=77.21%)
[2025-12-26T20:25:06.771109] [INFO ] [FORECASTER] Completed predict_future for JAMF
[2025-12-26T20:25:06.771251] [INFO ] [sig       ] JAMF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:06.919057] [INFO ] [LOCAL     ] Saved forecast: JAMF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/JAMF.txt
[2025-12-26T20:25:06.919189] [INFO ] [sig       ] [1735/3548] Completed JAMF in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-26T20:25:06.919228] [INFO ] [sig       ] [1736/3548] Forecasting JANX...
[2025-12-26T20:25:06.919257] [INFO ] [sig       ] Generating forecast for: JANX
[2025-12-26T20:25:06.919287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2025-12-26T20:25:06.930044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2025-12-26T20:25:06.930388] [INFO ] [FORECASTER] Starting predict_future for JANX
[2025-12-26T20:25:06.931172] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2025-12-26T20:25:06.931250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:06.931289] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:06.931322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:06.931392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:06.988408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:06.989147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:06.989227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:06.989258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:07.111375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:07.111520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:07.111562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:07.111609] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:07.114951] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: DOWN (p=2.98%)
[2025-12-26T20:25:07.115221] [INFO ] [FORECASTER] Completed predict_future for JANX
[2025-12-26T20:25:07.115345] [INFO ] [sig       ] JANX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:07.259127] [INFO ] [LOCAL     ] Saved forecast: JANX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JANX.txt
[2025-12-26T20:25:07.259265] [INFO ] [sig       ] [1736/3548] Completed JANX in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-26T20:25:07.259303] [INFO ] [sig       ] [1737/3548] Forecasting JAZZ...
[2025-12-26T20:25:07.259333] [INFO ] [sig       ] Generating forecast for: JAZZ
[2025-12-26T20:25:07.259362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2025-12-26T20:25:07.270548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2025-12-26T20:25:07.270902] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2025-12-26T20:25:07.271714] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2025-12-26T20:25:07.271765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:07.271798] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:07.271826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:07.271884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:07.328978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:07.329665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:07.329742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:07.329773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:07.452145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:07.452292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:07.452350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:07.452380] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:07.455853] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: DOWN (p=12.76%)
[2025-12-26T20:25:07.456129] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2025-12-26T20:25:07.456251] [INFO ] [sig       ] JAZZ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:07.601877] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JAZZ.txt
[2025-12-26T20:25:07.602004] [INFO ] [sig       ] [1737/3548] Completed JAZZ in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-26T20:25:07.602042] [INFO ] [sig       ] [1738/3548] Forecasting JBGS...
[2025-12-26T20:25:07.602071] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-12-26T20:25:07.602108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-12-26T20:25:07.613910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2025-12-26T20:25:07.614242] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-12-26T20:25:07.615035] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-12-26T20:25:07.615086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:07.615117] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:07.615144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:07.615202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:07.673837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:07.674536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:07.674636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:07.674671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:07.795633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:07.795778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:07.795819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:07.795849] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:07.799321] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=1.65%)
[2025-12-26T20:25:07.799615] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-12-26T20:25:07.799741] [INFO ] [sig       ] JBGS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:07.947270] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JBGS.txt
[2025-12-26T20:25:07.947410] [INFO ] [sig       ] [1738/3548] Completed JBGS in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-26T20:25:07.947451] [INFO ] [sig       ] [1739/3548] Forecasting JBI...
[2025-12-26T20:25:07.947481] [INFO ] [sig       ] Generating forecast for: JBI
[2025-12-26T20:25:07.947510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-12-26T20:25:07.958409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2025-12-26T20:25:07.958783] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-12-26T20:25:07.959623] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-12-26T20:25:07.959674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:07.959705] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:07.959730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:07.959788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:08.016523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:08.017268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:08.017348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:08.017379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:08.135778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:08.135949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:08.135997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:08.136027] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:08.139639] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: UP (p=83.85%)
[2025-12-26T20:25:08.139932] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-12-26T20:25:08.140061] [INFO ] [sig       ] JBI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:08.280120] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/JBI.txt
[2025-12-26T20:25:08.280256] [INFO ] [sig       ] [1739/3548] Completed JBI in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-26T20:25:08.280301] [INFO ] [sig       ] [1740/3548] Forecasting JBL...
[2025-12-26T20:25:08.280332] [INFO ] [sig       ] Generating forecast for: JBL
[2025-12-26T20:25:08.280362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-12-26T20:25:08.291469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2025-12-26T20:25:08.291806] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-12-26T20:25:08.292563] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-12-26T20:25:08.292632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:08.292663] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:08.292690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:08.292747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:08.349848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:08.350711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:08.350834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:08.350868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:08.470501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:08.470671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:08.470716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:08.470746] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:08.474069] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: DOWN (p=4.30%)
[2025-12-26T20:25:08.474344] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-12-26T20:25:08.474464] [INFO ] [sig       ] JBL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:08.614916] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JBL.txt
[2025-12-26T20:25:08.615048] [INFO ] [sig       ] [1740/3548] Completed JBL in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-26T20:25:08.615087] [INFO ] [sig       ] [1741/3548] Forecasting JBND...
[2025-12-26T20:25:08.615116] [INFO ] [sig       ] Generating forecast for: JBND
[2025-12-26T20:25:08.615147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-12-26T20:25:08.625882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2025-12-26T20:25:08.626182] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-12-26T20:25:08.626982] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-12-26T20:25:08.627033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:08.627065] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:08.627091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:08.627149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:08.684204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:08.685017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:08.685104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:08.685136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:08.802627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:08.802783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:08.802826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:08.802854] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:08.806165] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: UP (p=94.19%)
[2025-12-26T20:25:08.806447] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-12-26T20:25:08.806568] [INFO ] [sig       ] JBND: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:08.949659] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/JBND.txt
[2025-12-26T20:25:08.949791] [INFO ] [sig       ] [1741/3548] Completed JBND in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-26T20:25:08.949830] [INFO ] [sig       ] [1742/3548] Forecasting JBSS...
[2025-12-26T20:25:08.949861] [INFO ] [sig       ] Generating forecast for: JBSS
[2025-12-26T20:25:08.949890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2025-12-26T20:25:08.961331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2025-12-26T20:25:08.961747] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2025-12-26T20:25:08.962530] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2025-12-26T20:25:08.962599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:08.962632] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:08.962659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:08.962717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:09.019667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:09.020299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:09.020377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:09.020408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:09.139014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:09.139155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:09.139196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:09.139224] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:09.142599] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: UP (p=92.83%)
[2025-12-26T20:25:09.142871] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2025-12-26T20:25:09.142996] [INFO ] [sig       ] JBSS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:09.281688] [INFO ] [LOCAL     ] Saved forecast: JBSS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/JBSS.txt
[2025-12-26T20:25:09.281798] [INFO ] [sig       ] [1742/3548] Completed JBSS in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-26T20:25:09.281836] [INFO ] [sig       ] [1743/3548] Forecasting JCE...
[2025-12-26T20:25:09.281866] [INFO ] [sig       ] Generating forecast for: JCE
[2025-12-26T20:25:09.281895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-12-26T20:25:09.292941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2025-12-26T20:25:09.293240] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-12-26T20:25:09.294050] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-12-26T20:25:09.294102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:09.294133] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:09.294159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:09.294216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:09.351085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:09.351735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:09.351811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:09.351842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:09.468000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:09.468127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:09.468184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:09.468215] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:09.471501] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=33.73%)
[2025-12-26T20:25:09.471798] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-12-26T20:25:09.471936] [INFO ] [sig       ] JCE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:09.612505] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JCE.txt
[2025-12-26T20:25:09.612697] [INFO ] [sig       ] [1743/3548] Completed JCE in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-26T20:25:09.612739] [INFO ] [sig       ] [1744/3548] Forecasting JCI...
[2025-12-26T20:25:09.612768] [INFO ] [sig       ] Generating forecast for: JCI
[2025-12-26T20:25:09.612800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-12-26T20:25:09.623675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2025-12-26T20:25:09.624024] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-12-26T20:25:09.624830] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-12-26T20:25:09.624882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:09.624914] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:09.624940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:09.624998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:09.683100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:09.683915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:09.683994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:09.684026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:09.804205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:09.804365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:09.804409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:09.804437] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:09.807854] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=19.85%)
[2025-12-26T20:25:09.808138] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-12-26T20:25:09.808263] [INFO ] [sig       ] JCI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:09.950560] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JCI.txt
[2025-12-26T20:25:09.950742] [INFO ] [sig       ] [1744/3548] Completed JCI in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-26T20:25:09.950781] [INFO ] [sig       ] [1745/3548] Forecasting JD...
[2025-12-26T20:25:09.950811] [INFO ] [sig       ] Generating forecast for: JD
[2025-12-26T20:25:09.950841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2025-12-26T20:25:09.961967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2025-12-26T20:25:09.962315] [INFO ] [FORECASTER] Starting predict_future for JD
[2025-12-26T20:25:09.963094] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2025-12-26T20:25:09.963145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:09.963176] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:09.963203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:09.963260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:10.021511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:10.022358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:10.022441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:10.022472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:10.141388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:10.141540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:10.141604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:10.141635] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:10.145003] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: DOWN (p=20.83%)
[2025-12-26T20:25:10.145284] [INFO ] [FORECASTER] Completed predict_future for JD
[2025-12-26T20:25:10.145410] [INFO ] [sig       ] JD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:10.286231] [INFO ] [LOCAL     ] Saved forecast: JD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JD.txt
[2025-12-26T20:25:10.286388] [INFO ] [sig       ] [1745/3548] Completed JD in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-26T20:25:10.286428] [INFO ] [sig       ] [1746/3548] Forecasting JEF...
[2025-12-26T20:25:10.286456] [INFO ] [sig       ] Generating forecast for: JEF
[2025-12-26T20:25:10.286487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-12-26T20:25:10.297329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2025-12-26T20:25:10.297725] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-12-26T20:25:10.298485] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-12-26T20:25:10.298536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:10.298593] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:10.298625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:10.298688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:10.355238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:10.356097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:10.356178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:10.356210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:10.478634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:10.478787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:10.478829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:10.478859] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:10.482233] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: UP (p=75.42%)
[2025-12-26T20:25:10.482518] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-12-26T20:25:10.482660] [INFO ] [sig       ] JEF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:10.622687] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/JEF.txt
[2025-12-26T20:25:10.622833] [INFO ] [sig       ] [1746/3548] Completed JEF in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-26T20:25:10.622872] [INFO ] [sig       ] [1747/3548] Forecasting JELD...
[2025-12-26T20:25:10.622902] [INFO ] [sig       ] Generating forecast for: JELD
[2025-12-26T20:25:10.622931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-12-26T20:25:10.633757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2025-12-26T20:25:10.634109] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-12-26T20:25:10.634889] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-12-26T20:25:10.634939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:10.635007] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:10.635037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:10.635094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:10.691270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:10.692123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:10.692205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:10.692236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:10.812969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:10.813123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:10.813165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:10.813193] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:10.816525] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=7.15%)
[2025-12-26T20:25:10.816820] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-12-26T20:25:10.816943] [INFO ] [sig       ] JELD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:10.956144] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JELD.txt
[2025-12-26T20:25:10.956297] [INFO ] [sig       ] [1747/3548] Completed JELD in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-26T20:25:10.956337] [INFO ] [sig       ] [1748/3548] Forecasting JEPQ...
[2025-12-26T20:25:10.956368] [INFO ] [sig       ] Generating forecast for: JEPQ
[2025-12-26T20:25:10.956397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2025-12-26T20:25:10.968317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2025-12-26T20:25:10.968744] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2025-12-26T20:25:10.969547] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2025-12-26T20:25:10.969620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:10.969652] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:10.969678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:10.969736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:11.025813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:11.026686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:11.026772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:11.026805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:11.154189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:11.154343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:11.154388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:11.154418] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:11.157885] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: DOWN (p=42.46%)
[2025-12-26T20:25:11.158183] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2025-12-26T20:25:11.158311] [INFO ] [sig       ] JEPQ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:11.301968] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JEPQ.txt
[2025-12-26T20:25:11.302120] [INFO ] [sig       ] [1748/3548] Completed JEPQ in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-26T20:25:11.302160] [INFO ] [sig       ] [1749/3548] Forecasting JFIN...
[2025-12-26T20:25:11.302190] [INFO ] [sig       ] Generating forecast for: JFIN
[2025-12-26T20:25:11.302220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2025-12-26T20:25:11.314632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2025-12-26T20:25:11.315023] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2025-12-26T20:25:11.315864] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2025-12-26T20:25:11.315915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:11.315947] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:11.315974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:11.316032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:11.372273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:11.373138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:11.373222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:11.373254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:11.493038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:11.493190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:11.493233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:11.493260] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:11.496617] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: DOWN (p=23.54%)
[2025-12-26T20:25:11.496893] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2025-12-26T20:25:11.497019] [INFO ] [sig       ] JFIN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:11.638339] [INFO ] [LOCAL     ] Saved forecast: JFIN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JFIN.txt
[2025-12-26T20:25:11.638490] [INFO ] [sig       ] [1749/3548] Completed JFIN in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-26T20:25:11.638529] [INFO ] [sig       ] [1750/3548] Forecasting JGLO...
[2025-12-26T20:25:11.638558] [INFO ] [sig       ] Generating forecast for: JGLO
[2025-12-26T20:25:11.638608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2025-12-26T20:25:11.649845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2025-12-26T20:25:11.650226] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2025-12-26T20:25:11.651031] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2025-12-26T20:25:11.651083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:11.651113] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:11.651139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:11.651196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:11.707227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:11.708129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:11.708213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:11.708245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:11.825144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:11.825300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:11.825342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:11.825401] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:11.828732] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: DOWN (p=16.80%)
[2025-12-26T20:25:11.829026] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2025-12-26T20:25:11.829152] [INFO ] [sig       ] JGLO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:11.967951] [INFO ] [LOCAL     ] Saved forecast: JGLO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JGLO.txt
[2025-12-26T20:25:11.968089] [INFO ] [sig       ] [1750/3548] Completed JGLO in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-26T20:25:11.968129] [INFO ] [sig       ] [1751/3548] Forecasting JHG...
[2025-12-26T20:25:11.968185] [INFO ] [sig       ] Generating forecast for: JHG
[2025-12-26T20:25:11.968218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-12-26T20:25:11.979537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2025-12-26T20:25:11.979903] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-12-26T20:25:11.980704] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-12-26T20:25:11.980767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:11.980801] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:11.980828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:11.980890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:12.039139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:12.040015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:12.040100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:12.040133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:12.164368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:12.164519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:12.164563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:12.164612] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:12.168119] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: UP (p=69.24%)
[2025-12-26T20:25:12.168401] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-12-26T20:25:12.168528] [INFO ] [sig       ] JHG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:12.307945] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/JHG.txt
[2025-12-26T20:25:12.308081] [INFO ] [sig       ] [1751/3548] Completed JHG in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-26T20:25:12.308121] [INFO ] [sig       ] [1752/3548] Forecasting JHI...
[2025-12-26T20:25:12.308151] [INFO ] [sig       ] Generating forecast for: JHI
[2025-12-26T20:25:12.308180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-12-26T20:25:12.319117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2025-12-26T20:25:12.319427] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-12-26T20:25:12.320229] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-12-26T20:25:12.320281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:12.320312] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:12.320338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:12.320397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:12.377868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:12.378710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:12.378792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:12.378826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:12.487202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:12.487338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:12.487378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:12.487407] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:12.490756] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: DOWN (p=34.21%)
[2025-12-26T20:25:12.491026] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-12-26T20:25:12.491148] [INFO ] [sig       ] JHI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:12.630005] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JHI.txt
[2025-12-26T20:25:12.630123] [INFO ] [sig       ] [1752/3548] Completed JHI in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-26T20:25:12.630161] [INFO ] [sig       ] [1753/3548] Forecasting JHX...
[2025-12-26T20:25:12.630190] [INFO ] [sig       ] Generating forecast for: JHX
[2025-12-26T20:25:12.630220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-12-26T20:25:12.644490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2025-12-26T20:25:12.644855] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-12-26T20:25:12.645649] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-12-26T20:25:12.645701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:12.645731] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:12.645757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:12.645814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:12.702525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:12.703185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:12.703263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:12.703295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:12.821501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:12.821658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:12.821704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:12.821733] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:12.825236] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: UP (p=92.81%)
[2025-12-26T20:25:12.825526] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-12-26T20:25:12.825670] [INFO ] [sig       ] JHX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:12.965124] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/JHX.txt
[2025-12-26T20:25:12.965250] [INFO ] [sig       ] [1753/3548] Completed JHX in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-26T20:25:12.965288] [INFO ] [sig       ] [1754/3548] Forecasting JILL...
[2025-12-26T20:25:12.965317] [INFO ] [sig       ] Generating forecast for: JILL
[2025-12-26T20:25:12.965346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-12-26T20:25:12.976843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2025-12-26T20:25:12.977165] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-12-26T20:25:12.977971] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-12-26T20:25:12.978023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:12.978054] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:12.978080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:12.978136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:13.034615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:13.035246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:13.035323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:13.035355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:13.151296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:13.151439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:13.151481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:13.151526] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:13.154872] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: UP (p=55.80%)
[2025-12-26T20:25:13.155143] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-12-26T20:25:13.155264] [INFO ] [sig       ] JILL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:13.302070] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/JILL.txt
[2025-12-26T20:25:13.302187] [INFO ] [sig       ] [1754/3548] Completed JILL in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-26T20:25:13.302226] [INFO ] [sig       ] [1755/3548] Forecasting JIVE...
[2025-12-26T20:25:13.302254] [INFO ] [sig       ] Generating forecast for: JIVE
[2025-12-26T20:25:13.302283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2025-12-26T20:25:13.313107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2025-12-26T20:25:13.313432] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2025-12-26T20:25:13.314240] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2025-12-26T20:25:13.314292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:13.314324] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:13.314351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:13.314414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:13.371075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:13.371682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:13.371758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:13.371789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:13.480983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:13.481122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:13.481166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:13.481194] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:13.484506] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: DOWN (p=49.40%)
[2025-12-26T20:25:13.484787] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2025-12-26T20:25:13.484907] [INFO ] [sig       ] JIVE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:13.629355] [INFO ] [LOCAL     ] Saved forecast: JIVE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JIVE.txt
[2025-12-26T20:25:13.629463] [INFO ] [sig       ] [1755/3548] Completed JIVE in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-26T20:25:13.629501] [INFO ] [sig       ] [1756/3548] Forecasting JJSF...
[2025-12-26T20:25:13.629530] [INFO ] [sig       ] Generating forecast for: JJSF
[2025-12-26T20:25:13.629560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2025-12-26T20:25:13.640798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2025-12-26T20:25:13.641113] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2025-12-26T20:25:13.641900] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2025-12-26T20:25:13.641951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:13.641982] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:13.642008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:13.642065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:13.699155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:13.699770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:13.699846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:13.699911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:13.823285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:13.823406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:13.823445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:13.823472] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:13.826683] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: DOWN (p=33.46%)
[2025-12-26T20:25:13.826944] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2025-12-26T20:25:13.827065] [INFO ] [sig       ] JJSF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:13.966343] [INFO ] [LOCAL     ] Saved forecast: JJSF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JJSF.txt
[2025-12-26T20:25:13.966466] [INFO ] [sig       ] [1756/3548] Completed JJSF in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-26T20:25:13.966504] [INFO ] [sig       ] [1757/3548] Forecasting JKHY...
[2025-12-26T20:25:13.966533] [INFO ] [sig       ] Generating forecast for: JKHY
[2025-12-26T20:25:13.966562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2025-12-26T20:25:13.978101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2025-12-26T20:25:13.978418] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2025-12-26T20:25:13.979256] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2025-12-26T20:25:13.979309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:13.979341] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:13.979369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:13.979432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:14.036395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:14.037022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:14.037142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:14.037174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:14.160753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:14.160913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:14.160962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:14.160993] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:14.164629] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: UP (p=61.15%)
[2025-12-26T20:25:14.164904] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2025-12-26T20:25:14.165029] [INFO ] [sig       ] JKHY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:14.304689] [INFO ] [LOCAL     ] Saved forecast: JKHY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/JKHY.txt
[2025-12-26T20:25:14.304798] [INFO ] [sig       ] [1757/3548] Completed JKHY in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-26T20:25:14.304836] [INFO ] [sig       ] [1758/3548] Forecasting JKS...
[2025-12-26T20:25:14.304865] [INFO ] [sig       ] Generating forecast for: JKS
[2025-12-26T20:25:14.304895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-12-26T20:25:14.317414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2025-12-26T20:25:14.317862] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-12-26T20:25:14.319001] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-12-26T20:25:14.319071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:14.319123] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:14.319190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:14.319289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:14.400934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:14.402085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:14.402194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:14.402247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:14.526594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:14.526747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:14.526790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:14.526819] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:14.530174] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: UP (p=87.71%)
[2025-12-26T20:25:14.530444] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-12-26T20:25:14.530564] [INFO ] [sig       ] JKS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:14.670777] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/JKS.txt
[2025-12-26T20:25:14.670905] [INFO ] [sig       ] [1758/3548] Completed JKS in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-26T20:25:14.670943] [INFO ] [sig       ] [1759/3548] Forecasting JLL...
[2025-12-26T20:25:14.670971] [INFO ] [sig       ] Generating forecast for: JLL
[2025-12-26T20:25:14.671000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-12-26T20:25:14.681741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2025-12-26T20:25:14.682065] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-12-26T20:25:14.682873] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-12-26T20:25:14.682925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:14.682955] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:14.682981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:14.683038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:14.742568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:14.743305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:14.743385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:14.743418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:14.872299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:14.872448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:14.872491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:14.872519] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:14.876106] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: DOWN (p=6.24%)
[2025-12-26T20:25:14.876372] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-12-26T20:25:14.876491] [INFO ] [sig       ] JLL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:15.015977] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JLL.txt
[2025-12-26T20:25:15.016101] [INFO ] [sig       ] [1759/3548] Completed JLL in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-26T20:25:15.016140] [INFO ] [sig       ] [1760/3548] Forecasting JLS...
[2025-12-26T20:25:15.016169] [INFO ] [sig       ] Generating forecast for: JLS
[2025-12-26T20:25:15.016199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-12-26T20:25:15.027317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2025-12-26T20:25:15.027675] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-12-26T20:25:15.028483] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-12-26T20:25:15.028535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:15.028567] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:15.028622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:15.028683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:15.087268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:15.087959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:15.088052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:15.088086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:15.196841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:15.196974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:15.197014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:15.197042] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:15.200326] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: UP (p=89.96%)
[2025-12-26T20:25:15.200612] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-12-26T20:25:15.200733] [INFO ] [sig       ] JLS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:15.341236] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/JLS.txt
[2025-12-26T20:25:15.341432] [INFO ] [sig       ] [1760/3548] Completed JLS in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-26T20:25:15.341499] [INFO ] [sig       ] [1761/3548] Forecasting JMIA...
[2025-12-26T20:25:15.341548] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-12-26T20:25:15.341612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-12-26T20:25:15.353039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2025-12-26T20:25:15.353357] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-12-26T20:25:15.354155] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-12-26T20:25:15.354207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:15.354239] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:15.354265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:15.354323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:15.411887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:15.412486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:15.412561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:15.412611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:15.532230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:15.532364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:15.532407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:15.532437] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:15.535806] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: UP (p=89.65%)
[2025-12-26T20:25:15.536070] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-12-26T20:25:15.536190] [INFO ] [sig       ] JMIA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:15.675287] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/JMIA.txt
[2025-12-26T20:25:15.675397] [INFO ] [sig       ] [1761/3548] Completed JMIA in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-26T20:25:15.675434] [INFO ] [sig       ] [1762/3548] Forecasting JMSB...
[2025-12-26T20:25:15.675462] [INFO ] [sig       ] Generating forecast for: JMSB
[2025-12-26T20:25:15.675498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2025-12-26T20:25:15.685870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2025-12-26T20:25:15.686173] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2025-12-26T20:25:15.686972] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2025-12-26T20:25:15.687023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:15.687054] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:15.687081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:15.687138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:15.744207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:15.744835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:15.744910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:15.744941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:15.850162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:15.850290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:15.850332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:15.850363] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:15.853731] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: UP (p=79.17%)
[2025-12-26T20:25:15.854003] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2025-12-26T20:25:15.854129] [INFO ] [sig       ] JMSB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:16.000051] [INFO ] [LOCAL     ] Saved forecast: JMSB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/JMSB.txt
[2025-12-26T20:25:16.000184] [INFO ] [sig       ] [1762/3548] Completed JMSB in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-26T20:25:16.000222] [INFO ] [sig       ] [1763/3548] Forecasting JNJ...
[2025-12-26T20:25:16.000251] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-12-26T20:25:16.000284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-12-26T20:25:16.011299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2025-12-26T20:25:16.011630] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-12-26T20:25:16.012375] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-12-26T20:25:16.012425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:16.012460] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:16.012489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:16.012546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:16.071881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:16.072532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:16.072624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:16.072657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:16.197833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:16.197991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:16.198034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:16.198066] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:16.201521] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=19.56%)
[2025-12-26T20:25:16.201819] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-12-26T20:25:16.201961] [INFO ] [sig       ] JNJ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:16.341586] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JNJ.txt
[2025-12-26T20:25:16.341745] [INFO ] [sig       ] [1763/3548] Completed JNJ in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-26T20:25:16.341785] [INFO ] [sig       ] [1764/3548] Forecasting JOBY...
[2025-12-26T20:25:16.341814] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-12-26T20:25:16.341845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-12-26T20:25:16.352801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2025-12-26T20:25:16.353174] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-12-26T20:25:16.353960] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-12-26T20:25:16.354011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:16.354069] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:16.354097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:16.354155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:16.414345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:16.415411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:16.415489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:16.415521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:16.536332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:16.536482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:16.536525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:16.536554] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:16.539959] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=98.13%)
[2025-12-26T20:25:16.540237] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-12-26T20:25:16.540364] [INFO ] [sig       ] JOBY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:16.685055] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/JOBY.txt
[2025-12-26T20:25:16.685213] [INFO ] [sig       ] [1764/3548] Completed JOBY in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-26T20:25:16.685254] [INFO ] [sig       ] [1765/3548] Forecasting JOE...
[2025-12-26T20:25:16.685284] [INFO ] [sig       ] Generating forecast for: JOE
[2025-12-26T20:25:16.685313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-12-26T20:25:16.696918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2025-12-26T20:25:16.697263] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-12-26T20:25:16.698056] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-12-26T20:25:16.698107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:16.698138] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:16.698163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:16.698220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:16.754440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:16.755327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:16.755408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:16.755439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:16.872958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:16.873114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:16.873156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:16.873184] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:16.876562] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=14.06%)
[2025-12-26T20:25:16.876846] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-12-26T20:25:16.876970] [INFO ] [sig       ] JOE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:17.016636] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JOE.txt
[2025-12-26T20:25:17.016788] [INFO ] [sig       ] [1765/3548] Completed JOE in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-26T20:25:17.016828] [INFO ] [sig       ] [1766/3548] Forecasting JOF...
[2025-12-26T20:25:17.016857] [INFO ] [sig       ] Generating forecast for: JOF
[2025-12-26T20:25:17.016888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-12-26T20:25:17.027664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2025-12-26T20:25:17.028005] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-12-26T20:25:17.028781] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-12-26T20:25:17.028832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:17.028863] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:17.028914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:17.028974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:17.087782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:17.088664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:17.088745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:17.088777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:17.204865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:17.205021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:17.205061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:17.205089] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:17.208420] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: UP (p=86.11%)
[2025-12-26T20:25:17.208710] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-12-26T20:25:17.208835] [INFO ] [sig       ] JOF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:17.348856] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/JOF.txt
[2025-12-26T20:25:17.349029] [INFO ] [sig       ] [1766/3548] Completed JOF in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-26T20:25:17.349069] [INFO ] [sig       ] [1767/3548] Forecasting JPC...
[2025-12-26T20:25:17.349098] [INFO ] [sig       ] Generating forecast for: JPC
[2025-12-26T20:25:17.349130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-12-26T20:25:17.360524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2025-12-26T20:25:17.360882] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-12-26T20:25:17.361686] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-12-26T20:25:17.361738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:17.361770] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:17.361797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:17.361856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:17.420998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:17.421958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:17.422041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:17.422072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:17.537101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:17.537273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:17.537317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:17.537377] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:17.540803] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: DOWN (p=25.16%)
[2025-12-26T20:25:17.541068] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-12-26T20:25:17.541190] [INFO ] [sig       ] JPC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:17.681709] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JPC.txt
[2025-12-26T20:25:17.681856] [INFO ] [sig       ] [1767/3548] Completed JPC in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-26T20:25:17.681895] [INFO ] [sig       ] [1768/3548] Forecasting JPEF...
[2025-12-26T20:25:17.681924] [INFO ] [sig       ] Generating forecast for: JPEF
[2025-12-26T20:25:17.681954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2025-12-26T20:25:17.693410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2025-12-26T20:25:17.693844] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2025-12-26T20:25:17.694657] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2025-12-26T20:25:17.694708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:17.694739] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:17.694765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:17.694822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:17.751359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:17.752145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:17.752224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:17.752256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:17.873082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:17.873231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:17.873273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:17.873300] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:17.876627] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: DOWN (p=8.76%)
[2025-12-26T20:25:17.876894] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2025-12-26T20:25:17.877018] [INFO ] [sig       ] JPEF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:18.016078] [INFO ] [LOCAL     ] Saved forecast: JPEF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JPEF.txt
[2025-12-26T20:25:18.016200] [INFO ] [sig       ] [1768/3548] Completed JPEF in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-26T20:25:18.016239] [INFO ] [sig       ] [1769/3548] Forecasting JPM...
[2025-12-26T20:25:18.016268] [INFO ] [sig       ] Generating forecast for: JPM
[2025-12-26T20:25:18.016298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-12-26T20:25:18.028531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2025-12-26T20:25:18.028849] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-12-26T20:25:18.029628] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-12-26T20:25:18.029680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:18.029711] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:18.029737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:18.029796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:18.086610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:18.087202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:18.087280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:18.087311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:18.214420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:18.214559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:18.214619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:18.214648] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:18.217937] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: DOWN (p=7.28%)
[2025-12-26T20:25:18.218202] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-12-26T20:25:18.218321] [INFO ] [sig       ] JPM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:18.359028] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JPM.txt
[2025-12-26T20:25:18.359155] [INFO ] [sig       ] [1769/3548] Completed JPM in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-26T20:25:18.359193] [INFO ] [sig       ] [1770/3548] Forecasting JQC...
[2025-12-26T20:25:18.359221] [INFO ] [sig       ] Generating forecast for: JQC
[2025-12-26T20:25:18.359252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-12-26T20:25:18.369991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2025-12-26T20:25:18.370289] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-12-26T20:25:18.371057] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-12-26T20:25:18.371107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:18.371137] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:18.371163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:18.371220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:18.427091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:18.427708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:18.427784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:18.427815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:18.549126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:18.549239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:18.549278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:18.549306] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:18.552496] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: DOWN (p=19.89%)
[2025-12-26T20:25:18.552775] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-12-26T20:25:18.552896] [INFO ] [sig       ] JQC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:18.694977] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JQC.txt
[2025-12-26T20:25:18.695101] [INFO ] [sig       ] [1770/3548] Completed JQC in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-26T20:25:18.695144] [INFO ] [sig       ] [1771/3548] Forecasting JRI...
[2025-12-26T20:25:18.695174] [INFO ] [sig       ] Generating forecast for: JRI
[2025-12-26T20:25:18.695209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-12-26T20:25:18.706370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2025-12-26T20:25:18.706686] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-12-26T20:25:18.707438] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-12-26T20:25:18.707489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:18.707537] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:18.707565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:18.707644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:18.764286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:18.764911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:18.764986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:18.765018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:18.877586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:18.877720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:18.877761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:18.877789] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:18.881055] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: UP (p=83.26%)
[2025-12-26T20:25:18.881319] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-12-26T20:25:18.881438] [INFO ] [sig       ] JRI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:19.020087] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/JRI.txt
[2025-12-26T20:25:19.020196] [INFO ] [sig       ] [1771/3548] Completed JRI in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-26T20:25:19.020234] [INFO ] [sig       ] [1772/3548] Forecasting JRS...
[2025-12-26T20:25:19.020262] [INFO ] [sig       ] Generating forecast for: JRS
[2025-12-26T20:25:19.020291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-12-26T20:25:19.030894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2025-12-26T20:25:19.031188] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-12-26T20:25:19.031960] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-12-26T20:25:19.032011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:19.032041] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:19.032068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:19.032129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:19.089247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:19.089876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:19.089953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:19.089984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:19.206213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:19.206340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:19.206380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:19.206408] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:19.209718] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: DOWN (p=21.88%)
[2025-12-26T20:25:19.209982] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-12-26T20:25:19.210102] [INFO ] [sig       ] JRS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:19.350105] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JRS.txt
[2025-12-26T20:25:19.350216] [INFO ] [sig       ] [1772/3548] Completed JRS in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-26T20:25:19.350255] [INFO ] [sig       ] [1773/3548] Forecasting JSM...
[2025-12-26T20:25:19.350285] [INFO ] [sig       ] Generating forecast for: JSM
[2025-12-26T20:25:19.350316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2025-12-26T20:25:19.360887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2025-12-26T20:25:19.361186] [INFO ] [FORECASTER] Starting predict_future for JSM
[2025-12-26T20:25:19.361961] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2025-12-26T20:25:19.362012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:19.362043] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:19.362069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:19.362126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:19.418595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:19.419216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:19.419291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:19.419321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:19.535368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:19.535505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:19.535551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:19.535594] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:19.538878] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: DOWN (p=3.84%)
[2025-12-26T20:25:19.539171] [INFO ] [FORECASTER] Completed predict_future for JSM
[2025-12-26T20:25:19.539290] [INFO ] [sig       ] JSM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:19.679414] [INFO ] [LOCAL     ] Saved forecast: JSM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JSM.txt
[2025-12-26T20:25:19.679537] [INFO ] [sig       ] [1773/3548] Completed JSM in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-26T20:25:19.679596] [INFO ] [sig       ] [1774/3548] Forecasting JSMD...
[2025-12-26T20:25:19.679627] [INFO ] [sig       ] Generating forecast for: JSMD
[2025-12-26T20:25:19.679657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2025-12-26T20:25:19.689865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2025-12-26T20:25:19.690155] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2025-12-26T20:25:19.690938] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2025-12-26T20:25:19.690990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:19.691020] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:19.691047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:19.691104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:19.748016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:19.748717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:19.748819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:19.748852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:19.869926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:19.870047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:19.870087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:19.870116] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:19.873847] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: DOWN (p=31.20%)
[2025-12-26T20:25:19.874113] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2025-12-26T20:25:19.874232] [INFO ] [sig       ] JSMD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:20.013650] [INFO ] [LOCAL     ] Saved forecast: JSMD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JSMD.txt
[2025-12-26T20:25:20.013763] [INFO ] [sig       ] [1774/3548] Completed JSMD in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-26T20:25:20.013806] [INFO ] [sig       ] [1775/3548] Forecasting JSML...
[2025-12-26T20:25:20.013837] [INFO ] [sig       ] Generating forecast for: JSML
[2025-12-26T20:25:20.013867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2025-12-26T20:25:20.024458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2025-12-26T20:25:20.024788] [INFO ] [FORECASTER] Starting predict_future for JSML
[2025-12-26T20:25:20.025545] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2025-12-26T20:25:20.025617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:20.025650] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:20.025677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:20.025736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:20.084437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:20.085078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:20.085155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:20.085188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:20.197526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:20.197664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:20.197705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:20.197733] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:20.200975] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: UP (p=71.44%)
[2025-12-26T20:25:20.201237] [INFO ] [FORECASTER] Completed predict_future for JSML
[2025-12-26T20:25:20.201355] [INFO ] [sig       ] JSML: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:20.341594] [INFO ] [LOCAL     ] Saved forecast: JSML	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/JSML.txt
[2025-12-26T20:25:20.341706] [INFO ] [sig       ] [1775/3548] Completed JSML in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-26T20:25:20.341744] [INFO ] [sig       ] [1776/3548] Forecasting JTEK...
[2025-12-26T20:25:20.341773] [INFO ] [sig       ] Generating forecast for: JTEK
[2025-12-26T20:25:20.341802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2025-12-26T20:25:20.352317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2025-12-26T20:25:20.352623] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2025-12-26T20:25:20.353364] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2025-12-26T20:25:20.353415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:20.353446] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:20.353473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:20.353532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:20.412260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:20.412900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:20.412978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:20.413011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:20.531949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:20.532073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:20.532113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:20.532141] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:20.535385] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: DOWN (p=35.91%)
[2025-12-26T20:25:20.535674] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2025-12-26T20:25:20.535812] [INFO ] [sig       ] JTEK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:20.675140] [INFO ] [LOCAL     ] Saved forecast: JTEK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/JTEK.txt
[2025-12-26T20:25:20.675247] [INFO ] [sig       ] [1776/3548] Completed JTEK in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-26T20:25:20.675285] [INFO ] [sig       ] [1777/3548] Forecasting JVA...
[2025-12-26T20:25:20.675313] [INFO ] [sig       ] Generating forecast for: JVA
[2025-12-26T20:25:20.675343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2025-12-26T20:25:20.686047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2025-12-26T20:25:20.686342] [INFO ] [FORECASTER] Starting predict_future for JVA
[2025-12-26T20:25:20.687144] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2025-12-26T20:25:20.687196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:20.687229] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:20.687256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:20.687314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:20.744826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:20.745451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:20.745529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:20.745563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:20.863539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:20.863683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:20.863723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:20.863752] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:20.866996] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: UP (p=63.43%)
[2025-12-26T20:25:20.867256] [INFO ] [FORECASTER] Completed predict_future for JVA
[2025-12-26T20:25:20.867375] [INFO ] [sig       ] JVA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:21.005724] [INFO ] [LOCAL     ] Saved forecast: JVA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/JVA.txt
[2025-12-26T20:25:21.005859] [INFO ] [sig       ] [1777/3548] Completed JVA in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-26T20:25:21.005897] [INFO ] [sig       ] [1778/3548] Forecasting JXN...
[2025-12-26T20:25:21.005935] [INFO ] [sig       ] Generating forecast for: JXN
[2025-12-26T20:25:21.005974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-12-26T20:25:21.017086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2025-12-26T20:25:21.017417] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-12-26T20:25:21.018248] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-12-26T20:25:21.018300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:21.018333] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:21.018361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:21.018419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:21.077590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:21.078452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:21.078531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:21.078565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:21.200086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:21.200220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:21.200298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:21.200330] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:21.203609] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: UP (p=83.53%)
[2025-12-26T20:25:21.203875] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-12-26T20:25:21.203995] [INFO ] [sig       ] JXN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:21.343910] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/JXN.txt
[2025-12-26T20:25:21.344022] [INFO ] [sig       ] [1778/3548] Completed JXN in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-26T20:25:21.344059] [INFO ] [sig       ] [1779/3548] Forecasting KAI...
[2025-12-26T20:25:21.344087] [INFO ] [sig       ] Generating forecast for: KAI
[2025-12-26T20:25:21.344117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-12-26T20:25:21.355145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2025-12-26T20:25:21.355443] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-12-26T20:25:21.356304] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-12-26T20:25:21.356365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:21.356397] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:21.356425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:21.356484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:21.418655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:21.419396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:21.419474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:21.419507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:21.538513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:21.538654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:21.538694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:21.538723] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:21.542007] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: UP (p=92.54%)
[2025-12-26T20:25:21.542269] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-12-26T20:25:21.542386] [INFO ] [sig       ] KAI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:21.683083] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KAI.txt
[2025-12-26T20:25:21.683206] [INFO ] [sig       ] [1779/3548] Completed KAI in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-26T20:25:21.683244] [INFO ] [sig       ] [1780/3548] Forecasting KARO...
[2025-12-26T20:25:21.683273] [INFO ] [sig       ] Generating forecast for: KARO
[2025-12-26T20:25:21.683304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2025-12-26T20:25:21.694702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2025-12-26T20:25:21.695029] [INFO ] [FORECASTER] Starting predict_future for KARO
[2025-12-26T20:25:21.695865] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2025-12-26T20:25:21.695918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:21.695951] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:21.695978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:21.696036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:21.753497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:21.754115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:21.754204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:21.754236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:21.873681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:21.873817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:21.873858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:21.873887] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:21.877175] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: UP (p=92.51%)
[2025-12-26T20:25:21.877451] [INFO ] [FORECASTER] Completed predict_future for KARO
[2025-12-26T20:25:21.877591] [INFO ] [sig       ] KARO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:22.016401] [INFO ] [LOCAL     ] Saved forecast: KARO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KARO.txt
[2025-12-26T20:25:22.016517] [INFO ] [sig       ] [1780/3548] Completed KARO in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-26T20:25:22.016555] [INFO ] [sig       ] [1781/3548] Forecasting KB...
[2025-12-26T20:25:22.016601] [INFO ] [sig       ] Generating forecast for: KB
[2025-12-26T20:25:22.016633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-12-26T20:25:22.027533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2025-12-26T20:25:22.027872] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-12-26T20:25:22.028664] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-12-26T20:25:22.028716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:22.028774] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:22.028804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:22.028905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:22.088463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:22.089151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:22.089229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:22.089262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:22.213004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:22.213191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:22.213234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:22.213263] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:22.216648] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=8.73%)
[2025-12-26T20:25:22.216912] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-12-26T20:25:22.217039] [INFO ] [sig       ] KB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:22.358283] [INFO ] [LOCAL     ] Saved forecast: KB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KB.txt
[2025-12-26T20:25:22.358397] [INFO ] [sig       ] [1781/3548] Completed KB in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-26T20:25:22.358434] [INFO ] [sig       ] [1782/3548] Forecasting KBH...
[2025-12-26T20:25:22.358462] [INFO ] [sig       ] Generating forecast for: KBH
[2025-12-26T20:25:22.358492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-12-26T20:25:22.369620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2025-12-26T20:25:22.369970] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-12-26T20:25:22.370828] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-12-26T20:25:22.370880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:22.370913] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:22.370953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:22.371014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:22.429549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:22.430173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:22.430249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:22.430282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:22.550502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:22.550643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:22.550685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:22.550712] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:22.553974] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: UP (p=82.97%)
[2025-12-26T20:25:22.554235] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-12-26T20:25:22.554355] [INFO ] [sig       ] KBH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:22.695262] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KBH.txt
[2025-12-26T20:25:22.695374] [INFO ] [sig       ] [1782/3548] Completed KBH in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-26T20:25:22.695411] [INFO ] [sig       ] [1783/3548] Forecasting KBWB...
[2025-12-26T20:25:22.695438] [INFO ] [sig       ] Generating forecast for: KBWB
[2025-12-26T20:25:22.695468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2025-12-26T20:25:22.706635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2025-12-26T20:25:22.706933] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2025-12-26T20:25:22.707726] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2025-12-26T20:25:22.707777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:22.707809] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:22.707835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:22.707893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:22.765657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:22.766266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:22.766344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:22.766377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:22.888355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:22.888505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:22.888547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:22.888593] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:22.892210] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: UP (p=96.62%)
[2025-12-26T20:25:22.892475] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2025-12-26T20:25:22.892614] [INFO ] [sig       ] KBWB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:23.036206] [INFO ] [LOCAL     ] Saved forecast: KBWB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KBWB.txt
[2025-12-26T20:25:23.036337] [INFO ] [sig       ] [1783/3548] Completed KBWB in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-26T20:25:23.036376] [INFO ] [sig       ] [1784/3548] Forecasting KBWD...
[2025-12-26T20:25:23.036405] [INFO ] [sig       ] Generating forecast for: KBWD
[2025-12-26T20:25:23.036436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2025-12-26T20:25:23.047895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2025-12-26T20:25:23.048210] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2025-12-26T20:25:23.049090] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2025-12-26T20:25:23.049144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:23.049176] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:23.049203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:23.049262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:23.107857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:23.108485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:23.108563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:23.108614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:23.228973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:23.229103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:23.229145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:23.229208] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:23.233708] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: DOWN (p=29.54%)
[2025-12-26T20:25:23.233986] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2025-12-26T20:25:23.234111] [INFO ] [sig       ] KBWD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:23.373466] [INFO ] [LOCAL     ] Saved forecast: KBWD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KBWD.txt
[2025-12-26T20:25:23.373593] [INFO ] [sig       ] [1784/3548] Completed KBWD in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-26T20:25:23.373637] [INFO ] [sig       ] [1785/3548] Forecasting KBWP...
[2025-12-26T20:25:23.373665] [INFO ] [sig       ] Generating forecast for: KBWP
[2025-12-26T20:25:23.373696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2025-12-26T20:25:23.384481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2025-12-26T20:25:23.384834] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2025-12-26T20:25:23.385667] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2025-12-26T20:25:23.385720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:23.385753] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:23.385779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:23.385838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:23.442900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:23.443505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:23.443600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:23.443635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:23.554045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:23.554162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:23.554202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:23.554230] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:23.557491] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: DOWN (p=29.75%)
[2025-12-26T20:25:23.557776] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2025-12-26T20:25:23.557900] [INFO ] [sig       ] KBWP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:23.701488] [INFO ] [LOCAL     ] Saved forecast: KBWP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KBWP.txt
[2025-12-26T20:25:23.701633] [INFO ] [sig       ] [1785/3548] Completed KBWP in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-26T20:25:23.701674] [INFO ] [sig       ] [1786/3548] Forecasting KBWY...
[2025-12-26T20:25:23.701702] [INFO ] [sig       ] Generating forecast for: KBWY
[2025-12-26T20:25:23.701768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2025-12-26T20:25:23.712838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2025-12-26T20:25:23.713147] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2025-12-26T20:25:23.713948] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2025-12-26T20:25:23.714000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:23.714031] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:23.714058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:23.714119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:23.772480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:23.773127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:23.773205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:23.773237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:23.887495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:23.887668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:23.887741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:23.887775] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:23.891232] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: DOWN (p=5.82%)
[2025-12-26T20:25:23.891507] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2025-12-26T20:25:23.891657] [INFO ] [sig       ] KBWY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:24.030405] [INFO ] [LOCAL     ] Saved forecast: KBWY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KBWY.txt
[2025-12-26T20:25:24.030520] [INFO ] [sig       ] [1786/3548] Completed KBWY in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-26T20:25:24.030559] [INFO ] [sig       ] [1787/3548] Forecasting KC...
[2025-12-26T20:25:24.030605] [INFO ] [sig       ] Generating forecast for: KC
[2025-12-26T20:25:24.030637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2025-12-26T20:25:24.041735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2025-12-26T20:25:24.042036] [INFO ] [FORECASTER] Starting predict_future for KC
[2025-12-26T20:25:24.042834] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2025-12-26T20:25:24.042885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:24.042916] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:24.042943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:24.043000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:24.100346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:24.100994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:24.101073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:24.101106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:24.222914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:24.223036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:24.223077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:24.223104] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:24.226385] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: DOWN (p=12.79%)
[2025-12-26T20:25:24.226671] [INFO ] [FORECASTER] Completed predict_future for KC
[2025-12-26T20:25:24.226793] [INFO ] [sig       ] KC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:24.366767] [INFO ] [LOCAL     ] Saved forecast: KC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KC.txt
[2025-12-26T20:25:24.366879] [INFO ] [sig       ] [1787/3548] Completed KC in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-26T20:25:24.366917] [INFO ] [sig       ] [1788/3548] Forecasting KD...
[2025-12-26T20:25:24.366946] [INFO ] [sig       ] Generating forecast for: KD
[2025-12-26T20:25:24.366976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-12-26T20:25:24.378235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2025-12-26T20:25:24.378563] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-12-26T20:25:24.379423] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-12-26T20:25:24.379475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:24.379508] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:24.379535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:24.379615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:24.438463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:24.439123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:24.439199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:24.439232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:24.561805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:24.561943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:24.561984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:24.562013] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:24.565288] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: DOWN (p=1.79%)
[2025-12-26T20:25:24.565556] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-12-26T20:25:24.565715] [INFO ] [sig       ] KD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:24.709409] [INFO ] [LOCAL     ] Saved forecast: KD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KD.txt
[2025-12-26T20:25:24.709532] [INFO ] [sig       ] [1788/3548] Completed KD in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-26T20:25:24.709586] [INFO ] [sig       ] [1789/3548] Forecasting KDP...
[2025-12-26T20:25:24.709618] [INFO ] [sig       ] Generating forecast for: KDP
[2025-12-26T20:25:24.709652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2025-12-26T20:25:24.720529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2025-12-26T20:25:24.720862] [INFO ] [FORECASTER] Starting predict_future for KDP
[2025-12-26T20:25:24.721708] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2025-12-26T20:25:24.721761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:24.721792] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:24.721818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:24.721877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:24.780007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:24.780654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:24.780734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:24.780768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:24.901265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:24.901423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:24.901467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:24.901497] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:24.905011] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: DOWN (p=4.79%)
[2025-12-26T20:25:24.905292] [INFO ] [FORECASTER] Completed predict_future for KDP
[2025-12-26T20:25:24.905420] [INFO ] [sig       ] KDP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:25.050873] [INFO ] [LOCAL     ] Saved forecast: KDP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KDP.txt
[2025-12-26T20:25:25.051036] [INFO ] [sig       ] [1789/3548] Completed KDP in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-26T20:25:25.051077] [INFO ] [sig       ] [1790/3548] Forecasting KE...
[2025-12-26T20:25:25.051106] [INFO ] [sig       ] Generating forecast for: KE
[2025-12-26T20:25:25.051136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2025-12-26T20:25:25.062893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2025-12-26T20:25:25.063339] [INFO ] [FORECASTER] Starting predict_future for KE
[2025-12-26T20:25:25.064269] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2025-12-26T20:25:25.064325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:25.064359] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:25.064386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:25.064445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:25.121947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:25.122919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:25.123006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:25.123040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:25.261747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:25.261915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:25.261977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:25.262032] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:25.265688] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: UP (p=77.36%)
[2025-12-26T20:25:25.266054] [INFO ] [FORECASTER] Completed predict_future for KE
[2025-12-26T20:25:25.266232] [INFO ] [sig       ] KE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:25.455205] [INFO ] [LOCAL     ] Saved forecast: KE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KE.txt
[2025-12-26T20:25:25.455434] [INFO ] [sig       ] [1790/3548] Completed KE in 0.4s | 2.88 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-26T20:25:25.455503] [INFO ] [sig       ] [1791/3548] Forecasting KELYA...
[2025-12-26T20:25:25.455554] [INFO ] [sig       ] Generating forecast for: KELYA
[2025-12-26T20:25:25.455632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2025-12-26T20:25:25.470787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2025-12-26T20:25:25.471249] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2025-12-26T20:25:25.472258] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2025-12-26T20:25:25.472324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:25.472360] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:25.472392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:25.472463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:25.535345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:25.536387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:25.536503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:25.536638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:25.668471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:25.668697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:25.668745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:25.668776] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:25.672744] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: DOWN (p=10.29%)
[2025-12-26T20:25:25.673121] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2025-12-26T20:25:25.673273] [INFO ] [sig       ] KELYA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:25.864941] [INFO ] [LOCAL     ] Saved forecast: KELYA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KELYA.txt
[2025-12-26T20:25:25.865156] [INFO ] [sig       ] [1791/3548] Completed KELYA in 0.4s | 2.88 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-26T20:25:25.865203] [INFO ] [sig       ] [1792/3548] Forecasting KEN...
[2025-12-26T20:25:25.865236] [INFO ] [sig       ] Generating forecast for: KEN
[2025-12-26T20:25:25.865270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-12-26T20:25:25.878036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2025-12-26T20:25:25.878492] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-12-26T20:25:25.879744] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-12-26T20:25:25.879823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:25.879886] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:25.879922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:25.880001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:25.947641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:25.948947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:25.949080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:25.949121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:26.078558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:26.078745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:26.078791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:26.078820] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:26.082634] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: UP (p=96.85%)
[2025-12-26T20:25:26.083010] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-12-26T20:25:26.083161] [INFO ] [sig       ] KEN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:26.242685] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KEN.txt
[2025-12-26T20:25:26.242865] [INFO ] [sig       ] [1792/3548] Completed KEN in 0.4s | 2.88 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-26T20:25:26.242917] [INFO ] [sig       ] [1793/3548] Forecasting KEP...
[2025-12-26T20:25:26.242950] [INFO ] [sig       ] Generating forecast for: KEP
[2025-12-26T20:25:26.242983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-12-26T20:25:26.257746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2025-12-26T20:25:26.258296] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-12-26T20:25:26.259392] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-12-26T20:25:26.259446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:26.259478] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:26.259504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:26.259562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:26.315994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:26.317003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:26.317098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:26.317131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:26.443715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:26.443878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:26.443922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:26.443949] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:26.447418] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: UP (p=69.98%)
[2025-12-26T20:25:26.447835] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-12-26T20:25:26.447970] [INFO ] [sig       ] KEP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:26.594205] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KEP.txt
[2025-12-26T20:25:26.594362] [INFO ] [sig       ] [1793/3548] Completed KEP in 0.4s | 2.88 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-26T20:25:26.594403] [INFO ] [sig       ] [1794/3548] Forecasting KEX...
[2025-12-26T20:25:26.594432] [INFO ] [sig       ] Generating forecast for: KEX
[2025-12-26T20:25:26.594464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-12-26T20:25:26.605838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2025-12-26T20:25:26.606233] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-12-26T20:25:26.607037] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-12-26T20:25:26.607089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:26.607120] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:26.607147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:26.607204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:26.667350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:26.668349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:26.668460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:26.668498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:26.793812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:26.793969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:26.794010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:26.794038] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:26.797467] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: UP (p=51.32%)
[2025-12-26T20:25:26.797794] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-12-26T20:25:26.797928] [INFO ] [sig       ] KEX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:26.941548] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KEX.txt
[2025-12-26T20:25:26.941714] [INFO ] [sig       ] [1794/3548] Completed KEX in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-26T20:25:26.941754] [INFO ] [sig       ] [1795/3548] Forecasting KEYS...
[2025-12-26T20:25:26.941783] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-12-26T20:25:26.941814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-12-26T20:25:26.953235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2025-12-26T20:25:26.953543] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-12-26T20:25:26.954309] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-12-26T20:25:26.954373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:26.954405] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:26.954432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:26.954489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:27.011403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:27.012020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:27.012096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:27.012131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:27.135461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:27.135644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:27.135688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:27.135716] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:27.139099] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=92.48%)
[2025-12-26T20:25:27.139370] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-12-26T20:25:27.139491] [INFO ] [sig       ] KEYS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:27.277954] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KEYS.txt
[2025-12-26T20:25:27.278089] [INFO ] [sig       ] [1795/3548] Completed KEYS in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-26T20:25:27.278128] [INFO ] [sig       ] [1796/3548] Forecasting KFS...
[2025-12-26T20:25:27.278158] [INFO ] [sig       ] Generating forecast for: KFS
[2025-12-26T20:25:27.278191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-12-26T20:25:27.289077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2025-12-26T20:25:27.289479] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-12-26T20:25:27.290281] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-12-26T20:25:27.290333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:27.290364] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:27.290390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:27.290448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:27.346300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:27.347041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:27.347119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:27.347151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:27.463399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:27.463493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:27.463531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:27.463558] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:27.466704] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: DOWN (p=17.40%)
[2025-12-26T20:25:27.466965] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-12-26T20:25:27.467083] [INFO ] [sig       ] KFS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:27.606224] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KFS.txt
[2025-12-26T20:25:27.606330] [INFO ] [sig       ] [1796/3548] Completed KFS in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-26T20:25:27.606366] [INFO ] [sig       ] [1797/3548] Forecasting KFY...
[2025-12-26T20:25:27.606396] [INFO ] [sig       ] Generating forecast for: KFY
[2025-12-26T20:25:27.606425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-12-26T20:25:27.616988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2025-12-26T20:25:27.617274] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-12-26T20:25:27.618044] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-12-26T20:25:27.618095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:27.618126] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:27.618152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:27.618209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:27.674939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:27.675539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:27.675631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:27.675664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:27.790205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:27.790333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:27.790372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:27.790400] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:27.793709] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=93.45%)
[2025-12-26T20:25:27.793977] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-12-26T20:25:27.794098] [INFO ] [sig       ] KFY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:27.933040] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KFY.txt
[2025-12-26T20:25:27.933150] [INFO ] [sig       ] [1797/3548] Completed KFY in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-26T20:25:27.933187] [INFO ] [sig       ] [1798/3548] Forecasting KGS...
[2025-12-26T20:25:27.933217] [INFO ] [sig       ] Generating forecast for: KGS
[2025-12-26T20:25:27.933247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-12-26T20:25:27.943932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2025-12-26T20:25:27.944221] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-12-26T20:25:27.944989] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-12-26T20:25:27.945040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:27.945106] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:27.945135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:27.945193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:28.001941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:28.002593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:28.002670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:28.002702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:28.124041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:28.124170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:28.124210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:28.124238] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:28.127521] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: UP (p=56.65%)
[2025-12-26T20:25:28.127801] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-12-26T20:25:28.127922] [INFO ] [sig       ] KGS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:28.270677] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KGS.txt
[2025-12-26T20:25:28.270789] [INFO ] [sig       ] [1798/3548] Completed KGS in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-26T20:25:28.270832] [INFO ] [sig       ] [1799/3548] Forecasting KHC...
[2025-12-26T20:25:28.270862] [INFO ] [sig       ] Generating forecast for: KHC
[2025-12-26T20:25:28.270892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2025-12-26T20:25:28.282937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2025-12-26T20:25:28.283237] [INFO ] [FORECASTER] Starting predict_future for KHC
[2025-12-26T20:25:28.284032] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2025-12-26T20:25:28.284083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:28.284114] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:28.284140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:28.284198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:28.340613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:28.341215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:28.341291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:28.341322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:28.458311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:28.458432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:28.458474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:28.458502] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:28.461780] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: UP (p=66.12%)
[2025-12-26T20:25:28.462039] [INFO ] [FORECASTER] Completed predict_future for KHC
[2025-12-26T20:25:28.462156] [INFO ] [sig       ] KHC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:28.603527] [INFO ] [LOCAL     ] Saved forecast: KHC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KHC.txt
[2025-12-26T20:25:28.603648] [INFO ] [sig       ] [1799/3548] Completed KHC in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-26T20:25:28.603687] [INFO ] [sig       ] [1800/3548] Forecasting KIDS...
[2025-12-26T20:25:28.603716] [INFO ] [sig       ] Generating forecast for: KIDS
[2025-12-26T20:25:28.603745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2025-12-26T20:25:28.614816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2025-12-26T20:25:28.615111] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2025-12-26T20:25:28.615889] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2025-12-26T20:25:28.615940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:28.615971] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:28.615998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:28.616055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:28.673004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:28.673599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:28.673674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:28.673706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:28.789295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:28.789422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:28.789463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:28.789491] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:28.792758] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: DOWN (p=2.87%)
[2025-12-26T20:25:28.793021] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2025-12-26T20:25:28.793159] [INFO ] [sig       ] KIDS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:28.933640] [INFO ] [LOCAL     ] Saved forecast: KIDS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KIDS.txt
[2025-12-26T20:25:28.933771] [INFO ] [sig       ] [1800/3548] Completed KIDS in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-26T20:25:28.933808] [INFO ] [sig       ] [1801/3548] Forecasting KIM...
[2025-12-26T20:25:28.933836] [INFO ] [sig       ] Generating forecast for: KIM
[2025-12-26T20:25:28.933866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-12-26T20:25:28.944815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2025-12-26T20:25:28.945122] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-12-26T20:25:28.945924] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-12-26T20:25:28.945975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:28.946006] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:28.946032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:28.946089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:29.004840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:29.005487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:29.005570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:29.005623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:29.125612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:29.125745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:29.125787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:29.125846] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:29.129169] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: UP (p=50.58%)
[2025-12-26T20:25:29.129431] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-12-26T20:25:29.129552] [INFO ] [sig       ] KIM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:29.269937] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KIM.txt
[2025-12-26T20:25:29.270053] [INFO ] [sig       ] [1801/3548] Completed KIM in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-26T20:25:29.270091] [INFO ] [sig       ] [1802/3548] Forecasting KINS...
[2025-12-26T20:25:29.270119] [INFO ] [sig       ] Generating forecast for: KINS
[2025-12-26T20:25:29.270148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2025-12-26T20:25:29.281020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2025-12-26T20:25:29.281378] [INFO ] [FORECASTER] Starting predict_future for KINS
[2025-12-26T20:25:29.282186] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2025-12-26T20:25:29.282236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:29.282267] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:29.282292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:29.282349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:29.338383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:29.339159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:29.339236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:29.339268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:29.460064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:29.460197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:29.460256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:29.460285] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:29.463614] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: UP (p=55.73%)
[2025-12-26T20:25:29.463879] [INFO ] [FORECASTER] Completed predict_future for KINS
[2025-12-26T20:25:29.463999] [INFO ] [sig       ] KINS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:29.611775] [INFO ] [LOCAL     ] Saved forecast: KINS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KINS.txt
[2025-12-26T20:25:29.611905] [INFO ] [sig       ] [1802/3548] Completed KINS in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-26T20:25:29.611945] [INFO ] [sig       ] [1803/3548] Forecasting KIO...
[2025-12-26T20:25:29.611975] [INFO ] [sig       ] Generating forecast for: KIO
[2025-12-26T20:25:29.612007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-12-26T20:25:29.623377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2025-12-26T20:25:29.623714] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-12-26T20:25:29.624709] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-12-26T20:25:29.624762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:29.624794] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:29.624822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:29.624881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:29.683479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:29.684154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:29.684245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:29.684277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:29.801955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:29.802070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:29.802111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:29.802140] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:29.805458] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: UP (p=88.94%)
[2025-12-26T20:25:29.805738] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-12-26T20:25:29.805859] [INFO ] [sig       ] KIO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:29.944558] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KIO.txt
[2025-12-26T20:25:29.944682] [INFO ] [sig       ] [1803/3548] Completed KIO in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-26T20:25:29.944721] [INFO ] [sig       ] [1804/3548] Forecasting KKRS...
[2025-12-26T20:25:29.944748] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-12-26T20:25:29.944778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-12-26T20:25:29.955629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2025-12-26T20:25:29.955926] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-12-26T20:25:29.956704] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-12-26T20:25:29.956755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:29.956785] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:29.956811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:29.956867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:30.012931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:30.013546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:30.013655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:30.013687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:30.124951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:30.125104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:30.125147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:30.125175] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:30.128508] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: DOWN (p=30.82%)
[2025-12-26T20:25:30.128802] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-12-26T20:25:30.128961] [INFO ] [sig       ] KKRS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:30.268533] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KKRS.txt
[2025-12-26T20:25:30.268658] [INFO ] [sig       ] [1804/3548] Completed KKRS in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-26T20:25:30.268697] [INFO ] [sig       ] [1805/3548] Forecasting KLAC...
[2025-12-26T20:25:30.268725] [INFO ] [sig       ] Generating forecast for: KLAC
[2025-12-26T20:25:30.268754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2025-12-26T20:25:30.279065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2025-12-26T20:25:30.279373] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2025-12-26T20:25:30.280138] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2025-12-26T20:25:30.280189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:30.280219] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:30.280245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:30.280302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:30.337959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:30.338536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:30.338629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:30.338662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:30.463695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:30.463815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:30.463857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:30.463884] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:30.467195] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: UP (p=83.88%)
[2025-12-26T20:25:30.467459] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2025-12-26T20:25:30.467597] [INFO ] [sig       ] KLAC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:30.608320] [INFO ] [LOCAL     ] Saved forecast: KLAC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KLAC.txt
[2025-12-26T20:25:30.608424] [INFO ] [sig       ] [1805/3548] Completed KLAC in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-26T20:25:30.608461] [INFO ] [sig       ] [1806/3548] Forecasting KLIC...
[2025-12-26T20:25:30.608489] [INFO ] [sig       ] Generating forecast for: KLIC
[2025-12-26T20:25:30.608517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2025-12-26T20:25:30.619307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2025-12-26T20:25:30.619637] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2025-12-26T20:25:30.620422] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2025-12-26T20:25:30.620474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:30.620539] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:30.620590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:30.620655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:30.676673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:30.677277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:30.677354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:30.677385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:30.798081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:30.798215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:30.798255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:30.798284] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:30.801600] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: UP (p=84.08%)
[2025-12-26T20:25:30.801870] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2025-12-26T20:25:30.801988] [INFO ] [sig       ] KLIC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:30.941169] [INFO ] [LOCAL     ] Saved forecast: KLIC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KLIC.txt
[2025-12-26T20:25:30.941272] [INFO ] [sig       ] [1806/3548] Completed KLIC in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-26T20:25:30.941308] [INFO ] [sig       ] [1807/3548] Forecasting KLXE...
[2025-12-26T20:25:30.941337] [INFO ] [sig       ] Generating forecast for: KLXE
[2025-12-26T20:25:30.941365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2025-12-26T20:25:30.951955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2025-12-26T20:25:30.952257] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2025-12-26T20:25:30.953042] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2025-12-26T20:25:30.953094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:30.953125] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:30.953151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:30.953208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:31.010010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:31.010647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:31.010725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:31.010762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:31.126936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:31.127094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:31.127135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:31.127163] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:31.130522] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: DOWN (p=14.78%)
[2025-12-26T20:25:31.130810] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2025-12-26T20:25:31.130935] [INFO ] [sig       ] KLXE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:31.270645] [INFO ] [LOCAL     ] Saved forecast: KLXE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KLXE.txt
[2025-12-26T20:25:31.270770] [INFO ] [sig       ] [1807/3548] Completed KLXE in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-26T20:25:31.270807] [INFO ] [sig       ] [1808/3548] Forecasting KMB...
[2025-12-26T20:25:31.270837] [INFO ] [sig       ] Generating forecast for: KMB
[2025-12-26T20:25:31.270867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2025-12-26T20:25:31.281478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2025-12-26T20:25:31.281839] [INFO ] [FORECASTER] Starting predict_future for KMB
[2025-12-26T20:25:31.282621] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2025-12-26T20:25:31.282672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:31.282702] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:31.282729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:31.282787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:31.340044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:31.340663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:31.340762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:31.340794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:31.459030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:31.459130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:31.459167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:31.459195] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:31.462313] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-12-26T20:25:31.462589] [INFO ] [FORECASTER] Completed predict_future for KMB
[2025-12-26T20:25:31.462710] [INFO ] [sig       ] KMB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:31.600968] [INFO ] [LOCAL     ] Saved forecast: KMB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KMB.txt
[2025-12-26T20:25:31.601074] [INFO ] [sig       ] [1808/3548] Completed KMB in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-26T20:25:31.601111] [INFO ] [sig       ] [1809/3548] Forecasting KMDA...
[2025-12-26T20:25:31.601141] [INFO ] [sig       ] Generating forecast for: KMDA
[2025-12-26T20:25:31.601171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2025-12-26T20:25:31.611389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2025-12-26T20:25:31.611709] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2025-12-26T20:25:31.612458] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2025-12-26T20:25:31.612508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:31.612539] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:31.612566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:31.612652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:31.669357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:31.669953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:31.670028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:31.670059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:31.788598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:31.788712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:31.788752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:31.788780] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:31.792034] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: UP (p=76.65%)
[2025-12-26T20:25:31.792296] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2025-12-26T20:25:31.792416] [INFO ] [sig       ] KMDA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:31.932014] [INFO ] [LOCAL     ] Saved forecast: KMDA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KMDA.txt
[2025-12-26T20:25:31.932120] [INFO ] [sig       ] [1809/3548] Completed KMDA in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-26T20:25:31.932157] [INFO ] [sig       ] [1810/3548] Forecasting KMI...
[2025-12-26T20:25:31.932193] [INFO ] [sig       ] Generating forecast for: KMI
[2025-12-26T20:25:31.932223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-12-26T20:25:31.942723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2025-12-26T20:25:31.943020] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-12-26T20:25:31.943790] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-12-26T20:25:31.943845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:31.943876] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:31.943902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:31.943959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:32.000587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:32.001213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:32.001288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:32.001320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:32.118040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:32.118176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:32.118219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:32.118247] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:32.121536] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: UP (p=55.81%)
[2025-12-26T20:25:32.121822] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-12-26T20:25:32.121943] [INFO ] [sig       ] KMI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:32.263967] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KMI.txt
[2025-12-26T20:25:32.264075] [INFO ] [sig       ] [1810/3548] Completed KMI in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-26T20:25:32.264112] [INFO ] [sig       ] [1811/3548] Forecasting KMPB...
[2025-12-26T20:25:32.264141] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-12-26T20:25:32.264171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-12-26T20:25:32.275395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2025-12-26T20:25:32.275755] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-12-26T20:25:32.276541] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-12-26T20:25:32.276614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:32.276648] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:32.276674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:32.276732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:32.335620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:32.336395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:32.336476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:32.336510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:32.443791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:32.443918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:32.443959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:32.443989] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:32.447212] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: DOWN (p=43.36%)
[2025-12-26T20:25:32.447474] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-12-26T20:25:32.447615] [INFO ] [sig       ] KMPB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:32.586882] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KMPB.txt
[2025-12-26T20:25:32.587032] [INFO ] [sig       ] [1811/3548] Completed KMPB in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-26T20:25:32.587070] [INFO ] [sig       ] [1812/3548] Forecasting KMX...
[2025-12-26T20:25:32.587098] [INFO ] [sig       ] Generating forecast for: KMX
[2025-12-26T20:25:32.587127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-12-26T20:25:32.598200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2025-12-26T20:25:32.598537] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-12-26T20:25:32.599373] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-12-26T20:25:32.599425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:32.599458] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:32.599485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:32.599543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:32.658368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:32.659153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:32.659235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:32.659268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:32.775239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:32.775347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:32.775384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:32.775412] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:32.778625] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: UP (p=80.24%)
[2025-12-26T20:25:32.778935] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-12-26T20:25:32.779060] [INFO ] [sig       ] KMX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:32.916972] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KMX.txt
[2025-12-26T20:25:32.917083] [INFO ] [sig       ] [1812/3548] Completed KMX in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-26T20:25:32.917120] [INFO ] [sig       ] [1813/3548] Forecasting KN...
[2025-12-26T20:25:32.917148] [INFO ] [sig       ] Generating forecast for: KN
[2025-12-26T20:25:32.917178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-12-26T20:25:32.933785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2025-12-26T20:25:32.934109] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-12-26T20:25:32.934932] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-12-26T20:25:32.934985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:32.935017] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:32.935043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:32.935101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:32.993589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:32.994263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:32.994346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:32.994379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:33.116821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:33.116951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:33.116994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:33.117038] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:33.120357] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: UP (p=97.57%)
[2025-12-26T20:25:33.120640] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-12-26T20:25:33.120764] [INFO ] [sig       ] KN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:33.260740] [INFO ] [LOCAL     ] Saved forecast: KN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KN.txt
[2025-12-26T20:25:33.260847] [INFO ] [sig       ] [1813/3548] Completed KN in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-26T20:25:33.260885] [INFO ] [sig       ] [1814/3548] Forecasting KNF...
[2025-12-26T20:25:33.260916] [INFO ] [sig       ] Generating forecast for: KNF
[2025-12-26T20:25:33.260945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-12-26T20:25:33.272976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2025-12-26T20:25:33.273296] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-12-26T20:25:33.274094] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-12-26T20:25:33.274147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:33.274180] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:33.274208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:33.274266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:33.331929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:33.332542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:33.332640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:33.332673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:33.447365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:33.447475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:33.447513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:33.447542] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:33.450851] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=30.78%)
[2025-12-26T20:25:33.451143] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-12-26T20:25:33.451266] [INFO ] [sig       ] KNF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:33.590453] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KNF.txt
[2025-12-26T20:25:33.590564] [INFO ] [sig       ] [1814/3548] Completed KNF in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-26T20:25:33.590618] [INFO ] [sig       ] [1815/3548] Forecasting KNOP...
[2025-12-26T20:25:33.590647] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-12-26T20:25:33.590676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-12-26T20:25:33.601724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2025-12-26T20:25:33.602072] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-12-26T20:25:33.602884] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-12-26T20:25:33.602937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:33.603004] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:33.603044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:33.603128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:33.660760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:33.661356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:33.661432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:33.661464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:33.781897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:33.782032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:33.782073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:33.782101] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:33.785389] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=10.66%)
[2025-12-26T20:25:33.785670] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-12-26T20:25:33.785791] [INFO ] [sig       ] KNOP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:33.924406] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KNOP.txt
[2025-12-26T20:25:33.924512] [INFO ] [sig       ] [1815/3548] Completed KNOP in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-26T20:25:33.924550] [INFO ] [sig       ] [1816/3548] Forecasting KNSA...
[2025-12-26T20:25:33.924595] [INFO ] [sig       ] Generating forecast for: KNSA
[2025-12-26T20:25:33.924628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2025-12-26T20:25:33.936148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2025-12-26T20:25:33.936464] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2025-12-26T20:25:33.937277] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2025-12-26T20:25:33.937331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:33.937363] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:33.937390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:33.937449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:33.995986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:33.996635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:33.996715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:33.996748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:34.118263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:34.118389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:34.118430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:34.118457] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:34.121809] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: UP (p=57.57%)
[2025-12-26T20:25:34.122080] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2025-12-26T20:25:34.122200] [INFO ] [sig       ] KNSA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:34.261810] [INFO ] [LOCAL     ] Saved forecast: KNSA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KNSA.txt
[2025-12-26T20:25:34.261927] [INFO ] [sig       ] [1816/3548] Completed KNSA in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-26T20:25:34.261965] [INFO ] [sig       ] [1817/3548] Forecasting KNSL...
[2025-12-26T20:25:34.261993] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-12-26T20:25:34.262022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-12-26T20:25:34.273614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2025-12-26T20:25:34.273935] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-12-26T20:25:34.274750] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-12-26T20:25:34.274804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:34.274837] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:34.274868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:34.274943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:34.333357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:34.333995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:34.334074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:34.334107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:34.454432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:34.454584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:34.454629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:34.454657] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:34.458001] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: DOWN (p=31.76%)
[2025-12-26T20:25:34.458272] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-12-26T20:25:34.458397] [INFO ] [sig       ] KNSL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:34.603151] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KNSL.txt
[2025-12-26T20:25:34.603299] [INFO ] [sig       ] [1817/3548] Completed KNSL in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-26T20:25:34.603339] [INFO ] [sig       ] [1818/3548] Forecasting KNTK...
[2025-12-26T20:25:34.603368] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-12-26T20:25:34.603399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-12-26T20:25:34.650750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2025-12-26T20:25:34.651085] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-12-26T20:25:34.651904] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-12-26T20:25:34.651958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:34.651991] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:34.652018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:34.652076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:34.711216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:34.712074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:34.712169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:34.712203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:34.832814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:34.832971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:34.833015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:34.833087] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:34.836628] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: UP (p=97.25%)
[2025-12-26T20:25:34.836933] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-12-26T20:25:34.837075] [INFO ] [sig       ] KNTK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:34.977833] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KNTK.txt
[2025-12-26T20:25:34.977957] [INFO ] [sig       ] [1818/3548] Completed KNTK in 0.4s | 2.88 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-26T20:25:34.977995] [INFO ] [sig       ] [1819/3548] Forecasting KNX...
[2025-12-26T20:25:34.978024] [INFO ] [sig       ] Generating forecast for: KNX
[2025-12-26T20:25:34.978054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-12-26T20:25:34.988643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2025-12-26T20:25:34.988990] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-12-26T20:25:34.989773] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-12-26T20:25:34.989837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:34.989869] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:34.989896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:34.989956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:35.046743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:35.047482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:35.047562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:35.047613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:35.167952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:35.168083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:35.168124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:35.168153] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:35.171463] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: UP (p=55.31%)
[2025-12-26T20:25:35.171749] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-12-26T20:25:35.171870] [INFO ] [sig       ] KNX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:35.312171] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KNX.txt
[2025-12-26T20:25:35.312288] [INFO ] [sig       ] [1819/3548] Completed KNX in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-26T20:25:35.312325] [INFO ] [sig       ] [1820/3548] Forecasting KOD...
[2025-12-26T20:25:35.312354] [INFO ] [sig       ] Generating forecast for: KOD
[2025-12-26T20:25:35.312385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2025-12-26T20:25:35.323338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2025-12-26T20:25:35.323689] [INFO ] [FORECASTER] Starting predict_future for KOD
[2025-12-26T20:25:35.324482] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2025-12-26T20:25:35.324534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:35.324566] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:35.324625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:35.324687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:35.386511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:35.387159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:35.387236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:35.387268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:35.509970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:35.510103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:35.510144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:35.510173] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:35.513444] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: DOWN (p=9.55%)
[2025-12-26T20:25:35.513728] [INFO ] [FORECASTER] Completed predict_future for KOD
[2025-12-26T20:25:35.513847] [INFO ] [sig       ] KOD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:35.654287] [INFO ] [LOCAL     ] Saved forecast: KOD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KOD.txt
[2025-12-26T20:25:35.654402] [INFO ] [sig       ] [1820/3548] Completed KOD in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-26T20:25:35.654439] [INFO ] [sig       ] [1821/3548] Forecasting KODK...
[2025-12-26T20:25:35.654468] [INFO ] [sig       ] Generating forecast for: KODK
[2025-12-26T20:25:35.654499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-12-26T20:25:35.665495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2025-12-26T20:25:35.665824] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-12-26T20:25:35.666598] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-12-26T20:25:35.666650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:35.666680] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:35.666705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:35.666762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:35.723169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:35.723797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:35.723875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:35.723907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:35.842320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:35.842452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:35.842493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:35.842522] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:35.845891] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=10.53%)
[2025-12-26T20:25:35.846169] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-12-26T20:25:35.846294] [INFO ] [sig       ] KODK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:35.988233] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KODK.txt
[2025-12-26T20:25:35.988388] [INFO ] [sig       ] [1821/3548] Completed KODK in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-26T20:25:35.988428] [INFO ] [sig       ] [1822/3548] Forecasting KOF...
[2025-12-26T20:25:35.988457] [INFO ] [sig       ] Generating forecast for: KOF
[2025-12-26T20:25:35.988488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-12-26T20:25:35.999222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2025-12-26T20:25:35.999601] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-12-26T20:25:36.000367] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-12-26T20:25:36.000418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:36.000450] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:36.000476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:36.000533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:36.057603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:36.058423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:36.058503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:36.058534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:36.180524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:36.180688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:36.180729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:36.180758] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:36.184106] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: DOWN (p=5.05%)
[2025-12-26T20:25:36.184383] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-12-26T20:25:36.184514] [INFO ] [sig       ] KOF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:36.325023] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KOF.txt
[2025-12-26T20:25:36.325150] [INFO ] [sig       ] [1822/3548] Completed KOF in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-26T20:25:36.325189] [INFO ] [sig       ] [1823/3548] Forecasting KOP...
[2025-12-26T20:25:36.325218] [INFO ] [sig       ] Generating forecast for: KOP
[2025-12-26T20:25:36.325248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-12-26T20:25:36.335631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2025-12-26T20:25:36.335930] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-12-26T20:25:36.336699] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-12-26T20:25:36.336750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:36.336780] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:36.336806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:36.336862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:36.393599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:36.394192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:36.394270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:36.394301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:36.512625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:36.512758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:36.512798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:36.512826] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:36.516112] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: DOWN (p=36.90%)
[2025-12-26T20:25:36.516385] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-12-26T20:25:36.516505] [INFO ] [sig       ] KOP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:36.659492] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KOP.txt
[2025-12-26T20:25:36.659628] [INFO ] [sig       ] [1823/3548] Completed KOP in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-26T20:25:36.659668] [INFO ] [sig       ] [1824/3548] Forecasting KOPN...
[2025-12-26T20:25:36.659697] [INFO ] [sig       ] Generating forecast for: KOPN
[2025-12-26T20:25:36.659727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2025-12-26T20:25:36.670711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2025-12-26T20:25:36.671015] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2025-12-26T20:25:36.671827] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2025-12-26T20:25:36.671878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:36.671909] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:36.671935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:36.671992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:36.728874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:36.729532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:36.729624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:36.729657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:36.846288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:36.846414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:36.846454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:36.846482] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:36.849797] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: UP (p=97.53%)
[2025-12-26T20:25:36.850109] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2025-12-26T20:25:36.850227] [INFO ] [sig       ] KOPN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:36.994981] [INFO ] [LOCAL     ] Saved forecast: KOPN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KOPN.txt
[2025-12-26T20:25:36.995132] [INFO ] [sig       ] [1824/3548] Completed KOPN in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-26T20:25:36.995171] [INFO ] [sig       ] [1825/3548] Forecasting KOSS...
[2025-12-26T20:25:36.995200] [INFO ] [sig       ] Generating forecast for: KOSS
[2025-12-26T20:25:36.995231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2025-12-26T20:25:37.006061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2025-12-26T20:25:37.006372] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2025-12-26T20:25:37.007145] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2025-12-26T20:25:37.007196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:37.007226] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:37.007252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:37.007309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:37.064736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:37.065625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:37.065736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:37.065769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:37.179182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:37.179324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:37.179365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:37.179394] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:37.182715] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: DOWN (p=12.88%)
[2025-12-26T20:25:37.182981] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2025-12-26T20:25:37.183102] [INFO ] [sig       ] KOSS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:37.322489] [INFO ] [LOCAL     ] Saved forecast: KOSS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KOSS.txt
[2025-12-26T20:25:37.322629] [INFO ] [sig       ] [1825/3548] Completed KOSS in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-26T20:25:37.322670] [INFO ] [sig       ] [1826/3548] Forecasting KPRX...
[2025-12-26T20:25:37.322699] [INFO ] [sig       ] Generating forecast for: KPRX
[2025-12-26T20:25:37.322729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2025-12-26T20:25:37.335920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2025-12-26T20:25:37.336529] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2025-12-26T20:25:37.337608] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2025-12-26T20:25:37.337667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:37.337700] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:37.337727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:37.337788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:37.396159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:37.397461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:37.397602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:37.397639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:37.530669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:37.530925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:37.530980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:37.531011] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:37.535061] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: UP (p=98.80%)
[2025-12-26T20:25:37.535527] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2025-12-26T20:25:37.535713] [INFO ] [sig       ] KPRX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:37.686246] [INFO ] [LOCAL     ] Saved forecast: KPRX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KPRX.txt
[2025-12-26T20:25:37.686461] [INFO ] [sig       ] [1826/3548] Completed KPRX in 0.4s | 2.88 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-26T20:25:37.686505] [INFO ] [sig       ] [1827/3548] Forecasting KPTI...
[2025-12-26T20:25:37.686534] [INFO ] [sig       ] Generating forecast for: KPTI
[2025-12-26T20:25:37.686584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2025-12-26T20:25:37.699692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2025-12-26T20:25:37.700122] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2025-12-26T20:25:37.700953] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2025-12-26T20:25:37.701005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:37.701036] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:37.701062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:37.701120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:37.763094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:37.764098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:37.764187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:37.764220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:37.881532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:37.881701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:37.881744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:37.881772] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:37.885103] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: DOWN (p=42.68%)
[2025-12-26T20:25:37.885372] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2025-12-26T20:25:37.885495] [INFO ] [sig       ] KPTI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:38.028044] [INFO ] [LOCAL     ] Saved forecast: KPTI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KPTI.txt
[2025-12-26T20:25:38.028198] [INFO ] [sig       ] [1827/3548] Completed KPTI in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-26T20:25:38.028239] [INFO ] [sig       ] [1828/3548] Forecasting KRC...
[2025-12-26T20:25:38.028268] [INFO ] [sig       ] Generating forecast for: KRC
[2025-12-26T20:25:38.028301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-12-26T20:25:38.038982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2025-12-26T20:25:38.039306] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-12-26T20:25:38.040101] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-12-26T20:25:38.040152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:38.040184] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:38.040211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:38.040268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:38.097500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:38.098458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:38.098548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:38.098615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:38.221689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:38.221849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:38.221894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:38.221924] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:38.225777] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: DOWN (p=28.26%)
[2025-12-26T20:25:38.226092] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-12-26T20:25:38.226223] [INFO ] [sig       ] KRC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:38.376411] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KRC.txt
[2025-12-26T20:25:38.376587] [INFO ] [sig       ] [1828/3548] Completed KRC in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-26T20:25:38.376630] [INFO ] [sig       ] [1829/3548] Forecasting KREF...
[2025-12-26T20:25:38.376658] [INFO ] [sig       ] Generating forecast for: KREF
[2025-12-26T20:25:38.376688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-12-26T20:25:38.387992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2025-12-26T20:25:38.388441] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-12-26T20:25:38.389272] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-12-26T20:25:38.389324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:38.389356] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:38.389382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:38.389440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:38.448091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:38.448986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:38.449076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:38.449108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:38.565030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:38.565185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:38.565228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:38.565257] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:38.568647] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: DOWN (p=9.53%)
[2025-12-26T20:25:38.568932] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-12-26T20:25:38.569062] [INFO ] [sig       ] KREF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:38.711358] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KREF.txt
[2025-12-26T20:25:38.711503] [INFO ] [sig       ] [1829/3548] Completed KREF in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-26T20:25:38.711542] [INFO ] [sig       ] [1830/3548] Forecasting KRG...
[2025-12-26T20:25:38.711586] [INFO ] [sig       ] Generating forecast for: KRG
[2025-12-26T20:25:38.711620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-12-26T20:25:38.722411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2025-12-26T20:25:38.722739] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-12-26T20:25:38.723497] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-12-26T20:25:38.723548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:38.723618] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:38.723649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:38.723711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:38.779728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:38.780364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:38.780444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:38.780475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:38.899662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:38.899804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:38.899846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:38.899873] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:38.903173] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: DOWN (p=42.07%)
[2025-12-26T20:25:38.903437] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-12-26T20:25:38.903559] [INFO ] [sig       ] KRG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:39.056479] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KRG.txt
[2025-12-26T20:25:39.056652] [INFO ] [sig       ] [1830/3548] Completed KRG in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-26T20:25:39.056694] [INFO ] [sig       ] [1831/3548] Forecasting KRMD...
[2025-12-26T20:25:39.056723] [INFO ] [sig       ] Generating forecast for: KRMD
[2025-12-26T20:25:39.056754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2025-12-26T20:25:39.068444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2025-12-26T20:25:39.068875] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2025-12-26T20:25:39.069765] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2025-12-26T20:25:39.069818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:39.069852] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:39.069879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:39.069939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:39.128530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:39.129378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:39.129458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:39.129490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:39.250894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:39.251028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:39.251068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:39.251097] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:39.254415] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: UP (p=97.21%)
[2025-12-26T20:25:39.254698] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2025-12-26T20:25:39.254821] [INFO ] [sig       ] KRMD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:39.394198] [INFO ] [LOCAL     ] Saved forecast: KRMD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KRMD.txt
[2025-12-26T20:25:39.394309] [INFO ] [sig       ] [1831/3548] Completed KRMD in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-26T20:25:39.394347] [INFO ] [sig       ] [1832/3548] Forecasting KRNY...
[2025-12-26T20:25:39.394377] [INFO ] [sig       ] Generating forecast for: KRNY
[2025-12-26T20:25:39.394407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2025-12-26T20:25:39.405431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2025-12-26T20:25:39.405757] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2025-12-26T20:25:39.406533] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2025-12-26T20:25:39.406602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:39.406662] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:39.406692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:39.406756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:39.465983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:39.466619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:39.466699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:39.466732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:39.587452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:39.587585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:39.587638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:39.587668] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:39.591162] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: UP (p=62.42%)
[2025-12-26T20:25:39.591440] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2025-12-26T20:25:39.591589] [INFO ] [sig       ] KRNY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:39.733930] [INFO ] [LOCAL     ] Saved forecast: KRNY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KRNY.txt
[2025-12-26T20:25:39.734080] [INFO ] [sig       ] [1832/3548] Completed KRNY in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-26T20:25:39.734120] [INFO ] [sig       ] [1833/3548] Forecasting KRO...
[2025-12-26T20:25:39.734149] [INFO ] [sig       ] Generating forecast for: KRO
[2025-12-26T20:25:39.734179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-12-26T20:25:39.745427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2025-12-26T20:25:39.745831] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-12-26T20:25:39.746637] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-12-26T20:25:39.746688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:39.746720] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:39.746745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:39.746802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:39.805463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:39.806361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:39.806446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:39.806479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:39.924394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:39.924556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:39.924622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:39.924652] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:39.928296] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: UP (p=72.78%)
[2025-12-26T20:25:39.928615] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-12-26T20:25:39.928758] [INFO ] [sig       ] KRO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:40.130421] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KRO.txt
[2025-12-26T20:25:40.130601] [INFO ] [sig       ] [1833/3548] Completed KRO in 0.4s | 2.88 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-26T20:25:40.130650] [INFO ] [sig       ] [1834/3548] Forecasting KROS...
[2025-12-26T20:25:40.130682] [INFO ] [sig       ] Generating forecast for: KROS
[2025-12-26T20:25:40.130712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2025-12-26T20:25:40.142172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2025-12-26T20:25:40.142520] [INFO ] [FORECASTER] Starting predict_future for KROS
[2025-12-26T20:25:40.143308] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2025-12-26T20:25:40.143360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:40.143392] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:40.143418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:40.143476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:40.199707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:40.200316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:40.200394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:40.200426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:40.320599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:40.320754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:40.320796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:40.320824] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:40.324145] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: DOWN (p=10.98%)
[2025-12-26T20:25:40.324417] [INFO ] [FORECASTER] Completed predict_future for KROS
[2025-12-26T20:25:40.324538] [INFO ] [sig       ] KROS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:40.466633] [INFO ] [LOCAL     ] Saved forecast: KROS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KROS.txt
[2025-12-26T20:25:40.466762] [INFO ] [sig       ] [1834/3548] Completed KROS in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-26T20:25:40.466811] [INFO ] [sig       ] [1835/3548] Forecasting KRP...
[2025-12-26T20:25:40.466840] [INFO ] [sig       ] Generating forecast for: KRP
[2025-12-26T20:25:40.466870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-12-26T20:25:40.477725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRP'.
[2025-12-26T20:25:40.478044] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-12-26T20:25:40.478859] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-12-26T20:25:40.478951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:40.478990] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:40.479023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:40.479092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:40.536263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:40.536885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:40.536960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:40.536992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:40.658037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:40.658179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:40.658220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:40.658301] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:40.661672] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: UP (p=94.51%)
[2025-12-26T20:25:40.661938] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-12-26T20:25:40.662074] [INFO ] [sig       ] KRP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:40.805767] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KRP.txt
[2025-12-26T20:25:40.805897] [INFO ] [sig       ] [1835/3548] Completed KRP in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-26T20:25:40.805942] [INFO ] [sig       ] [1836/3548] Forecasting KRRO...
[2025-12-26T20:25:40.805973] [INFO ] [sig       ] Generating forecast for: KRRO
[2025-12-26T20:25:40.806002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2025-12-26T20:25:40.817162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2025-12-26T20:25:40.817463] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2025-12-26T20:25:40.818268] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2025-12-26T20:25:40.818322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:40.818352] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:40.818379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:40.818435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:40.875487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:40.876088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:40.876164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:40.876196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:40.999027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:40.999171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:40.999212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:40.999241] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:41.002603] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: DOWN (p=1.35%)
[2025-12-26T20:25:41.002874] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2025-12-26T20:25:41.003002] [INFO ] [sig       ] KRRO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:41.143493] [INFO ] [LOCAL     ] Saved forecast: KRRO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KRRO.txt
[2025-12-26T20:25:41.143684] [INFO ] [sig       ] [1836/3548] Completed KRRO in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-26T20:25:41.143728] [INFO ] [sig       ] [1837/3548] Forecasting KRUS...
[2025-12-26T20:25:41.143760] [INFO ] [sig       ] Generating forecast for: KRUS
[2025-12-26T20:25:41.143791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2025-12-26T20:25:41.156968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2025-12-26T20:25:41.157415] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2025-12-26T20:25:41.158290] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2025-12-26T20:25:41.158350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:41.158387] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:41.158414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:41.158474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:41.220651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:41.221549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:41.221661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:41.221694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:41.339893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:41.340055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:41.340128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:41.340160] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:41.344033] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: DOWN (p=34.23%)
[2025-12-26T20:25:41.344520] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2025-12-26T20:25:41.344672] [INFO ] [sig       ] KRUS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:41.490166] [INFO ] [LOCAL     ] Saved forecast: KRUS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KRUS.txt
[2025-12-26T20:25:41.490497] [INFO ] [sig       ] [1837/3548] Completed KRUS in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-26T20:25:41.490535] [INFO ] [sig       ] [1838/3548] Forecasting KRYS...
[2025-12-26T20:25:41.490565] [INFO ] [sig       ] Generating forecast for: KRYS
[2025-12-26T20:25:41.490615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2025-12-26T20:25:41.501487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2025-12-26T20:25:41.501854] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2025-12-26T20:25:41.502708] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2025-12-26T20:25:41.502760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:41.502791] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:41.502816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:41.502874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:41.559442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:41.560238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:41.560320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:41.560352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:41.685638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:41.685829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:41.685877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:41.685908] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:41.689483] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: DOWN (p=45.90%)
[2025-12-26T20:25:41.689783] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2025-12-26T20:25:41.689908] [INFO ] [sig       ] KRYS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:41.831267] [INFO ] [LOCAL     ] Saved forecast: KRYS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KRYS.txt
[2025-12-26T20:25:41.831416] [INFO ] [sig       ] [1838/3548] Completed KRYS in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-26T20:25:41.831456] [INFO ] [sig       ] [1839/3548] Forecasting KSCP...
[2025-12-26T20:25:41.831485] [INFO ] [sig       ] Generating forecast for: KSCP
[2025-12-26T20:25:41.831524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2025-12-26T20:25:41.843183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2025-12-26T20:25:41.843543] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2025-12-26T20:25:41.844381] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2025-12-26T20:25:41.844435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:41.844467] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:41.844494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:41.844562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:41.902230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:41.903028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:41.903129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:41.903164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:42.022543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:42.022712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:42.022755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:42.022783] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:42.026159] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: DOWN (p=41.91%)
[2025-12-26T20:25:42.026428] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2025-12-26T20:25:42.026551] [INFO ] [sig       ] KSCP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:42.166699] [INFO ] [LOCAL     ] Saved forecast: KSCP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KSCP.txt
[2025-12-26T20:25:42.166833] [INFO ] [sig       ] [1839/3548] Completed KSCP in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-26T20:25:42.166873] [INFO ] [sig       ] [1840/3548] Forecasting KSPI...
[2025-12-26T20:25:42.166902] [INFO ] [sig       ] Generating forecast for: KSPI
[2025-12-26T20:25:42.166932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2025-12-26T20:25:42.177533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2025-12-26T20:25:42.177901] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2025-12-26T20:25:42.178711] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2025-12-26T20:25:42.178764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:42.178797] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:42.178824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:42.178904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:42.236346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:42.237137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:42.237218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:42.237252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:42.357446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:42.357622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:42.357669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:42.357698] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:42.361218] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: UP (p=97.29%)
[2025-12-26T20:25:42.361495] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2025-12-26T20:25:42.361640] [INFO ] [sig       ] KSPI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:42.513194] [INFO ] [LOCAL     ] Saved forecast: KSPI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KSPI.txt
[2025-12-26T20:25:42.513328] [INFO ] [sig       ] [1840/3548] Completed KSPI in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-26T20:25:42.513366] [INFO ] [sig       ] [1841/3548] Forecasting KSS...
[2025-12-26T20:25:42.513395] [INFO ] [sig       ] Generating forecast for: KSS
[2025-12-26T20:25:42.513426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-12-26T20:25:42.527498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2025-12-26T20:25:42.527852] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-12-26T20:25:42.528649] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-12-26T20:25:42.528700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:42.528745] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:42.528773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:42.528830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:42.585263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:42.586001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:42.586079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:42.586110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:42.706205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:42.706350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:42.706393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:42.706421] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:42.709784] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-12-26T20:25:42.710052] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-12-26T20:25:42.710174] [INFO ] [sig       ] KSS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:42.848669] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KSS.txt
[2025-12-26T20:25:42.848787] [INFO ] [sig       ] [1841/3548] Completed KSS in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-26T20:25:42.848825] [INFO ] [sig       ] [1842/3548] Forecasting KTB...
[2025-12-26T20:25:42.848854] [INFO ] [sig       ] Generating forecast for: KTB
[2025-12-26T20:25:42.848903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-12-26T20:25:42.859347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2025-12-26T20:25:42.859723] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-12-26T20:25:42.860563] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-12-26T20:25:42.860642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:42.860676] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:42.860705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:42.860766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:42.917849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:42.918494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:42.918611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:42.918647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:43.040784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:43.040921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:43.040962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:43.040991] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:43.044306] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: UP (p=56.99%)
[2025-12-26T20:25:43.044588] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-12-26T20:25:43.044711] [INFO ] [sig       ] KTB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:43.187457] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KTB.txt
[2025-12-26T20:25:43.187598] [INFO ] [sig       ] [1842/3548] Completed KTB in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-26T20:25:43.187639] [INFO ] [sig       ] [1843/3548] Forecasting KTCC...
[2025-12-26T20:25:43.187669] [INFO ] [sig       ] Generating forecast for: KTCC
[2025-12-26T20:25:43.187699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2025-12-26T20:25:43.198108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2025-12-26T20:25:43.198437] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2025-12-26T20:25:43.199253] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2025-12-26T20:25:43.199304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:43.199335] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:43.199361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:43.199418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:43.255707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:43.256318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:43.256393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:43.256424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:43.362904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:43.363034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:43.363085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:43.363121] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:43.366457] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: UP (p=53.77%)
[2025-12-26T20:25:43.366746] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2025-12-26T20:25:43.366870] [INFO ] [sig       ] KTCC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:43.513693] [INFO ] [LOCAL     ] Saved forecast: KTCC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KTCC.txt
[2025-12-26T20:25:43.513862] [INFO ] [sig       ] [1843/3548] Completed KTCC in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-26T20:25:43.513902] [INFO ] [sig       ] [1844/3548] Forecasting KTF...
[2025-12-26T20:25:43.513931] [INFO ] [sig       ] Generating forecast for: KTF
[2025-12-26T20:25:43.513962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-12-26T20:25:43.525076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2025-12-26T20:25:43.525458] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-12-26T20:25:43.526252] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-12-26T20:25:43.526304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:43.526335] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:43.526362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:43.526419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:43.582692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:43.583559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:43.583698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:43.583732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:43.702608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:43.702762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:43.702805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:43.702833] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:43.706191] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: DOWN (p=17.93%)
[2025-12-26T20:25:43.706459] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-12-26T20:25:43.706601] [INFO ] [sig       ] KTF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:43.846150] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KTF.txt
[2025-12-26T20:25:43.846274] [INFO ] [sig       ] [1844/3548] Completed KTF in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-26T20:25:43.846316] [INFO ] [sig       ] [1845/3548] Forecasting KURA...
[2025-12-26T20:25:43.846353] [INFO ] [sig       ] Generating forecast for: KURA
[2025-12-26T20:25:43.846384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2025-12-26T20:25:43.857375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2025-12-26T20:25:43.857714] [INFO ] [FORECASTER] Starting predict_future for KURA
[2025-12-26T20:25:43.858471] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2025-12-26T20:25:43.858521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:43.858553] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:43.858599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:43.858658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:43.915650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:43.916486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:43.916568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:43.916622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:44.039869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:44.040019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:44.040061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:44.040090] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:44.043413] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: DOWN (p=27.62%)
[2025-12-26T20:25:44.043699] [INFO ] [FORECASTER] Completed predict_future for KURA
[2025-12-26T20:25:44.043823] [INFO ] [sig       ] KURA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:44.184781] [INFO ] [LOCAL     ] Saved forecast: KURA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KURA.txt
[2025-12-26T20:25:44.184951] [INFO ] [sig       ] [1845/3548] Completed KURA in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-26T20:25:44.184990] [INFO ] [sig       ] [1846/3548] Forecasting KVHI...
[2025-12-26T20:25:44.185020] [INFO ] [sig       ] Generating forecast for: KVHI
[2025-12-26T20:25:44.185050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2025-12-26T20:25:44.195920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2025-12-26T20:25:44.196242] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2025-12-26T20:25:44.197013] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2025-12-26T20:25:44.197064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:44.197095] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:44.197121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:44.197178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:44.254619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:44.255410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:44.255490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:44.255521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:44.370789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:44.370940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:44.370983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:44.371011] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:44.374441] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: DOWN (p=19.21%)
[2025-12-26T20:25:44.374736] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2025-12-26T20:25:44.374863] [INFO ] [sig       ] KVHI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:44.516183] [INFO ] [LOCAL     ] Saved forecast: KVHI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KVHI.txt
[2025-12-26T20:25:44.516305] [INFO ] [sig       ] [1846/3548] Completed KVHI in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-26T20:25:44.516343] [INFO ] [sig       ] [1847/3548] Forecasting KVUE...
[2025-12-26T20:25:44.516372] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-12-26T20:25:44.516403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-12-26T20:25:44.527513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVUE'.
[2025-12-26T20:25:44.527914] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-12-26T20:25:44.528797] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-12-26T20:25:44.528851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:44.528909] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:44.528940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:44.529018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:44.589125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:44.589971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:44.590052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:44.590085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:44.706643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:44.706787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:44.706844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:44.706885] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:44.710333] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=49.21%)
[2025-12-26T20:25:44.710620] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-12-26T20:25:44.710749] [INFO ] [sig       ] KVUE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:44.851523] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KVUE.txt
[2025-12-26T20:25:44.851676] [INFO ] [sig       ] [1847/3548] Completed KVUE in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-26T20:25:44.851717] [INFO ] [sig       ] [1848/3548] Forecasting KVYO...
[2025-12-26T20:25:44.851746] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-12-26T20:25:44.851777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-12-26T20:25:44.863149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2025-12-26T20:25:44.863487] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-12-26T20:25:44.864274] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-12-26T20:25:44.864327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:44.864359] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:44.864385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:44.864442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:44.921490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:44.922197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:44.922277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:44.922309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:45.044696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:45.044850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:45.044894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:45.044940] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:45.048361] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: UP (p=89.42%)
[2025-12-26T20:25:45.048698] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-12-26T20:25:45.048832] [INFO ] [sig       ] KVYO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:45.191247] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/KVYO.txt
[2025-12-26T20:25:45.191397] [INFO ] [sig       ] [1848/3548] Completed KVYO in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-26T20:25:45.191436] [INFO ] [sig       ] [1849/3548] Forecasting KYN...
[2025-12-26T20:25:45.191465] [INFO ] [sig       ] Generating forecast for: KYN
[2025-12-26T20:25:45.191498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-12-26T20:25:45.202770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2025-12-26T20:25:45.203109] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-12-26T20:25:45.203907] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-12-26T20:25:45.203960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:45.204017] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:45.204046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:45.204105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:45.262017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:45.262727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:45.262806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:45.262839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:45.381808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:45.381967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:45.382008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:45.382039] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:45.386254] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: DOWN (p=45.60%)
[2025-12-26T20:25:45.386618] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-12-26T20:25:45.386758] [INFO ] [sig       ] KYN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:45.530315] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KYN.txt
[2025-12-26T20:25:45.530501] [INFO ] [sig       ] [1849/3548] Completed KYN in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-26T20:25:45.530550] [INFO ] [sig       ] [1850/3548] Forecasting KYTX...
[2025-12-26T20:25:45.530606] [INFO ] [sig       ] Generating forecast for: KYTX
[2025-12-26T20:25:45.530642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2025-12-26T20:25:45.542944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2025-12-26T20:25:45.543348] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2025-12-26T20:25:45.544241] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2025-12-26T20:25:45.544301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:45.544334] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:45.544361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:45.544420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:45.604735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:45.605605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:45.605689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:45.605757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:45.730869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:45.731014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:45.731059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:45.731091] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:45.734641] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: DOWN (p=14.17%)
[2025-12-26T20:25:45.734921] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2025-12-26T20:25:45.735048] [INFO ] [sig       ] KYTX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:45.878673] [INFO ] [LOCAL     ] Saved forecast: KYTX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KYTX.txt
[2025-12-26T20:25:45.878809] [INFO ] [sig       ] [1850/3548] Completed KYTX in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-26T20:25:45.878850] [INFO ] [sig       ] [1851/3548] Forecasting KZIA...
[2025-12-26T20:25:45.878911] [INFO ] [sig       ] Generating forecast for: KZIA
[2025-12-26T20:25:45.878946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2025-12-26T20:25:45.889642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2025-12-26T20:25:45.889966] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2025-12-26T20:25:45.890783] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2025-12-26T20:25:45.890834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:45.890865] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:45.890892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:45.890953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:45.950921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:45.952143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:45.952236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:45.952270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:46.072053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:46.072205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:46.072246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:46.072275] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:46.075739] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: DOWN (p=29.72%)
[2025-12-26T20:25:46.076021] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2025-12-26T20:25:46.076152] [INFO ] [sig       ] KZIA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:46.218216] [INFO ] [LOCAL     ] Saved forecast: KZIA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/KZIA.txt
[2025-12-26T20:25:46.218360] [INFO ] [sig       ] [1851/3548] Completed KZIA in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-26T20:25:46.218399] [INFO ] [sig       ] [1852/3548] Forecasting L...
[2025-12-26T20:25:46.218428] [INFO ] [sig       ] Generating forecast for: L
[2025-12-26T20:25:46.218461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-12-26T20:25:46.229938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2025-12-26T20:25:46.230286] [INFO ] [FORECASTER] Starting predict_future for L
[2025-12-26T20:25:46.231078] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-12-26T20:25:46.231130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:46.231162] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:46.231188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:46.231262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:46.288742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:46.289419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:46.289500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:46.289534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:46.422214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:46.422388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:46.422441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:46.422540] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:46.427243] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: UP (p=58.04%)
[2025-12-26T20:25:46.427643] [INFO ] [FORECASTER] Completed predict_future for L
[2025-12-26T20:25:46.427814] [INFO ] [sig       ] L: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:46.573058] [INFO ] [LOCAL     ] Saved forecast: L	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/L.txt
[2025-12-26T20:25:46.573190] [INFO ] [sig       ] [1852/3548] Completed L in 0.4s | 2.88 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-26T20:25:46.573229] [INFO ] [sig       ] [1853/3548] Forecasting LAB...
[2025-12-26T20:25:46.573259] [INFO ] [sig       ] Generating forecast for: LAB
[2025-12-26T20:25:46.573289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2025-12-26T20:25:46.584060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2025-12-26T20:25:46.584388] [INFO ] [FORECASTER] Starting predict_future for LAB
[2025-12-26T20:25:46.585179] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2025-12-26T20:25:46.585231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:46.585261] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:46.585287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:46.585348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:46.642883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:46.643546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:46.643641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:46.643674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:46.765789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:46.765945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:46.765986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:46.766016] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:46.769405] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: DOWN (p=48.48%)
[2025-12-26T20:25:46.769699] [INFO ] [FORECASTER] Completed predict_future for LAB
[2025-12-26T20:25:46.769824] [INFO ] [sig       ] LAB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:46.910648] [INFO ] [LOCAL     ] Saved forecast: LAB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LAB.txt
[2025-12-26T20:25:46.910778] [INFO ] [sig       ] [1853/3548] Completed LAB in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-26T20:25:46.910817] [INFO ] [sig       ] [1854/3548] Forecasting LAC...
[2025-12-26T20:25:46.910845] [INFO ] [sig       ] Generating forecast for: LAC
[2025-12-26T20:25:46.910875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-12-26T20:25:46.921696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2025-12-26T20:25:46.922014] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-12-26T20:25:46.922792] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-12-26T20:25:46.922856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:46.922888] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:46.922914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:46.922972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:46.982831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:46.983491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:46.983589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:46.983625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:47.106771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:47.106917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:47.106958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:47.106987] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:47.110332] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: UP (p=86.54%)
[2025-12-26T20:25:47.110617] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-12-26T20:25:47.110741] [INFO ] [sig       ] LAC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:47.253028] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LAC.txt
[2025-12-26T20:25:47.253160] [INFO ] [sig       ] [1854/3548] Completed LAC in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-26T20:25:47.253200] [INFO ] [sig       ] [1855/3548] Forecasting LAD...
[2025-12-26T20:25:47.253228] [INFO ] [sig       ] Generating forecast for: LAD
[2025-12-26T20:25:47.253258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-12-26T20:25:47.263875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2025-12-26T20:25:47.264250] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-12-26T20:25:47.265032] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-12-26T20:25:47.265083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:47.265114] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:47.265140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:47.265197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:47.323148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:47.323900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:47.323981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:47.324015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:47.452472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:47.452636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:47.452713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:47.452744] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:47.456496] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=20.01%)
[2025-12-26T20:25:47.456849] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-12-26T20:25:47.456994] [INFO ] [sig       ] LAD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:47.599313] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LAD.txt
[2025-12-26T20:25:47.599441] [INFO ] [sig       ] [1855/3548] Completed LAD in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-26T20:25:47.599481] [INFO ] [sig       ] [1856/3548] Forecasting LAES...
[2025-12-26T20:25:47.599509] [INFO ] [sig       ] Generating forecast for: LAES
[2025-12-26T20:25:47.599539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2025-12-26T20:25:47.610914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2025-12-26T20:25:47.611250] [INFO ] [FORECASTER] Starting predict_future for LAES
[2025-12-26T20:25:47.612090] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2025-12-26T20:25:47.612142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:47.612174] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:47.612200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:47.612257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:47.669388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:47.670146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:47.670227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:47.670259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:47.786149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:47.786300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:47.786345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:47.786373] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:47.789752] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: UP (p=97.21%)
[2025-12-26T20:25:47.790022] [INFO ] [FORECASTER] Completed predict_future for LAES
[2025-12-26T20:25:47.790144] [INFO ] [sig       ] LAES: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:47.929770] [INFO ] [LOCAL     ] Saved forecast: LAES	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LAES.txt
[2025-12-26T20:25:47.929898] [INFO ] [sig       ] [1856/3548] Completed LAES in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-26T20:25:47.929936] [INFO ] [sig       ] [1857/3548] Forecasting LAKE...
[2025-12-26T20:25:47.929964] [INFO ] [sig       ] Generating forecast for: LAKE
[2025-12-26T20:25:47.929994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'.
[2025-12-26T20:25:47.940892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAKE'.
[2025-12-26T20:25:47.941210] [INFO ] [FORECASTER] Starting predict_future for LAKE
[2025-12-26T20:25:47.941991] [DEBUG] [LOCAL     ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt
[2025-12-26T20:25:47.942043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:47.942074] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:47.942100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:47.942162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:47.999065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:47.999716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:47.999792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:47.999824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:48.116842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:48.116984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:48.117026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:48.117055] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:48.120503] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-12-26T20:25:48.120795] [INFO ] [FORECASTER] Completed predict_future for LAKE
[2025-12-26T20:25:48.120919] [INFO ] [sig       ] LAKE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:48.263244] [INFO ] [LOCAL     ] Saved forecast: LAKE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LAKE.txt
[2025-12-26T20:25:48.263398] [INFO ] [sig       ] [1857/3548] Completed LAKE in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-26T20:25:48.263437] [INFO ] [sig       ] [1858/3548] Forecasting LAND...
[2025-12-26T20:25:48.263465] [INFO ] [sig       ] Generating forecast for: LAND
[2025-12-26T20:25:48.263495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2025-12-26T20:25:48.274540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2025-12-26T20:25:48.274900] [INFO ] [FORECASTER] Starting predict_future for LAND
[2025-12-26T20:25:48.275729] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2025-12-26T20:25:48.275783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:48.275815] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:48.275843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:48.275901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:48.334285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:48.335054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:48.335136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:48.335170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:48.455409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:48.455554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:48.455616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:48.455647] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:48.459041] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: UP (p=76.74%)
[2025-12-26T20:25:48.459322] [INFO ] [FORECASTER] Completed predict_future for LAND
[2025-12-26T20:25:48.459456] [INFO ] [sig       ] LAND: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:48.621704] [INFO ] [LOCAL     ] Saved forecast: LAND	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LAND.txt
[2025-12-26T20:25:48.621838] [INFO ] [sig       ] [1858/3548] Completed LAND in 0.4s | 2.88 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-26T20:25:48.621877] [INFO ] [sig       ] [1859/3548] Forecasting LANDO...
[2025-12-26T20:25:48.621906] [INFO ] [sig       ] Generating forecast for: LANDO
[2025-12-26T20:25:48.621941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2025-12-26T20:25:48.633946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2025-12-26T20:25:48.634303] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2025-12-26T20:25:48.635124] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2025-12-26T20:25:48.635178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:48.635211] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:48.635240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:48.635298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:48.693343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:48.694078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:48.694193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:48.694231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:48.802200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:48.802348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:48.802391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:48.802420] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:48.805902] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: UP (p=57.08%)
[2025-12-26T20:25:48.806209] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2025-12-26T20:25:48.806363] [INFO ] [sig       ] LANDO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:48.948639] [INFO ] [LOCAL     ] Saved forecast: LANDO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LANDO.txt
[2025-12-26T20:25:48.948771] [INFO ] [sig       ] [1859/3548] Completed LANDO in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-26T20:25:48.948809] [INFO ] [sig       ] [1860/3548] Forecasting LANDP...
[2025-12-26T20:25:48.948839] [INFO ] [sig       ] Generating forecast for: LANDP
[2025-12-26T20:25:48.948868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2025-12-26T20:25:48.960127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2025-12-26T20:25:48.960461] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2025-12-26T20:25:48.961304] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2025-12-26T20:25:48.961368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:48.961413] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:48.961444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:48.961504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:49.021255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:49.022069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:49.022152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:49.022185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:49.135811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:49.135961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:49.136006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:49.136037] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:49.139496] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: UP (p=96.04%)
[2025-12-26T20:25:49.139794] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2025-12-26T20:25:49.139920] [INFO ] [sig       ] LANDP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:49.287076] [INFO ] [LOCAL     ] Saved forecast: LANDP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LANDP.txt
[2025-12-26T20:25:49.287231] [INFO ] [sig       ] [1860/3548] Completed LANDP in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-26T20:25:49.287281] [INFO ] [sig       ] [1861/3548] Forecasting LASE...
[2025-12-26T20:25:49.287321] [INFO ] [sig       ] Generating forecast for: LASE
[2025-12-26T20:25:49.287372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'.
[2025-12-26T20:25:49.298478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LASE'.
[2025-12-26T20:25:49.298851] [INFO ] [FORECASTER] Starting predict_future for LASE
[2025-12-26T20:25:49.299704] [DEBUG] [LOCAL     ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt
[2025-12-26T20:25:49.299758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:49.299791] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:49.299818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:49.299876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:49.363094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:49.363871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:49.363953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:49.363987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:49.481564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:49.481756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:49.481801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:49.481830] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:49.485270] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-12-26T20:25:49.485546] [INFO ] [FORECASTER] Completed predict_future for LASE
[2025-12-26T20:25:49.485690] [INFO ] [sig       ] LASE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:49.630849] [INFO ] [LOCAL     ] Saved forecast: LASE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LASE.txt
[2025-12-26T20:25:49.631001] [INFO ] [sig       ] [1861/3548] Completed LASE in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-26T20:25:49.631040] [INFO ] [sig       ] [1862/3548] Forecasting LAZ...
[2025-12-26T20:25:49.631069] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-12-26T20:25:49.631100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-12-26T20:25:49.643193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2025-12-26T20:25:49.643637] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-12-26T20:25:49.644449] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-12-26T20:25:49.644501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:49.644533] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:49.644559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:49.644647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:49.703011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:49.703921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:49.704010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:49.704071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:49.826237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:49.826397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:49.826441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:49.826472] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:49.830072] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=80.50%)
[2025-12-26T20:25:49.830397] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-12-26T20:25:49.830534] [INFO ] [sig       ] LAZ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:49.977332] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LAZ.txt
[2025-12-26T20:25:49.977519] [INFO ] [sig       ] [1862/3548] Completed LAZ in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-26T20:25:49.977559] [INFO ] [sig       ] [1863/3548] Forecasting LBRDA...
[2025-12-26T20:25:49.977611] [INFO ] [sig       ] Generating forecast for: LBRDA
[2025-12-26T20:25:49.977643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2025-12-26T20:25:49.989282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2025-12-26T20:25:49.989699] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2025-12-26T20:25:49.990494] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2025-12-26T20:25:49.990548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:49.990604] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:49.990634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:49.990692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:50.049773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:50.050753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:50.050851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:50.050884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:50.181266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:50.181432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:50.181478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:50.181507] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:50.184903] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: DOWN (p=34.14%)
[2025-12-26T20:25:50.185181] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2025-12-26T20:25:50.185308] [INFO ] [sig       ] LBRDA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:50.329188] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LBRDA.txt
[2025-12-26T20:25:50.329357] [INFO ] [sig       ] [1863/3548] Completed LBRDA in 0.4s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-26T20:25:50.329399] [INFO ] [sig       ] [1864/3548] Forecasting LBRDK...
[2025-12-26T20:25:50.329429] [INFO ] [sig       ] Generating forecast for: LBRDK
[2025-12-26T20:25:50.329461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2025-12-26T20:25:50.340950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2025-12-26T20:25:50.341347] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2025-12-26T20:25:50.342172] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2025-12-26T20:25:50.342225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:50.342260] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:50.342290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:50.342348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:50.399736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:50.400478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:50.400589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:50.400634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:50.535427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:50.535605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:50.535650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:50.535680] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:50.539137] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: UP (p=82.76%)
[2025-12-26T20:25:50.539440] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2025-12-26T20:25:50.539588] [INFO ] [sig       ] LBRDK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:50.688862] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LBRDK.txt
[2025-12-26T20:25:50.689057] [INFO ] [sig       ] [1864/3548] Completed LBRDK in 0.4s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-26T20:25:50.689098] [INFO ] [sig       ] [1865/3548] Forecasting LBTYA...
[2025-12-26T20:25:50.689131] [INFO ] [sig       ] Generating forecast for: LBTYA
[2025-12-26T20:25:50.689162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2025-12-26T20:25:50.700862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2025-12-26T20:25:50.701238] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2025-12-26T20:25:50.702022] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2025-12-26T20:25:50.702091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:50.702124] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:50.702150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:50.702207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:50.759308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:50.760224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:50.760333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:50.760365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:50.883076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:50.883230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:50.883272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:50.883301] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:50.886682] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: UP (p=55.17%)
[2025-12-26T20:25:50.886957] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2025-12-26T20:25:50.887080] [INFO ] [sig       ] LBTYA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:51.026595] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LBTYA.txt
[2025-12-26T20:25:51.026757] [INFO ] [sig       ] [1865/3548] Completed LBTYA in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-26T20:25:51.026797] [INFO ] [sig       ] [1866/3548] Forecasting LBTYK...
[2025-12-26T20:25:51.026827] [INFO ] [sig       ] Generating forecast for: LBTYK
[2025-12-26T20:25:51.026857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2025-12-26T20:25:51.038212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2025-12-26T20:25:51.038544] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2025-12-26T20:25:51.039369] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2025-12-26T20:25:51.039426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:51.039506] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:51.039534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:51.039611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:51.096187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:51.097042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:51.097123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:51.097155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:51.216124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:51.216284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:51.216327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:51.216356] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:51.219789] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: UP (p=98.39%)
[2025-12-26T20:25:51.220080] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2025-12-26T20:25:51.220207] [INFO ] [sig       ] LBTYK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:51.362794] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LBTYK.txt
[2025-12-26T20:25:51.362944] [INFO ] [sig       ] [1866/3548] Completed LBTYK in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-26T20:25:51.362986] [INFO ] [sig       ] [1867/3548] Forecasting LC...
[2025-12-26T20:25:51.363015] [INFO ] [sig       ] Generating forecast for: LC
[2025-12-26T20:25:51.363045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-12-26T20:25:51.374808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2025-12-26T20:25:51.375169] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-12-26T20:25:51.375987] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-12-26T20:25:51.376048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:51.376082] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:51.376111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:51.376170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:51.436678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:51.437420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:51.437508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:51.437544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:51.561760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:51.561909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:51.561954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:51.561984] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:51.565471] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: DOWN (p=32.31%)
[2025-12-26T20:25:51.565789] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-12-26T20:25:51.565923] [INFO ] [sig       ] LC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:51.718627] [INFO ] [LOCAL     ] Saved forecast: LC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LC.txt
[2025-12-26T20:25:51.718787] [INFO ] [sig       ] [1867/3548] Completed LC in 0.4s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-26T20:25:51.718826] [INFO ] [sig       ] [1868/3548] Forecasting LCFY...
[2025-12-26T20:25:51.718856] [INFO ] [sig       ] Generating forecast for: LCFY
[2025-12-26T20:25:51.718912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2025-12-26T20:25:51.729409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2025-12-26T20:25:51.729818] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2025-12-26T20:25:51.730630] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2025-12-26T20:25:51.730683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:51.730717] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:51.730745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:51.730805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:51.789478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:51.790265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:51.790346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:51.790380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:51.905599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:51.905747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:51.905791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:51.905820] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:51.909344] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: DOWN (p=48.64%)
[2025-12-26T20:25:51.909662] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2025-12-26T20:25:51.909806] [INFO ] [sig       ] LCFY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:52.062198] [INFO ] [LOCAL     ] Saved forecast: LCFY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LCFY.txt
[2025-12-26T20:25:52.062351] [INFO ] [sig       ] [1868/3548] Completed LCFY in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-26T20:25:52.062419] [INFO ] [sig       ] [1869/3548] Forecasting LCID...
[2025-12-26T20:25:52.062452] [INFO ] [sig       ] Generating forecast for: LCID
[2025-12-26T20:25:52.062485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2025-12-26T20:25:52.073701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2025-12-26T20:25:52.074051] [INFO ] [FORECASTER] Starting predict_future for LCID
[2025-12-26T20:25:52.074851] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2025-12-26T20:25:52.074904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:52.074938] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:52.074966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:52.075030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:52.133713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:52.134478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:52.134561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:52.134615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:52.256381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:52.256530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:52.256590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:52.256653] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:52.260125] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: UP (p=85.37%)
[2025-12-26T20:25:52.260407] [INFO ] [FORECASTER] Completed predict_future for LCID
[2025-12-26T20:25:52.260534] [INFO ] [sig       ] LCID: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:52.411112] [INFO ] [LOCAL     ] Saved forecast: LCID	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LCID.txt
[2025-12-26T20:25:52.411271] [INFO ] [sig       ] [1869/3548] Completed LCID in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-26T20:25:52.411314] [INFO ] [sig       ] [1870/3548] Forecasting LCII...
[2025-12-26T20:25:52.411345] [INFO ] [sig       ] Generating forecast for: LCII
[2025-12-26T20:25:52.411377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-12-26T20:25:52.423310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2025-12-26T20:25:52.423731] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-12-26T20:25:52.424514] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-12-26T20:25:52.424566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:52.424640] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:52.424668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:52.424727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:52.482737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:52.483677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:52.483766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:52.483800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:52.602730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:52.602890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:52.602934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:52.602962] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:52.606396] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2025-12-26T20:25:52.606732] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-12-26T20:25:52.606864] [INFO ] [sig       ] LCII: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:52.750247] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LCII.txt
[2025-12-26T20:25:52.750426] [INFO ] [sig       ] [1870/3548] Completed LCII in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-26T20:25:52.750473] [INFO ] [sig       ] [1871/3548] Forecasting LCNB...
[2025-12-26T20:25:52.750506] [INFO ] [sig       ] Generating forecast for: LCNB
[2025-12-26T20:25:52.750536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2025-12-26T20:25:52.761559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2025-12-26T20:25:52.761950] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2025-12-26T20:25:52.762741] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2025-12-26T20:25:52.762793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:52.762824] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:52.762850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:52.762915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:52.820409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:52.821270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:52.821368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:52.821407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:52.931111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:52.931270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:52.931311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:52.931340] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:52.934734] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: DOWN (p=12.76%)
[2025-12-26T20:25:52.935012] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2025-12-26T20:25:52.935136] [INFO ] [sig       ] LCNB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:53.078839] [INFO ] [LOCAL     ] Saved forecast: LCNB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LCNB.txt
[2025-12-26T20:25:53.079026] [INFO ] [sig       ] [1871/3548] Completed LCNB in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-26T20:25:53.079070] [INFO ] [sig       ] [1872/3548] Forecasting LDI...
[2025-12-26T20:25:53.079099] [INFO ] [sig       ] Generating forecast for: LDI
[2025-12-26T20:25:53.079129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-12-26T20:25:53.090153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2025-12-26T20:25:53.090552] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-12-26T20:25:53.091349] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-12-26T20:25:53.091400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:53.091431] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:53.091457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:53.091514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:53.149417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:53.150295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:53.150383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:53.150415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:53.270946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:53.271111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:53.271179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:53.271210] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:53.274742] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: UP (p=75.17%)
[2025-12-26T20:25:53.275058] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-12-26T20:25:53.275188] [INFO ] [sig       ] LDI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:53.420033] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LDI.txt
[2025-12-26T20:25:53.420190] [INFO ] [sig       ] [1872/3548] Completed LDI in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-26T20:25:53.420231] [INFO ] [sig       ] [1873/3548] Forecasting LDOS...
[2025-12-26T20:25:53.420259] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-12-26T20:25:53.420290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-12-26T20:25:53.431242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDOS'.
[2025-12-26T20:25:53.431596] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-12-26T20:25:53.432359] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-12-26T20:25:53.432410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:53.432441] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:53.432467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:53.432524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:53.491291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:53.491983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:53.492062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:53.492093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:53.609217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:53.609359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:53.609400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:53.609428] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:53.612763] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: DOWN (p=0.49%)
[2025-12-26T20:25:53.613034] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-12-26T20:25:53.613154] [INFO ] [sig       ] LDOS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:53.753961] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LDOS.txt
[2025-12-26T20:25:53.754091] [INFO ] [sig       ] [1873/3548] Completed LDOS in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-26T20:25:53.754130] [INFO ] [sig       ] [1874/3548] Forecasting LDP...
[2025-12-26T20:25:53.754158] [INFO ] [sig       ] Generating forecast for: LDP
[2025-12-26T20:25:53.754188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-12-26T20:25:53.765080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2025-12-26T20:25:53.765456] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-12-26T20:25:53.766277] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-12-26T20:25:53.766329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:53.766360] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:53.766388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:53.766447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:53.824364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:53.825248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:53.825331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:53.825363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:53.945745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:53.945894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:53.945938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:53.945969] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:53.949481] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: UP (p=50.58%)
[2025-12-26T20:25:53.949783] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-12-26T20:25:53.949919] [INFO ] [sig       ] LDP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:54.095131] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LDP.txt
[2025-12-26T20:25:54.095285] [INFO ] [sig       ] [1874/3548] Completed LDP in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-26T20:25:54.095327] [INFO ] [sig       ] [1875/3548] Forecasting LDSF...
[2025-12-26T20:25:54.095357] [INFO ] [sig       ] Generating forecast for: LDSF
[2025-12-26T20:25:54.095387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'.
[2025-12-26T20:25:54.106934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDSF'.
[2025-12-26T20:25:54.107276] [INFO ] [FORECASTER] Starting predict_future for LDSF
[2025-12-26T20:25:54.108090] [DEBUG] [LOCAL     ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt
[2025-12-26T20:25:54.108145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:54.108178] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:54.108205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:54.108263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:54.167151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:54.167909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:54.167988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:54.168019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:54.282038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:54.282185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:54.282228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:54.282256] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:54.285684] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: UP (p=79.31%)
[2025-12-26T20:25:54.286002] [INFO ] [FORECASTER] Completed predict_future for LDSF
[2025-12-26T20:25:54.286132] [INFO ] [sig       ] LDSF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:54.426483] [INFO ] [LOCAL     ] Saved forecast: LDSF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LDSF.txt
[2025-12-26T20:25:54.426653] [INFO ] [sig       ] [1875/3548] Completed LDSF in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-26T20:25:54.426695] [INFO ] [sig       ] [1876/3548] Forecasting LE...
[2025-12-26T20:25:54.426726] [INFO ] [sig       ] Generating forecast for: LE
[2025-12-26T20:25:54.426756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2025-12-26T20:25:54.437624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2025-12-26T20:25:54.437949] [INFO ] [FORECASTER] Starting predict_future for LE
[2025-12-26T20:25:54.438742] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2025-12-26T20:25:54.438793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:54.438838] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:54.438867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:54.438947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:54.495401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:54.496093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:54.496198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:54.496231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:54.615461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:54.615625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:54.615668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:54.615696] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:54.619040] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: DOWN (p=11.62%)
[2025-12-26T20:25:54.619310] [INFO ] [FORECASTER] Completed predict_future for LE
[2025-12-26T20:25:54.619430] [INFO ] [sig       ] LE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:54.759538] [INFO ] [LOCAL     ] Saved forecast: LE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LE.txt
[2025-12-26T20:25:54.759692] [INFO ] [sig       ] [1876/3548] Completed LE in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-26T20:25:54.759731] [INFO ] [sig       ] [1877/3548] Forecasting LEA...
[2025-12-26T20:25:54.759761] [INFO ] [sig       ] Generating forecast for: LEA
[2025-12-26T20:25:54.759790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-12-26T20:25:54.770488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2025-12-26T20:25:54.770826] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-12-26T20:25:54.771644] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-12-26T20:25:54.771695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:54.771726] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:54.771751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:54.771809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:54.833739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:54.834689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:54.834772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:54.834805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:54.950355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:54.950503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:54.950543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:54.950589] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:54.953934] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: UP (p=99.14%)
[2025-12-26T20:25:54.954206] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-12-26T20:25:54.954327] [INFO ] [sig       ] LEA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:55.096447] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LEA.txt
[2025-12-26T20:25:55.096591] [INFO ] [sig       ] [1877/3548] Completed LEA in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-26T20:25:55.096633] [INFO ] [sig       ] [1878/3548] Forecasting LECO...
[2025-12-26T20:25:55.096662] [INFO ] [sig       ] Generating forecast for: LECO
[2025-12-26T20:25:55.096692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2025-12-26T20:25:55.108765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2025-12-26T20:25:55.109240] [INFO ] [FORECASTER] Starting predict_future for LECO
[2025-12-26T20:25:55.110124] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2025-12-26T20:25:55.110178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:55.110210] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:55.110237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:55.110296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:55.168455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:55.169478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:55.169627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:55.169665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:55.294195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:55.294359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:55.294404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:55.294433] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:55.298411] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: DOWN (p=13.27%)
[2025-12-26T20:25:55.298718] [INFO ] [FORECASTER] Completed predict_future for LECO
[2025-12-26T20:25:55.298849] [INFO ] [sig       ] LECO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:55.440821] [INFO ] [LOCAL     ] Saved forecast: LECO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LECO.txt
[2025-12-26T20:25:55.440953] [INFO ] [sig       ] [1878/3548] Completed LECO in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-26T20:25:55.440993] [INFO ] [sig       ] [1879/3548] Forecasting LEG...
[2025-12-26T20:25:55.441022] [INFO ] [sig       ] Generating forecast for: LEG
[2025-12-26T20:25:55.441051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-12-26T20:25:55.452747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2025-12-26T20:25:55.453114] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-12-26T20:25:55.453916] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-12-26T20:25:55.453967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:55.453998] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:55.454025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:55.454082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:55.511320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:55.512079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:55.512163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:55.512196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:55.628978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:55.629142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:55.629186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:55.629224] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:55.633417] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: UP (p=56.87%)
[2025-12-26T20:25:55.633721] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-12-26T20:25:55.633851] [INFO ] [sig       ] LEG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:55.778640] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LEG.txt
[2025-12-26T20:25:55.778851] [INFO ] [sig       ] [1879/3548] Completed LEG in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-26T20:25:55.778913] [INFO ] [sig       ] [1880/3548] Forecasting LEGH...
[2025-12-26T20:25:55.778953] [INFO ] [sig       ] Generating forecast for: LEGH
[2025-12-26T20:25:55.778984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2025-12-26T20:25:55.789938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2025-12-26T20:25:55.790275] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2025-12-26T20:25:55.791101] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2025-12-26T20:25:55.791152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:55.791184] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:55.791210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:55.791266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:55.847004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:55.847903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:55.847986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:55.848017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:55.967707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:55.967971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:55.968016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:55.968045] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:55.971514] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: UP (p=74.13%)
[2025-12-26T20:25:55.971802] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2025-12-26T20:25:55.971934] [INFO ] [sig       ] LEGH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:56.112485] [INFO ] [LOCAL     ] Saved forecast: LEGH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LEGH.txt
[2025-12-26T20:25:56.112656] [INFO ] [sig       ] [1880/3548] Completed LEGH in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-26T20:25:56.112699] [INFO ] [sig       ] [1881/3548] Forecasting LEGN...
[2025-12-26T20:25:56.112728] [INFO ] [sig       ] Generating forecast for: LEGN
[2025-12-26T20:25:56.112758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2025-12-26T20:25:56.124140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGN'.
[2025-12-26T20:25:56.124535] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2025-12-26T20:25:56.125343] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2025-12-26T20:25:56.125399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:56.125430] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:56.125457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:56.125517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:56.182165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:56.183030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:56.183112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:56.183144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:56.304779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:56.304928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:56.304970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:56.304998] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:56.308354] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: DOWN (p=22.65%)
[2025-12-26T20:25:56.308643] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2025-12-26T20:25:56.308767] [INFO ] [sig       ] LEGN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:56.448549] [INFO ] [LOCAL     ] Saved forecast: LEGN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LEGN.txt
[2025-12-26T20:25:56.448699] [INFO ] [sig       ] [1881/3548] Completed LEGN in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-26T20:25:56.448738] [INFO ] [sig       ] [1882/3548] Forecasting LEN...
[2025-12-26T20:25:56.448767] [INFO ] [sig       ] Generating forecast for: LEN
[2025-12-26T20:25:56.448797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-12-26T20:25:56.459725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2025-12-26T20:25:56.460065] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-12-26T20:25:56.460892] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-12-26T20:25:56.460945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:56.460978] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:56.461005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:56.461064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:56.518134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:56.518842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:56.518942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:56.518975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:56.639964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:56.640118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:56.640161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:56.640190] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:56.643566] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: DOWN (p=16.61%)
[2025-12-26T20:25:56.643862] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-12-26T20:25:56.643984] [INFO ] [sig       ] LEN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:56.786741] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LEN.txt
[2025-12-26T20:25:56.786869] [INFO ] [sig       ] [1882/3548] Completed LEN in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-26T20:25:56.786908] [INFO ] [sig       ] [1883/3548] Forecasting LENZ...
[2025-12-26T20:25:56.786938] [INFO ] [sig       ] Generating forecast for: LENZ
[2025-12-26T20:25:56.786967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2025-12-26T20:25:56.797631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2025-12-26T20:25:56.797952] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2025-12-26T20:25:56.798733] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2025-12-26T20:25:56.798784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:56.798842] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:56.798870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:56.798948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:56.855612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:56.856326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:56.856424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:56.856456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:56.973256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:56.973416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:56.973457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:56.973526] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:56.976909] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: UP (p=83.01%)
[2025-12-26T20:25:56.977182] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2025-12-26T20:25:56.977303] [INFO ] [sig       ] LENZ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:57.116795] [INFO ] [LOCAL     ] Saved forecast: LENZ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LENZ.txt
[2025-12-26T20:25:57.116924] [INFO ] [sig       ] [1883/3548] Completed LENZ in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-26T20:25:57.116961] [INFO ] [sig       ] [1884/3548] Forecasting LEO...
[2025-12-26T20:25:57.116990] [INFO ] [sig       ] Generating forecast for: LEO
[2025-12-26T20:25:57.117021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-12-26T20:25:57.127354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2025-12-26T20:25:57.127701] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-12-26T20:25:57.128469] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-12-26T20:25:57.128520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:57.128551] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:57.128596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:57.128655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:57.185529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:57.186340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:57.186422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:57.186454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:57.310067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:57.310262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:57.310317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:57.310347] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:57.313847] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: DOWN (p=11.04%)
[2025-12-26T20:25:57.314125] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-12-26T20:25:57.314247] [INFO ] [sig       ] LEO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:57.454932] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LEO.txt
[2025-12-26T20:25:57.455062] [INFO ] [sig       ] [1884/3548] Completed LEO in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-26T20:25:57.455102] [INFO ] [sig       ] [1885/3548] Forecasting LESL...
[2025-12-26T20:25:57.455131] [INFO ] [sig       ] Generating forecast for: LESL
[2025-12-26T20:25:57.455160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2025-12-26T20:25:57.465965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2025-12-26T20:25:57.466306] [INFO ] [FORECASTER] Starting predict_future for LESL
[2025-12-26T20:25:57.467184] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2025-12-26T20:25:57.467237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:57.467270] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:57.467297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:57.467356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:57.524922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:57.525812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:57.525895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:57.525963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:57.646935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:57.647083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:57.647124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:57.647152] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:57.650522] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: DOWN (p=0.25%)
[2025-12-26T20:25:57.650816] [INFO ] [FORECASTER] Completed predict_future for LESL
[2025-12-26T20:25:57.650940] [INFO ] [sig       ] LESL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:57.793083] [INFO ] [LOCAL     ] Saved forecast: LESL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LESL.txt
[2025-12-26T20:25:57.793214] [INFO ] [sig       ] [1885/3548] Completed LESL in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-26T20:25:57.793252] [INFO ] [sig       ] [1886/3548] Forecasting LEVI...
[2025-12-26T20:25:57.793280] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-12-26T20:25:57.793311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-12-26T20:25:57.804489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2025-12-26T20:25:57.804872] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-12-26T20:25:57.805689] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-12-26T20:25:57.805742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:57.805774] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:57.805800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:57.805858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:57.864220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:57.864976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:57.865057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:57.865090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:57.989376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:57.989524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:57.989566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:57.989642] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:57.993058] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: UP (p=86.03%)
[2025-12-26T20:25:57.993337] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-12-26T20:25:57.993465] [INFO ] [sig       ] LEVI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:58.136996] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LEVI.txt
[2025-12-26T20:25:58.137131] [INFO ] [sig       ] [1886/3548] Completed LEVI in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-26T20:25:58.137170] [INFO ] [sig       ] [1887/3548] Forecasting LFMD...
[2025-12-26T20:25:58.137200] [INFO ] [sig       ] Generating forecast for: LFMD
[2025-12-26T20:25:58.137230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2025-12-26T20:25:58.147974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2025-12-26T20:25:58.148321] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2025-12-26T20:25:58.149130] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2025-12-26T20:25:58.149182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:58.149212] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:58.149252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:58.149310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:58.207269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:58.208116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:58.208199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:58.208232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:58.329877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:58.330020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:58.330062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:58.330092] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:58.333482] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: UP (p=75.26%)
[2025-12-26T20:25:58.333781] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2025-12-26T20:25:58.333907] [INFO ] [sig       ] LFMD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:58.483095] [INFO ] [LOCAL     ] Saved forecast: LFMD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LFMD.txt
[2025-12-26T20:25:58.483262] [INFO ] [sig       ] [1887/3548] Completed LFMD in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-26T20:25:58.483314] [INFO ] [sig       ] [1888/3548] Forecasting LFUS...
[2025-12-26T20:25:58.483354] [INFO ] [sig       ] Generating forecast for: LFUS
[2025-12-26T20:25:58.483397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2025-12-26T20:25:58.495277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2025-12-26T20:25:58.495628] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2025-12-26T20:25:58.496443] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2025-12-26T20:25:58.496496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:58.496527] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:58.496554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:58.496632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:58.555310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:58.556001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:58.556082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:58.556115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:58.680029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:58.680183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:58.680223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:58.680252] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:58.683711] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: DOWN (p=8.93%)
[2025-12-26T20:25:58.683983] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2025-12-26T20:25:58.684109] [INFO ] [sig       ] LFUS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:58.831492] [INFO ] [LOCAL     ] Saved forecast: LFUS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LFUS.txt
[2025-12-26T20:25:58.831676] [INFO ] [sig       ] [1888/3548] Completed LFUS in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-26T20:25:58.831730] [INFO ] [sig       ] [1889/3548] Forecasting LFVN...
[2025-12-26T20:25:58.831771] [INFO ] [sig       ] Generating forecast for: LFVN
[2025-12-26T20:25:58.831815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2025-12-26T20:25:58.842909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2025-12-26T20:25:58.843258] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2025-12-26T20:25:58.844107] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2025-12-26T20:25:58.844159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:58.844191] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:58.844222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:58.844281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:58.903401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:58.904119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:58.904199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:58.904232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:59.024513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:59.024688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:59.024734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:59.024764] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:59.028221] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: DOWN (p=45.29%)
[2025-12-26T20:25:59.028520] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2025-12-26T20:25:59.028667] [INFO ] [sig       ] LFVN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:59.172333] [INFO ] [LOCAL     ] Saved forecast: LFVN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LFVN.txt
[2025-12-26T20:25:59.172461] [INFO ] [sig       ] [1889/3548] Completed LFVN in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-26T20:25:59.172498] [INFO ] [sig       ] [1890/3548] Forecasting LGCL...
[2025-12-26T20:25:59.172527] [INFO ] [sig       ] Generating forecast for: LGCL
[2025-12-26T20:25:59.172557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2025-12-26T20:25:59.183248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2025-12-26T20:25:59.183695] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2025-12-26T20:25:59.184503] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2025-12-26T20:25:59.184565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:59.184662] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:59.184694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:59.184752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:59.241816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:59.242606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:59.242688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:59.242720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:59.352584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:59.352751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:59.352794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:59.352822] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:59.356180] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: DOWN (p=46.96%)
[2025-12-26T20:25:59.356450] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2025-12-26T20:25:59.356569] [INFO ] [sig       ] LGCL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:25:59.496421] [INFO ] [LOCAL     ] Saved forecast: LGCL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LGCL.txt
[2025-12-26T20:25:59.496554] [INFO ] [sig       ] [1890/3548] Completed LGCL in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-26T20:25:59.496609] [INFO ] [sig       ] [1891/3548] Forecasting LGI...
[2025-12-26T20:25:59.496639] [INFO ] [sig       ] Generating forecast for: LGI
[2025-12-26T20:25:59.496676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-12-26T20:25:59.507205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2025-12-26T20:25:59.507522] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-12-26T20:25:59.508312] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-12-26T20:25:59.508364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:59.508395] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:59.508421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:59.508478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:59.565697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:59.566341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:59.566420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:59.566453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:25:59.689167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:25:59.689305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:25:59.689348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:25:59.689377] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:25:59.692809] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: UP (p=50.76%)
[2025-12-26T20:25:59.693081] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-12-26T20:25:59.693203] [INFO ] [sig       ] LGI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:25:59.835983] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LGI.txt
[2025-12-26T20:25:59.836153] [INFO ] [sig       ] [1891/3548] Completed LGI in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-26T20:25:59.836197] [INFO ] [sig       ] [1892/3548] Forecasting LGIH...
[2025-12-26T20:25:59.836230] [INFO ] [sig       ] Generating forecast for: LGIH
[2025-12-26T20:25:59.836262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2025-12-26T20:25:59.847281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2025-12-26T20:25:59.847681] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2025-12-26T20:25:59.848545] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2025-12-26T20:25:59.848624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:25:59.848661] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:25:59.848688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:25:59.848747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:25:59.906834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:25:59.907760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:25:59.907842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:25:59.907875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:00.023851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:00.024008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:00.024050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:00.024078] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:00.027549] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: UP (p=80.46%)
[2025-12-26T20:26:00.027864] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2025-12-26T20:26:00.027995] [INFO ] [sig       ] LGIH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:00.176160] [INFO ] [LOCAL     ] Saved forecast: LGIH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LGIH.txt
[2025-12-26T20:26:00.176316] [INFO ] [sig       ] [1892/3548] Completed LGIH in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-26T20:26:00.176357] [INFO ] [sig       ] [1893/3548] Forecasting LGND...
[2025-12-26T20:26:00.176385] [INFO ] [sig       ] Generating forecast for: LGND
[2025-12-26T20:26:00.176416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2025-12-26T20:26:00.187446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2025-12-26T20:26:00.187782] [INFO ] [FORECASTER] Starting predict_future for LGND
[2025-12-26T20:26:00.188625] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2025-12-26T20:26:00.188676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:00.188709] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:00.188737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:00.188794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:00.247309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:00.248199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:00.248305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:00.248338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:00.372880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:00.373270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:00.373319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:00.373349] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:00.377099] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: DOWN (p=16.55%)
[2025-12-26T20:26:00.377393] [INFO ] [FORECASTER] Completed predict_future for LGND
[2025-12-26T20:26:00.377518] [INFO ] [sig       ] LGND: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:00.520018] [INFO ] [LOCAL     ] Saved forecast: LGND	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LGND.txt
[2025-12-26T20:26:00.520145] [INFO ] [sig       ] [1893/3548] Completed LGND in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-26T20:26:00.520183] [INFO ] [sig       ] [1894/3548] Forecasting LH...
[2025-12-26T20:26:00.520214] [INFO ] [sig       ] Generating forecast for: LH
[2025-12-26T20:26:00.520243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-12-26T20:26:00.531411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2025-12-26T20:26:00.531755] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-12-26T20:26:00.532547] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-12-26T20:26:00.532623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:00.532656] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:00.532683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:00.532740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:00.589788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:00.590619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:00.590700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:00.590732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:00.718670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:00.718825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:00.718868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:00.718909] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:00.722406] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: UP (p=91.03%)
[2025-12-26T20:26:00.722710] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-12-26T20:26:00.722858] [INFO ] [sig       ] LH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:00.865971] [INFO ] [LOCAL     ] Saved forecast: LH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LH.txt
[2025-12-26T20:26:00.866130] [INFO ] [sig       ] [1894/3548] Completed LH in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-26T20:26:00.866171] [INFO ] [sig       ] [1895/3548] Forecasting LHX...
[2025-12-26T20:26:00.866204] [INFO ] [sig       ] Generating forecast for: LHX
[2025-12-26T20:26:00.866235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-12-26T20:26:00.878721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2025-12-26T20:26:00.879136] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-12-26T20:26:00.880030] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-12-26T20:26:00.880084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:00.880116] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:00.880142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:00.880200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:00.939634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:00.940466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:00.940550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:00.940612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:01.070015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:01.070204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:01.070268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:01.070309] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:01.076298] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2025-12-26T20:26:01.076851] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-12-26T20:26:01.077071] [INFO ] [sig       ] LHX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:01.253548] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LHX.txt
[2025-12-26T20:26:01.253731] [INFO ] [sig       ] [1895/3548] Completed LHX in 0.4s | 2.88 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-26T20:26:01.253772] [INFO ] [sig       ] [1896/3548] Forecasting LI...
[2025-12-26T20:26:01.253802] [INFO ] [sig       ] Generating forecast for: LI
[2025-12-26T20:26:01.253831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2025-12-26T20:26:01.271910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2025-12-26T20:26:01.272319] [INFO ] [FORECASTER] Starting predict_future for LI
[2025-12-26T20:26:01.273127] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2025-12-26T20:26:01.273180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:01.273212] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:01.273239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:01.273297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:01.337268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:01.338249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:01.338335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:01.338367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:01.467880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:01.468056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:01.468099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:01.468130] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:01.471666] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-12-26T20:26:01.471982] [INFO ] [FORECASTER] Completed predict_future for LI
[2025-12-26T20:26:01.472113] [INFO ] [sig       ] LI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:01.619746] [INFO ] [LOCAL     ] Saved forecast: LI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LI.txt
[2025-12-26T20:26:01.620134] [INFO ] [sig       ] [1896/3548] Completed LI in 0.4s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-26T20:26:01.620174] [INFO ] [sig       ] [1897/3548] Forecasting LICN...
[2025-12-26T20:26:01.620204] [INFO ] [sig       ] Generating forecast for: LICN
[2025-12-26T20:26:01.620233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2025-12-26T20:26:01.631651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2025-12-26T20:26:01.631997] [INFO ] [FORECASTER] Starting predict_future for LICN
[2025-12-26T20:26:01.632786] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2025-12-26T20:26:01.632839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:01.632872] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:01.632899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:01.632956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:01.690957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:01.691611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:01.691897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:01.691934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:01.811079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:01.811241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:01.811282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:01.811310] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:01.815036] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: DOWN (p=33.90%)
[2025-12-26T20:26:01.815309] [INFO ] [FORECASTER] Completed predict_future for LICN
[2025-12-26T20:26:01.815431] [INFO ] [sig       ] LICN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:01.957260] [INFO ] [LOCAL     ] Saved forecast: LICN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LICN.txt
[2025-12-26T20:26:01.957398] [INFO ] [sig       ] [1897/3548] Completed LICN in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-26T20:26:01.957437] [INFO ] [sig       ] [1898/3548] Forecasting LIF...
[2025-12-26T20:26:01.957467] [INFO ] [sig       ] Generating forecast for: LIF
[2025-12-26T20:26:01.957504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2025-12-26T20:26:01.968970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2025-12-26T20:26:01.969295] [INFO ] [FORECASTER] Starting predict_future for LIF
[2025-12-26T20:26:01.970101] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2025-12-26T20:26:01.970154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:01.970184] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:01.970211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:01.970269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:02.027882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:02.028602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:02.028684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:02.028715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:02.153197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:02.153357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:02.153399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:02.153429] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:02.156935] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: DOWN (p=9.54%)
[2025-12-26T20:26:02.157226] [INFO ] [FORECASTER] Completed predict_future for LIF
[2025-12-26T20:26:02.157355] [INFO ] [sig       ] LIF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:02.318201] [INFO ] [LOCAL     ] Saved forecast: LIF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LIF.txt
[2025-12-26T20:26:02.318338] [INFO ] [sig       ] [1898/3548] Completed LIF in 0.4s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-26T20:26:02.318377] [INFO ] [sig       ] [1899/3548] Forecasting LII...
[2025-12-26T20:26:02.318407] [INFO ] [sig       ] Generating forecast for: LII
[2025-12-26T20:26:02.318437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-12-26T20:26:02.330474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2025-12-26T20:26:02.331011] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-12-26T20:26:02.332002] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-12-26T20:26:02.332054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:02.332088] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:02.332114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:02.332171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:02.389973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:02.390617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:02.390893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:02.390925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:02.508433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:02.508608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:02.508653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:02.508682] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:02.512093] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: UP (p=84.31%)
[2025-12-26T20:26:02.512366] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-12-26T20:26:02.512488] [INFO ] [sig       ] LII: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:02.657115] [INFO ] [LOCAL     ] Saved forecast: LII	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LII.txt
[2025-12-26T20:26:02.657266] [INFO ] [sig       ] [1899/3548] Completed LII in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-26T20:26:02.657305] [INFO ] [sig       ] [1900/3548] Forecasting LILA...
[2025-12-26T20:26:02.657334] [INFO ] [sig       ] Generating forecast for: LILA
[2025-12-26T20:26:02.657364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2025-12-26T20:26:02.668253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2025-12-26T20:26:02.668624] [INFO ] [FORECASTER] Starting predict_future for LILA
[2025-12-26T20:26:02.669423] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2025-12-26T20:26:02.669492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:02.669560] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:02.669615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:02.669680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:02.728033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:02.729133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:02.729218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:02.729250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:02.851891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:02.852047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:02.852089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:02.852117] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:02.855821] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: DOWN (p=23.64%)
[2025-12-26T20:26:02.856096] [INFO ] [FORECASTER] Completed predict_future for LILA
[2025-12-26T20:26:02.856217] [INFO ] [sig       ] LILA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:02.996063] [INFO ] [LOCAL     ] Saved forecast: LILA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LILA.txt
[2025-12-26T20:26:02.996183] [INFO ] [sig       ] [1900/3548] Completed LILA in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-26T20:26:02.996221] [INFO ] [sig       ] [1901/3548] Forecasting LILAK...
[2025-12-26T20:26:02.996251] [INFO ] [sig       ] Generating forecast for: LILAK
[2025-12-26T20:26:02.996280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2025-12-26T20:26:03.007237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2025-12-26T20:26:03.007559] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2025-12-26T20:26:03.008344] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2025-12-26T20:26:03.008395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:03.008427] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:03.008454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:03.008511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:03.065073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:03.065916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:03.065995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:03.066027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:03.186500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:03.186671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:03.186713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:03.186741] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:03.190119] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: UP (p=73.63%)
[2025-12-26T20:26:03.190392] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2025-12-26T20:26:03.190512] [INFO ] [sig       ] LILAK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:03.333150] [INFO ] [LOCAL     ] Saved forecast: LILAK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LILAK.txt
[2025-12-26T20:26:03.333282] [INFO ] [sig       ] [1901/3548] Completed LILAK in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-26T20:26:03.333320] [INFO ] [sig       ] [1902/3548] Forecasting LIN...
[2025-12-26T20:26:03.333350] [INFO ] [sig       ] Generating forecast for: LIN
[2025-12-26T20:26:03.333380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2025-12-26T20:26:03.344369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2025-12-26T20:26:03.344721] [INFO ] [FORECASTER] Starting predict_future for LIN
[2025-12-26T20:26:03.345509] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2025-12-26T20:26:03.345562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:03.345615] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:03.345644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:03.345703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:03.408456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:03.409236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:03.409316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:03.409349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:03.524127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:03.524277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:03.524317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:03.524345] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:03.527752] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: UP (p=86.76%)
[2025-12-26T20:26:03.528028] [INFO ] [FORECASTER] Completed predict_future for LIN
[2025-12-26T20:26:03.528154] [INFO ] [sig       ] LIN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:03.670200] [INFO ] [LOCAL     ] Saved forecast: LIN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LIN.txt
[2025-12-26T20:26:03.670348] [INFO ] [sig       ] [1902/3548] Completed LIN in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-26T20:26:03.670388] [INFO ] [sig       ] [1903/3548] Forecasting LINC...
[2025-12-26T20:26:03.670420] [INFO ] [sig       ] Generating forecast for: LINC
[2025-12-26T20:26:03.670452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2025-12-26T20:26:03.682061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2025-12-26T20:26:03.682384] [INFO ] [FORECASTER] Starting predict_future for LINC
[2025-12-26T20:26:03.683341] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2025-12-26T20:26:03.683401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:03.683435] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:03.683466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:03.683547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:03.741891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:03.742709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:03.742797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:03.742832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:03.857341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:03.857492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:03.857534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:03.857616] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:03.861096] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: DOWN (p=41.29%)
[2025-12-26T20:26:03.861368] [INFO ] [FORECASTER] Completed predict_future for LINC
[2025-12-26T20:26:03.861488] [INFO ] [sig       ] LINC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:04.015428] [INFO ] [LOCAL     ] Saved forecast: LINC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LINC.txt
[2025-12-26T20:26:04.015650] [INFO ] [sig       ] [1903/3548] Completed LINC in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-26T20:26:04.015721] [INFO ] [sig       ] [1904/3548] Forecasting LIND...
[2025-12-26T20:26:04.015769] [INFO ] [sig       ] Generating forecast for: LIND
[2025-12-26T20:26:04.015812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2025-12-26T20:26:04.029004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2025-12-26T20:26:04.029418] [INFO ] [FORECASTER] Starting predict_future for LIND
[2025-12-26T20:26:04.030252] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2025-12-26T20:26:04.030307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:04.030341] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:04.030369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:04.030436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:04.091121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:04.092012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:04.092097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:04.092131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:04.217378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:04.217568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:04.217639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:04.217671] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:04.222038] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: DOWN (p=12.77%)
[2025-12-26T20:26:04.222321] [INFO ] [FORECASTER] Completed predict_future for LIND
[2025-12-26T20:26:04.222448] [INFO ] [sig       ] LIND: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:04.370185] [INFO ] [LOCAL     ] Saved forecast: LIND	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LIND.txt
[2025-12-26T20:26:04.370337] [INFO ] [sig       ] [1904/3548] Completed LIND in 0.4s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-26T20:26:04.370375] [INFO ] [sig       ] [1905/3548] Forecasting LINE...
[2025-12-26T20:26:04.370406] [INFO ] [sig       ] Generating forecast for: LINE
[2025-12-26T20:26:04.370443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2025-12-26T20:26:04.382713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2025-12-26T20:26:04.383096] [INFO ] [FORECASTER] Starting predict_future for LINE
[2025-12-26T20:26:04.383945] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2025-12-26T20:26:04.383998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:04.384030] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:04.384058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:04.384117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:04.444921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:04.445920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:04.446009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:04.446042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:04.576484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:04.576658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:04.576701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:04.576731] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:04.580216] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: DOWN (p=10.05%)
[2025-12-26T20:26:04.580553] [INFO ] [FORECASTER] Completed predict_future for LINE
[2025-12-26T20:26:04.580739] [INFO ] [sig       ] LINE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:04.733429] [INFO ] [LOCAL     ] Saved forecast: LINE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LINE.txt
[2025-12-26T20:26:04.733597] [INFO ] [sig       ] [1905/3548] Completed LINE in 0.4s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-26T20:26:04.733640] [INFO ] [sig       ] [1906/3548] Forecasting LINK...
[2025-12-26T20:26:04.733670] [INFO ] [sig       ] Generating forecast for: LINK
[2025-12-26T20:26:04.733700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2025-12-26T20:26:04.744898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2025-12-26T20:26:04.745275] [INFO ] [FORECASTER] Starting predict_future for LINK
[2025-12-26T20:26:04.746084] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2025-12-26T20:26:04.746136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:04.746167] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:04.746194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:04.746251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:04.802687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:04.803567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:04.803668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:04.803700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:04.919647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:04.919796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:04.919838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:04.919867] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:04.923205] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: DOWN (p=33.87%)
[2025-12-26T20:26:04.923472] [INFO ] [FORECASTER] Completed predict_future for LINK
[2025-12-26T20:26:04.923615] [INFO ] [sig       ] LINK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:05.062218] [INFO ] [LOCAL     ] Saved forecast: LINK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LINK.txt
[2025-12-26T20:26:05.062376] [INFO ] [sig       ] [1906/3548] Completed LINK in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-26T20:26:05.062415] [INFO ] [sig       ] [1907/3548] Forecasting LITE...
[2025-12-26T20:26:05.062444] [INFO ] [sig       ] Generating forecast for: LITE
[2025-12-26T20:26:05.062476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2025-12-26T20:26:05.073245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2025-12-26T20:26:05.073606] [INFO ] [FORECASTER] Starting predict_future for LITE
[2025-12-26T20:26:05.074368] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2025-12-26T20:26:05.074420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:05.074452] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:05.074478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:05.074536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:05.130855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:05.131690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:05.131771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:05.131804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:05.253678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:05.253828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:05.253889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:05.253919] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:05.257295] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: DOWN (p=4.37%)
[2025-12-26T20:26:05.257588] [INFO ] [FORECASTER] Completed predict_future for LITE
[2025-12-26T20:26:05.257717] [INFO ] [sig       ] LITE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:05.409671] [INFO ] [LOCAL     ] Saved forecast: LITE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LITE.txt
[2025-12-26T20:26:05.409839] [INFO ] [sig       ] [1907/3548] Completed LITE in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-26T20:26:05.409882] [INFO ] [sig       ] [1908/3548] Forecasting LITM...
[2025-12-26T20:26:05.409914] [INFO ] [sig       ] Generating forecast for: LITM
[2025-12-26T20:26:05.409947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2025-12-26T20:26:05.421200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2025-12-26T20:26:05.421506] [INFO ] [FORECASTER] Starting predict_future for LITM
[2025-12-26T20:26:05.422302] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2025-12-26T20:26:05.422356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:05.422388] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:05.422415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:05.422474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:05.481413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:05.482248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:05.482334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:05.482367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:05.602164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:05.602314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:05.602355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:05.602383] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:05.605734] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: UP (p=67.61%)
[2025-12-26T20:26:05.606002] [INFO ] [FORECASTER] Completed predict_future for LITM
[2025-12-26T20:26:05.606126] [INFO ] [sig       ] LITM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:05.747258] [INFO ] [LOCAL     ] Saved forecast: LITM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LITM.txt
[2025-12-26T20:26:05.747386] [INFO ] [sig       ] [1908/3548] Completed LITM in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-26T20:26:05.747425] [INFO ] [sig       ] [1909/3548] Forecasting LIVN...
[2025-12-26T20:26:05.747455] [INFO ] [sig       ] Generating forecast for: LIVN
[2025-12-26T20:26:05.747484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2025-12-26T20:26:05.758546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIVN'.
[2025-12-26T20:26:05.758878] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2025-12-26T20:26:05.759708] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2025-12-26T20:26:05.759760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:05.759793] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:05.759821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:05.759881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:05.817519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:05.818202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:05.818282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:05.818316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:05.939979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:05.940132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:05.940174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:05.940203] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:05.943535] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: DOWN (p=43.51%)
[2025-12-26T20:26:05.943842] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2025-12-26T20:26:05.943984] [INFO ] [sig       ] LIVN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:06.083655] [INFO ] [LOCAL     ] Saved forecast: LIVN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LIVN.txt
[2025-12-26T20:26:06.083787] [INFO ] [sig       ] [1909/3548] Completed LIVN in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-26T20:26:06.083825] [INFO ] [sig       ] [1910/3548] Forecasting LKFN...
[2025-12-26T20:26:06.083855] [INFO ] [sig       ] Generating forecast for: LKFN
[2025-12-26T20:26:06.083884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2025-12-26T20:26:06.094931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2025-12-26T20:26:06.095243] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2025-12-26T20:26:06.096034] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2025-12-26T20:26:06.096086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:06.096120] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:06.096147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:06.096209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:06.152839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:06.153452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:06.153553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:06.153604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:06.269972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:06.270125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:06.270168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:06.270202] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:06.273626] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2025-12-26T20:26:06.273907] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2025-12-26T20:26:06.274032] [INFO ] [sig       ] LKFN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:06.415926] [INFO ] [LOCAL     ] Saved forecast: LKFN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LKFN.txt
[2025-12-26T20:26:06.416090] [INFO ] [sig       ] [1910/3548] Completed LKFN in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-26T20:26:06.416130] [INFO ] [sig       ] [1911/3548] Forecasting LKQ...
[2025-12-26T20:26:06.416161] [INFO ] [sig       ] Generating forecast for: LKQ
[2025-12-26T20:26:06.416192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2025-12-26T20:26:06.427417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2025-12-26T20:26:06.427803] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2025-12-26T20:26:06.428566] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2025-12-26T20:26:06.428638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:06.428687] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:06.428717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:06.428775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:06.489027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:06.489913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:06.489996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:06.490028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:06.604521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:06.604690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:06.604732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:06.604760] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:06.608112] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: DOWN (p=5.78%)
[2025-12-26T20:26:06.608384] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2025-12-26T20:26:06.608504] [INFO ] [sig       ] LKQ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:06.749322] [INFO ] [LOCAL     ] Saved forecast: LKQ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LKQ.txt
[2025-12-26T20:26:06.749446] [INFO ] [sig       ] [1911/3548] Completed LKQ in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-26T20:26:06.749485] [INFO ] [sig       ] [1912/3548] Forecasting LLY...
[2025-12-26T20:26:06.749513] [INFO ] [sig       ] Generating forecast for: LLY
[2025-12-26T20:26:06.749542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-12-26T20:26:06.760284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2025-12-26T20:26:06.760602] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-12-26T20:26:06.761390] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-12-26T20:26:06.761441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:06.761472] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:06.761498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:06.761555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:06.819084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:06.819819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:06.819901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:06.819934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:06.941922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:06.942075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:06.942117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:06.942147] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:06.945563] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2025-12-26T20:26:06.945862] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-12-26T20:26:06.945987] [INFO ] [sig       ] LLY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:07.088157] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LLY.txt
[2025-12-26T20:26:07.088297] [INFO ] [sig       ] [1912/3548] Completed LLY in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-26T20:26:07.088336] [INFO ] [sig       ] [1913/3548] Forecasting LMB...
[2025-12-26T20:26:07.088366] [INFO ] [sig       ] Generating forecast for: LMB
[2025-12-26T20:26:07.088395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2025-12-26T20:26:07.099027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2025-12-26T20:26:07.099339] [INFO ] [FORECASTER] Starting predict_future for LMB
[2025-12-26T20:26:07.100122] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2025-12-26T20:26:07.100177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:07.100209] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:07.100235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:07.100303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:07.157677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:07.158270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:07.158348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:07.158379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:07.275661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:07.275807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:07.275849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:07.275878] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:07.279330] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: DOWN (p=25.39%)
[2025-12-26T20:26:07.279630] [INFO ] [FORECASTER] Completed predict_future for LMB
[2025-12-26T20:26:07.279761] [INFO ] [sig       ] LMB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:07.420810] [INFO ] [LOCAL     ] Saved forecast: LMB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LMB.txt
[2025-12-26T20:26:07.420959] [INFO ] [sig       ] [1913/3548] Completed LMB in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-26T20:26:07.421000] [INFO ] [sig       ] [1914/3548] Forecasting LMBS...
[2025-12-26T20:26:07.421030] [INFO ] [sig       ] Generating forecast for: LMBS
[2025-12-26T20:26:07.421060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2025-12-26T20:26:07.432121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2025-12-26T20:26:07.432452] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2025-12-26T20:26:07.433246] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2025-12-26T20:26:07.433297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:07.433328] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:07.433355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:07.433412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:07.491742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:07.492411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:07.492493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:07.492527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:07.614230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:07.614381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:07.614426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:07.614454] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:07.618101] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: UP (p=91.37%)
[2025-12-26T20:26:07.618382] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2025-12-26T20:26:07.618507] [INFO ] [sig       ] LMBS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:07.761229] [INFO ] [LOCAL     ] Saved forecast: LMBS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LMBS.txt
[2025-12-26T20:26:07.761367] [INFO ] [sig       ] [1914/3548] Completed LMBS in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-26T20:26:07.761408] [INFO ] [sig       ] [1915/3548] Forecasting LMND...
[2025-12-26T20:26:07.761446] [INFO ] [sig       ] Generating forecast for: LMND
[2025-12-26T20:26:07.761479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-12-26T20:26:07.772425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2025-12-26T20:26:07.772789] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-12-26T20:26:07.773558] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-12-26T20:26:07.773628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:07.773661] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:07.773692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:07.773755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:07.830696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:07.831426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:07.831504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:07.831536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:07.953032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:07.953180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:07.953222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:07.953251] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:07.956600] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: DOWN (p=23.25%)
[2025-12-26T20:26:07.956873] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-12-26T20:26:07.956992] [INFO ] [sig       ] LMND: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:08.111601] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LMND.txt
[2025-12-26T20:26:08.111760] [INFO ] [sig       ] [1915/3548] Completed LMND in 0.4s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-26T20:26:08.111799] [INFO ] [sig       ] [1916/3548] Forecasting LNC...
[2025-12-26T20:26:08.111830] [INFO ] [sig       ] Generating forecast for: LNC
[2025-12-26T20:26:08.111861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-12-26T20:26:08.122687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2025-12-26T20:26:08.123072] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-12-26T20:26:08.123886] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-12-26T20:26:08.123938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:08.123970] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:08.123996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:08.124054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:08.180140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:08.181008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:08.181089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:08.181121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:08.309397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:08.309554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:08.309619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:08.309649] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:08.313183] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: DOWN (p=10.82%)
[2025-12-26T20:26:08.313477] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-12-26T20:26:08.313622] [INFO ] [sig       ] LNC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:08.454505] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LNC.txt
[2025-12-26T20:26:08.454647] [INFO ] [sig       ] [1916/3548] Completed LNC in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-26T20:26:08.454688] [INFO ] [sig       ] [1917/3548] Forecasting LND...
[2025-12-26T20:26:08.454719] [INFO ] [sig       ] Generating forecast for: LND
[2025-12-26T20:26:08.454752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-12-26T20:26:08.465089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2025-12-26T20:26:08.465427] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-12-26T20:26:08.466272] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-12-26T20:26:08.466326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:08.466386] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:08.466419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:08.466494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:08.525617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:08.526277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:08.526354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:08.526385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:08.635392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:08.635542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:08.635598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:08.635629] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:08.638978] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: DOWN (p=44.07%)
[2025-12-26T20:26:08.639250] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-12-26T20:26:08.639371] [INFO ] [sig       ] LND: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:08.780996] [INFO ] [LOCAL     ] Saved forecast: LND	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LND.txt
[2025-12-26T20:26:08.781124] [INFO ] [sig       ] [1917/3548] Completed LND in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-26T20:26:08.781163] [INFO ] [sig       ] [1918/3548] Forecasting LNG...
[2025-12-26T20:26:08.781192] [INFO ] [sig       ] Generating forecast for: LNG
[2025-12-26T20:26:08.781222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-12-26T20:26:08.791834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2025-12-26T20:26:08.792248] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-12-26T20:26:08.793093] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-12-26T20:26:08.793146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:08.793179] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:08.793207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:08.793266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:08.851180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:08.851830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:08.851909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:08.851942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:08.970955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:08.971105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:08.971147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:08.971193] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:08.974531] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=96.35%)
[2025-12-26T20:26:08.974818] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-12-26T20:26:08.974940] [INFO ] [sig       ] LNG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:09.122533] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LNG.txt
[2025-12-26T20:26:09.122705] [INFO ] [sig       ] [1918/3548] Completed LNG in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-26T20:26:09.122744] [INFO ] [sig       ] [1919/3548] Forecasting LNKB...
[2025-12-26T20:26:09.122774] [INFO ] [sig       ] Generating forecast for: LNKB
[2025-12-26T20:26:09.122803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2025-12-26T20:26:09.134240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2025-12-26T20:26:09.134605] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2025-12-26T20:26:09.135398] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2025-12-26T20:26:09.135452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:09.135486] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:09.135515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:09.135590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:09.194414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:09.195290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:09.195375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:09.195409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:09.313536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:09.313701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:09.313745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:09.313772] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:09.317085] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: UP (p=53.88%)
[2025-12-26T20:26:09.317354] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2025-12-26T20:26:09.317475] [INFO ] [sig       ] LNKB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:09.464506] [INFO ] [LOCAL     ] Saved forecast: LNKB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LNKB.txt
[2025-12-26T20:26:09.464653] [INFO ] [sig       ] [1919/3548] Completed LNKB in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-26T20:26:09.464694] [INFO ] [sig       ] [1920/3548] Forecasting LNN...
[2025-12-26T20:26:09.464724] [INFO ] [sig       ] Generating forecast for: LNN
[2025-12-26T20:26:09.464754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-12-26T20:26:09.476500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2025-12-26T20:26:09.476927] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-12-26T20:26:09.477764] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-12-26T20:26:09.477818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:09.477851] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:09.477878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:09.477937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:09.536971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:09.537812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:09.537891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:09.537940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:09.660828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:09.660953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:09.660998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:09.661058] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:09.664522] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: DOWN (p=14.08%)
[2025-12-26T20:26:09.664824] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-12-26T20:26:09.664951] [INFO ] [sig       ] LNN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:09.814954] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LNN.txt
[2025-12-26T20:26:09.815109] [INFO ] [sig       ] [1920/3548] Completed LNN in 0.4s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-26T20:26:09.815151] [INFO ] [sig       ] [1921/3548] Forecasting LNTH...
[2025-12-26T20:26:09.815181] [INFO ] [sig       ] Generating forecast for: LNTH
[2025-12-26T20:26:09.815215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2025-12-26T20:26:09.826511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2025-12-26T20:26:09.826869] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2025-12-26T20:26:09.827726] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2025-12-26T20:26:09.827781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:09.827814] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:09.827842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:09.827902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:09.886993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:09.887824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:09.887914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:09.887949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:10.010489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:10.010659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:10.010702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:10.010731] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:10.014098] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: DOWN (p=19.86%)
[2025-12-26T20:26:10.014382] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2025-12-26T20:26:10.014508] [INFO ] [sig       ] LNTH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:10.160224] [INFO ] [LOCAL     ] Saved forecast: LNTH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LNTH.txt
[2025-12-26T20:26:10.160378] [INFO ] [sig       ] [1921/3548] Completed LNTH in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-26T20:26:10.160418] [INFO ] [sig       ] [1922/3548] Forecasting LNZA...
[2025-12-26T20:26:10.160449] [INFO ] [sig       ] Generating forecast for: LNZA
[2025-12-26T20:26:10.160478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2025-12-26T20:26:10.171601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2025-12-26T20:26:10.171993] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2025-12-26T20:26:10.172829] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2025-12-26T20:26:10.172884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:10.172917] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:10.172960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:10.173020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:10.230064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:10.230939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:10.231024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:10.231058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:10.347439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:10.347624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:10.347669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:10.347697] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:10.351672] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: DOWN (p=44.81%)
[2025-12-26T20:26:10.352043] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2025-12-26T20:26:10.352193] [INFO ] [sig       ] LNZA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:10.507040] [INFO ] [LOCAL     ] Saved forecast: LNZA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LNZA.txt
[2025-12-26T20:26:10.507239] [INFO ] [sig       ] [1922/3548] Completed LNZA in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-26T20:26:10.507301] [INFO ] [sig       ] [1923/3548] Forecasting LOAN...
[2025-12-26T20:26:10.507340] [INFO ] [sig       ] Generating forecast for: LOAN
[2025-12-26T20:26:10.507382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2025-12-26T20:26:10.521260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2025-12-26T20:26:10.521753] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2025-12-26T20:26:10.522882] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2025-12-26T20:26:10.522950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:10.522996] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:10.523038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:10.523123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:10.582340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:10.583214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:10.583296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:10.583329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:10.690918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:10.691062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:10.691107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:10.691135] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:10.694487] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: DOWN (p=5.26%)
[2025-12-26T20:26:10.694775] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2025-12-26T20:26:10.694896] [INFO ] [sig       ] LOAN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:10.834315] [INFO ] [LOCAL     ] Saved forecast: LOAN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LOAN.txt
[2025-12-26T20:26:10.834447] [INFO ] [sig       ] [1923/3548] Completed LOAN in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-26T20:26:10.834485] [INFO ] [sig       ] [1924/3548] Forecasting LOB...
[2025-12-26T20:26:10.834515] [INFO ] [sig       ] Generating forecast for: LOB
[2025-12-26T20:26:10.834544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-12-26T20:26:10.844992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2025-12-26T20:26:10.845300] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-12-26T20:26:10.846107] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-12-26T20:26:10.846159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:10.846190] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:10.846216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:10.846273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:10.903013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:10.903647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:10.903723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:10.903754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:11.027533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:11.027696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:11.027738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:11.027766] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:11.031114] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: UP (p=67.00%)
[2025-12-26T20:26:11.031386] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-12-26T20:26:11.031507] [INFO ] [sig       ] LOB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:11.173948] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LOB.txt
[2025-12-26T20:26:11.174074] [INFO ] [sig       ] [1924/3548] Completed LOB in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-26T20:26:11.174112] [INFO ] [sig       ] [1925/3548] Forecasting LOCO...
[2025-12-26T20:26:11.174141] [INFO ] [sig       ] Generating forecast for: LOCO
[2025-12-26T20:26:11.174171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2025-12-26T20:26:11.185230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2025-12-26T20:26:11.185546] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2025-12-26T20:26:11.186327] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2025-12-26T20:26:11.186378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:11.186417] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:11.186443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:11.186500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:11.243672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:11.244405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:11.244482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:11.244514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:11.360643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:11.360788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:11.360834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:11.360863] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:11.364207] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: DOWN (p=42.49%)
[2025-12-26T20:26:11.364480] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2025-12-26T20:26:11.364618] [INFO ] [sig       ] LOCO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:11.504917] [INFO ] [LOCAL     ] Saved forecast: LOCO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LOCO.txt
[2025-12-26T20:26:11.505050] [INFO ] [sig       ] [1925/3548] Completed LOCO in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-26T20:26:11.505089] [INFO ] [sig       ] [1926/3548] Forecasting LOGI...
[2025-12-26T20:26:11.505118] [INFO ] [sig       ] Generating forecast for: LOGI
[2025-12-26T20:26:11.505153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2025-12-26T20:26:11.515718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2025-12-26T20:26:11.516030] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2025-12-26T20:26:11.516812] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2025-12-26T20:26:11.516867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:11.516897] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:11.516924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:11.516980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:11.574439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:11.575130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:11.575208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:11.575240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:11.695588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:11.695735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:11.695779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:11.695811] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:11.700389] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: UP (p=53.97%)
[2025-12-26T20:26:11.700829] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2025-12-26T20:26:11.701023] [INFO ] [sig       ] LOGI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:11.844007] [INFO ] [LOCAL     ] Saved forecast: LOGI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LOGI.txt
[2025-12-26T20:26:11.844140] [INFO ] [sig       ] [1926/3548] Completed LOGI in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-26T20:26:11.844179] [INFO ] [sig       ] [1927/3548] Forecasting LOMA...
[2025-12-26T20:26:11.844208] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-12-26T20:26:11.844239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-12-26T20:26:11.855160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2025-12-26T20:26:11.855465] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-12-26T20:26:11.856245] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-12-26T20:26:11.856296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:11.856327] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:11.856355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:11.856412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:11.914945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:11.915743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:11.915864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:11.915904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:12.036658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:12.036802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:12.036845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:12.036876] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:12.040231] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: UP (p=87.95%)
[2025-12-26T20:26:12.040504] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-12-26T20:26:12.040646] [INFO ] [sig       ] LOMA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:12.186098] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LOMA.txt
[2025-12-26T20:26:12.186226] [INFO ] [sig       ] [1927/3548] Completed LOMA in 0.3s | 2.89 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-26T20:26:12.186265] [INFO ] [sig       ] [1928/3548] Forecasting LOPE...
[2025-12-26T20:26:12.186294] [INFO ] [sig       ] Generating forecast for: LOPE
[2025-12-26T20:26:12.186325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2025-12-26T20:26:12.197733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2025-12-26T20:26:12.198050] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2025-12-26T20:26:12.198857] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2025-12-26T20:26:12.198947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:12.198983] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:12.199011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:12.199070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:12.258153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:12.258918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:12.259005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:12.259038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:12.377832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:12.377975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:12.378017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:12.378045] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:12.381378] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: DOWN (p=39.63%)
[2025-12-26T20:26:12.381663] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2025-12-26T20:26:12.381791] [INFO ] [sig       ] LOPE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:12.520915] [INFO ] [LOCAL     ] Saved forecast: LOPE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LOPE.txt
[2025-12-26T20:26:12.521046] [INFO ] [sig       ] [1928/3548] Completed LOPE in 0.3s | 2.89 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-26T20:26:12.521084] [INFO ] [sig       ] [1929/3548] Forecasting LOVE...
[2025-12-26T20:26:12.521113] [INFO ] [sig       ] Generating forecast for: LOVE
[2025-12-26T20:26:12.521142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2025-12-26T20:26:12.531830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2025-12-26T20:26:12.532159] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2025-12-26T20:26:12.532960] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2025-12-26T20:26:12.533012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:12.533043] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:12.533070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:12.533126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:12.591007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:12.591828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:12.591911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:12.591944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:12.728631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:12.728797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:12.728849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:12.728912] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:12.732657] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: DOWN (p=0.58%)
[2025-12-26T20:26:12.732946] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2025-12-26T20:26:12.733076] [INFO ] [sig       ] LOVE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:12.882979] [INFO ] [LOCAL     ] Saved forecast: LOVE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LOVE.txt
[2025-12-26T20:26:12.883153] [INFO ] [sig       ] [1929/3548] Completed LOVE in 0.4s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-26T20:26:12.883202] [INFO ] [sig       ] [1930/3548] Forecasting LPCN...
[2025-12-26T20:26:12.883259] [INFO ] [sig       ] Generating forecast for: LPCN
[2025-12-26T20:26:12.883293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2025-12-26T20:26:12.895825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2025-12-26T20:26:12.896244] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2025-12-26T20:26:12.897108] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2025-12-26T20:26:12.897162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:12.897196] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:12.897224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:12.897281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:12.962069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:12.963049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:12.963160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:12.963194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:13.100127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:13.100319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:13.100394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:13.100445] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:13.105954] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: DOWN (p=28.19%)
[2025-12-26T20:26:13.106435] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2025-12-26T20:26:13.106666] [INFO ] [sig       ] LPCN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:13.304239] [INFO ] [LOCAL     ] Saved forecast: LPCN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LPCN.txt
[2025-12-26T20:26:13.304502] [INFO ] [sig       ] [1930/3548] Completed LPCN in 0.4s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-26T20:26:13.304552] [INFO ] [sig       ] [1931/3548] Forecasting LPG...
[2025-12-26T20:26:13.304614] [INFO ] [sig       ] Generating forecast for: LPG
[2025-12-26T20:26:13.304668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-12-26T20:26:13.319886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2025-12-26T20:26:13.320426] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-12-26T20:26:13.321696] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-12-26T20:26:13.321777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:13.321826] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:13.321866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:13.321945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:13.398383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:13.399459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:13.399562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:13.399615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:13.555031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:13.555222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:13.555287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:13.555332] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:13.560734] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: UP (p=71.49%)
[2025-12-26T20:26:13.561175] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-12-26T20:26:13.561336] [INFO ] [sig       ] LPG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:13.780951] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LPG.txt
[2025-12-26T20:26:13.781124] [INFO ] [sig       ] [1931/3548] Completed LPG in 0.5s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-26T20:26:13.781166] [INFO ] [sig       ] [1932/3548] Forecasting LPL...
[2025-12-26T20:26:13.781196] [INFO ] [sig       ] Generating forecast for: LPL
[2025-12-26T20:26:13.781228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-12-26T20:26:13.794544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPL'.
[2025-12-26T20:26:13.795019] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-12-26T20:26:13.796059] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-12-26T20:26:13.796127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:13.796161] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:13.796198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:13.796277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:13.860527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:13.861527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:13.861644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:13.861679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:13.989977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:13.990133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:13.990177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:13.990205] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:13.993898] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2025-12-26T20:26:13.994207] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-12-26T20:26:13.994343] [INFO ] [sig       ] LPL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:14.150600] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LPL.txt
[2025-12-26T20:26:14.150786] [INFO ] [sig       ] [1932/3548] Completed LPL in 0.4s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-26T20:26:14.150832] [INFO ] [sig       ] [1933/3548] Forecasting LPLA...
[2025-12-26T20:26:14.150864] [INFO ] [sig       ] Generating forecast for: LPLA
[2025-12-26T20:26:14.150895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2025-12-26T20:26:14.164835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2025-12-26T20:26:14.165225] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2025-12-26T20:26:14.166334] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2025-12-26T20:26:14.166391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:14.166424] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:14.166452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:14.166529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:14.231103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:14.232025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:14.232120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:14.232164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:14.362003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:14.362157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:14.362201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:14.362230] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:14.365671] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: DOWN (p=49.07%)
[2025-12-26T20:26:14.365945] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2025-12-26T20:26:14.366071] [INFO ] [sig       ] LPLA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:14.507391] [INFO ] [LOCAL     ] Saved forecast: LPLA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LPLA.txt
[2025-12-26T20:26:14.507514] [INFO ] [sig       ] [1933/3548] Completed LPLA in 0.4s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-26T20:26:14.507551] [INFO ] [sig       ] [1934/3548] Forecasting LPRO...
[2025-12-26T20:26:14.507597] [INFO ] [sig       ] Generating forecast for: LPRO
[2025-12-26T20:26:14.507629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2025-12-26T20:26:14.518964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2025-12-26T20:26:14.519282] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2025-12-26T20:26:14.520083] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2025-12-26T20:26:14.520134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:14.520194] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:14.520223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:14.520281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:14.577663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:14.578288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:14.578365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:14.578397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:14.698385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:14.698509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:14.698552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:14.698601] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:14.702198] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: UP (p=54.54%)
[2025-12-26T20:26:14.702476] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2025-12-26T20:26:14.702620] [INFO ] [sig       ] LPRO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:14.841363] [INFO ] [LOCAL     ] Saved forecast: LPRO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LPRO.txt
[2025-12-26T20:26:14.841494] [INFO ] [sig       ] [1934/3548] Completed LPRO in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-26T20:26:14.841533] [INFO ] [sig       ] [1935/3548] Forecasting LPSN...
[2025-12-26T20:26:14.841563] [INFO ] [sig       ] Generating forecast for: LPSN
[2025-12-26T20:26:14.841611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2025-12-26T20:26:14.852558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2025-12-26T20:26:14.852892] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2025-12-26T20:26:14.853676] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2025-12-26T20:26:14.853741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:14.853772] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:14.853798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:14.853854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:14.911480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:14.912183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:14.912264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:14.912297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:15.032774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:15.032932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:15.032977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:15.033007] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:15.036415] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: UP (p=80.15%)
[2025-12-26T20:26:15.036714] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2025-12-26T20:26:15.036849] [INFO ] [sig       ] LPSN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:15.184454] [INFO ] [LOCAL     ] Saved forecast: LPSN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LPSN.txt
[2025-12-26T20:26:15.184600] [INFO ] [sig       ] [1935/3548] Completed LPSN in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-26T20:26:15.184644] [INFO ] [sig       ] [1936/3548] Forecasting LPTH...
[2025-12-26T20:26:15.184677] [INFO ] [sig       ] Generating forecast for: LPTH
[2025-12-26T20:26:15.184707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2025-12-26T20:26:15.195401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2025-12-26T20:26:15.195720] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2025-12-26T20:26:15.196482] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2025-12-26T20:26:15.196533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:15.196565] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:15.196610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:15.196669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:15.254059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:15.254752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:15.254830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:15.254863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:15.373307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:15.373444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:15.373485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:15.373514] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:15.376817] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2025-12-26T20:26:15.377080] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2025-12-26T20:26:15.377199] [INFO ] [sig       ] LPTH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:15.517008] [INFO ] [LOCAL     ] Saved forecast: LPTH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LPTH.txt
[2025-12-26T20:26:15.517132] [INFO ] [sig       ] [1936/3548] Completed LPTH in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-26T20:26:15.517170] [INFO ] [sig       ] [1937/3548] Forecasting LPX...
[2025-12-26T20:26:15.517199] [INFO ] [sig       ] Generating forecast for: LPX
[2025-12-26T20:26:15.517229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-12-26T20:26:15.528071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2025-12-26T20:26:15.528379] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-12-26T20:26:15.529202] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-12-26T20:26:15.529254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:15.529284] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:15.529310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:15.529367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:15.587374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:15.588024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:15.588102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:15.588135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:15.708140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:15.708277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:15.708319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:15.708376] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:15.711767] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: DOWN (p=35.86%)
[2025-12-26T20:26:15.712036] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-12-26T20:26:15.712156] [INFO ] [sig       ] LPX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:15.856803] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LPX.txt
[2025-12-26T20:26:15.856950] [INFO ] [sig       ] [1937/3548] Completed LPX in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-26T20:26:15.856993] [INFO ] [sig       ] [1938/3548] Forecasting LQDA...
[2025-12-26T20:26:15.857022] [INFO ] [sig       ] Generating forecast for: LQDA
[2025-12-26T20:26:15.857051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2025-12-26T20:26:15.868151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2025-12-26T20:26:15.868454] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2025-12-26T20:26:15.869269] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2025-12-26T20:26:15.869320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:15.869350] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:15.869376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:15.869433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:15.928154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:15.928861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:15.928963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:15.928997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:16.050631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:16.050768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:16.050809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:16.050837] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:16.054178] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-12-26T20:26:16.054449] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2025-12-26T20:26:16.054589] [INFO ] [sig       ] LQDA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:16.197086] [INFO ] [LOCAL     ] Saved forecast: LQDA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LQDA.txt
[2025-12-26T20:26:16.197219] [INFO ] [sig       ] [1938/3548] Completed LQDA in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-26T20:26:16.197258] [INFO ] [sig       ] [1939/3548] Forecasting LRCX...
[2025-12-26T20:26:16.197286] [INFO ] [sig       ] Generating forecast for: LRCX
[2025-12-26T20:26:16.197316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2025-12-26T20:26:16.208231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2025-12-26T20:26:16.208537] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2025-12-26T20:26:16.209335] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2025-12-26T20:26:16.209386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:16.209416] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:16.209442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:16.209499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:16.267552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:16.268318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:16.268396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:16.268428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:16.395266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:16.395413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:16.395457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:16.395487] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:16.399001] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: UP (p=79.78%)
[2025-12-26T20:26:16.399279] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2025-12-26T20:26:16.399403] [INFO ] [sig       ] LRCX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:16.543678] [INFO ] [LOCAL     ] Saved forecast: LRCX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LRCX.txt
[2025-12-26T20:26:16.543822] [INFO ] [sig       ] [1939/3548] Completed LRCX in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-26T20:26:16.543863] [INFO ] [sig       ] [1940/3548] Forecasting LRGE...
[2025-12-26T20:26:16.543894] [INFO ] [sig       ] Generating forecast for: LRGE
[2025-12-26T20:26:16.543925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2025-12-26T20:26:16.554169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2025-12-26T20:26:16.554492] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2025-12-26T20:26:16.555277] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2025-12-26T20:26:16.555328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:16.555358] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:16.555384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:16.555440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:16.611935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:16.612755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:16.612834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:16.612865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:16.726741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:16.726896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:16.726941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:16.726970] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:16.730357] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: UP (p=73.40%)
[2025-12-26T20:26:16.730681] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2025-12-26T20:26:16.730806] [INFO ] [sig       ] LRGE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:16.873257] [INFO ] [LOCAL     ] Saved forecast: LRGE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LRGE.txt
[2025-12-26T20:26:16.873389] [INFO ] [sig       ] [1940/3548] Completed LRGE in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-26T20:26:16.873427] [INFO ] [sig       ] [1941/3548] Forecasting LSCC...
[2025-12-26T20:26:16.873458] [INFO ] [sig       ] Generating forecast for: LSCC
[2025-12-26T20:26:16.873488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2025-12-26T20:26:16.884378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2025-12-26T20:26:16.884718] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2025-12-26T20:26:16.885479] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2025-12-26T20:26:16.885529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:16.885560] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:16.885606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:16.885664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:16.942688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:16.943393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:16.943476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:16.943508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:17.064861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:17.065022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:17.065072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:17.065101] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:17.068559] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: DOWN (p=7.05%)
[2025-12-26T20:26:17.068856] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2025-12-26T20:26:17.069004] [INFO ] [sig       ] LSCC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:17.218090] [INFO ] [LOCAL     ] Saved forecast: LSCC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LSCC.txt
[2025-12-26T20:26:17.218223] [INFO ] [sig       ] [1941/3548] Completed LSCC in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-26T20:26:17.218263] [INFO ] [sig       ] [1942/3548] Forecasting LSPD...
[2025-12-26T20:26:17.218293] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-12-26T20:26:17.218322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-12-26T20:26:17.229304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2025-12-26T20:26:17.229631] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-12-26T20:26:17.230423] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-12-26T20:26:17.230475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:17.230506] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:17.230533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:17.230607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:17.288491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:17.289191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:17.289271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:17.289305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:17.414842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:17.415006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:17.415051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:17.415081] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:17.418570] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: DOWN (p=3.91%)
[2025-12-26T20:26:17.418869] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-12-26T20:26:17.419042] [INFO ] [sig       ] LSPD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:17.564094] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LSPD.txt
[2025-12-26T20:26:17.564226] [INFO ] [sig       ] [1942/3548] Completed LSPD in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-26T20:26:17.564267] [INFO ] [sig       ] [1943/3548] Forecasting LTC...
[2025-12-26T20:26:17.564297] [INFO ] [sig       ] Generating forecast for: LTC
[2025-12-26T20:26:17.564329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-12-26T20:26:17.575313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2025-12-26T20:26:17.575644] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-12-26T20:26:17.576442] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-12-26T20:26:17.576495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:17.576528] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:17.576556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:17.576636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:17.636378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:17.637053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:17.637135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:17.637168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:17.752348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:17.752513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:17.752560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:17.752612] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:17.756101] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: DOWN (p=6.08%)
[2025-12-26T20:26:17.756396] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-12-26T20:26:17.756527] [INFO ] [sig       ] LTC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:17.906153] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LTC.txt
[2025-12-26T20:26:17.906318] [INFO ] [sig       ] [1943/3548] Completed LTC in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-26T20:26:17.906359] [INFO ] [sig       ] [1944/3548] Forecasting LTH...
[2025-12-26T20:26:17.906389] [INFO ] [sig       ] Generating forecast for: LTH
[2025-12-26T20:26:17.906429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-12-26T20:26:17.918061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2025-12-26T20:26:17.918450] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-12-26T20:26:17.919404] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-12-26T20:26:17.919458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:17.919489] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:17.919517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:17.919593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:17.982126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:17.983053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:17.983203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:17.983244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:18.107858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:18.108017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:18.108060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:18.108089] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:18.111980] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: UP (p=72.99%)
[2025-12-26T20:26:18.112281] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-12-26T20:26:18.112433] [INFO ] [sig       ] LTH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:18.264855] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LTH.txt
[2025-12-26T20:26:18.265015] [INFO ] [sig       ] [1944/3548] Completed LTH in 0.4s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-26T20:26:18.265055] [INFO ] [sig       ] [1945/3548] Forecasting LTRN...
[2025-12-26T20:26:18.265086] [INFO ] [sig       ] Generating forecast for: LTRN
[2025-12-26T20:26:18.265118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2025-12-26T20:26:18.276430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2025-12-26T20:26:18.276875] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2025-12-26T20:26:18.277721] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2025-12-26T20:26:18.277773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:18.277815] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:18.277851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:18.277918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:18.340083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:18.341099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:18.341193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:18.341227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:18.456092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:18.456247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:18.456291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:18.456321] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:18.459863] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: UP (p=53.62%)
[2025-12-26T20:26:18.460170] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2025-12-26T20:26:18.460295] [INFO ] [sig       ] LTRN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:18.599398] [INFO ] [LOCAL     ] Saved forecast: LTRN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LTRN.txt
[2025-12-26T20:26:18.599525] [INFO ] [sig       ] [1945/3548] Completed LTRN in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-26T20:26:18.599563] [INFO ] [sig       ] [1946/3548] Forecasting LTRX...
[2025-12-26T20:26:18.599610] [INFO ] [sig       ] Generating forecast for: LTRX
[2025-12-26T20:26:18.599641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2025-12-26T20:26:18.611073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2025-12-26T20:26:18.611472] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2025-12-26T20:26:18.612367] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2025-12-26T20:26:18.612421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:18.612472] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:18.612500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:18.612560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:18.672825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:18.673588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:18.673676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:18.673709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:18.794433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:18.794609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:18.794656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:18.794687] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:18.798355] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: DOWN (p=46.22%)
[2025-12-26T20:26:18.798667] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2025-12-26T20:26:18.798800] [INFO ] [sig       ] LTRX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:18.942079] [INFO ] [LOCAL     ] Saved forecast: LTRX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LTRX.txt
[2025-12-26T20:26:18.942212] [INFO ] [sig       ] [1946/3548] Completed LTRX in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-26T20:26:18.942251] [INFO ] [sig       ] [1947/3548] Forecasting LUCD...
[2025-12-26T20:26:18.942280] [INFO ] [sig       ] Generating forecast for: LUCD
[2025-12-26T20:26:18.942311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2025-12-26T20:26:18.953470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2025-12-26T20:26:18.953835] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2025-12-26T20:26:18.954674] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2025-12-26T20:26:18.954728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:18.954761] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:18.954789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:18.954849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:19.014561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:19.015344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:19.015427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:19.015463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:19.136424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:19.136609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:19.136660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:19.136691] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:19.140367] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: DOWN (p=37.34%)
[2025-12-26T20:26:19.140683] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2025-12-26T20:26:19.140820] [INFO ] [sig       ] LUCD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:19.286863] [INFO ] [LOCAL     ] Saved forecast: LUCD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LUCD.txt
[2025-12-26T20:26:19.287082] [INFO ] [sig       ] [1947/3548] Completed LUCD in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-26T20:26:19.287147] [INFO ] [sig       ] [1948/3548] Forecasting LUCY...
[2025-12-26T20:26:19.287190] [INFO ] [sig       ] Generating forecast for: LUCY
[2025-12-26T20:26:19.287232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'.
[2025-12-26T20:26:19.298404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCY'.
[2025-12-26T20:26:19.298783] [INFO ] [FORECASTER] Starting predict_future for LUCY
[2025-12-26T20:26:19.299885] [DEBUG] [LOCAL     ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt
[2025-12-26T20:26:19.299951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:19.299991] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:19.300024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:19.300097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:19.360432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:19.361245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:19.361328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:19.361362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:19.480696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:19.480841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:19.480885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:19.480918] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:19.484267] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: DOWN (p=3.75%)
[2025-12-26T20:26:19.484536] [INFO ] [FORECASTER] Completed predict_future for LUCY
[2025-12-26T20:26:19.484674] [INFO ] [sig       ] LUCY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:19.625421] [INFO ] [LOCAL     ] Saved forecast: LUCY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LUCY.txt
[2025-12-26T20:26:19.625543] [INFO ] [sig       ] [1948/3548] Completed LUCY in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-26T20:26:19.625604] [INFO ] [sig       ] [1949/3548] Forecasting LUMN...
[2025-12-26T20:26:19.625636] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-12-26T20:26:19.625668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-12-26T20:26:19.637051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2025-12-26T20:26:19.637413] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-12-26T20:26:19.638279] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-12-26T20:26:19.638340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:19.638383] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:19.638423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:19.638509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:19.700936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:19.701782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:19.701867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:19.701901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:19.830703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:19.830860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:19.830905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:19.830936] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:19.834514] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: UP (p=69.85%)
[2025-12-26T20:26:19.834823] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-12-26T20:26:19.834955] [INFO ] [sig       ] LUMN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:19.976092] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LUMN.txt
[2025-12-26T20:26:19.976232] [INFO ] [sig       ] [1949/3548] Completed LUMN in 0.4s | 2.88 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-26T20:26:19.976277] [INFO ] [sig       ] [1950/3548] Forecasting LUNG...
[2025-12-26T20:26:19.976306] [INFO ] [sig       ] Generating forecast for: LUNG
[2025-12-26T20:26:19.976336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2025-12-26T20:26:19.987377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2025-12-26T20:26:19.987769] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2025-12-26T20:26:19.988600] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2025-12-26T20:26:19.988655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:19.988690] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:19.988718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:19.988778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:20.050306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:20.051240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:20.051324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:20.051358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:20.173625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:20.173778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:20.173820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:20.173849] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:20.177198] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: DOWN (p=6.51%)
[2025-12-26T20:26:20.177471] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2025-12-26T20:26:20.177610] [INFO ] [sig       ] LUNG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:20.327212] [INFO ] [LOCAL     ] Saved forecast: LUNG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LUNG.txt
[2025-12-26T20:26:20.327365] [INFO ] [sig       ] [1950/3548] Completed LUNG in 0.4s | 2.88 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-26T20:26:20.327406] [INFO ] [sig       ] [1951/3548] Forecasting LVHD...
[2025-12-26T20:26:20.327436] [INFO ] [sig       ] Generating forecast for: LVHD
[2025-12-26T20:26:20.327466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2025-12-26T20:26:20.340381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2025-12-26T20:26:20.340782] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2025-12-26T20:26:20.341660] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2025-12-26T20:26:20.341721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:20.341780] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:20.341811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:20.341877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:20.404958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:20.405866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:20.405953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:20.405990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:20.529109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:20.529234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:20.529278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:20.529308] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:20.532899] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: DOWN (p=0.97%)
[2025-12-26T20:26:20.533188] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2025-12-26T20:26:20.533335] [INFO ] [sig       ] LVHD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:20.676645] [INFO ] [LOCAL     ] Saved forecast: LVHD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LVHD.txt
[2025-12-26T20:26:20.676800] [INFO ] [sig       ] [1951/3548] Completed LVHD in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-26T20:26:20.676840] [INFO ] [sig       ] [1952/3548] Forecasting LVO...
[2025-12-26T20:26:20.676871] [INFO ] [sig       ] Generating forecast for: LVO
[2025-12-26T20:26:20.676900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2025-12-26T20:26:20.688302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2025-12-26T20:26:20.688706] [INFO ] [FORECASTER] Starting predict_future for LVO
[2025-12-26T20:26:20.689601] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2025-12-26T20:26:20.689660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:20.689693] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:20.689719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:20.689777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:20.758930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:20.759901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:20.760018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:20.760065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:20.884974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:20.885143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:20.885205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:20.885239] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:20.889166] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: UP (p=77.91%)
[2025-12-26T20:26:20.889495] [INFO ] [FORECASTER] Completed predict_future for LVO
[2025-12-26T20:26:20.889653] [INFO ] [sig       ] LVO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:21.045306] [INFO ] [LOCAL     ] Saved forecast: LVO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LVO.txt
[2025-12-26T20:26:21.045447] [INFO ] [sig       ] [1952/3548] Completed LVO in 0.4s | 2.88 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-26T20:26:21.045487] [INFO ] [sig       ] [1953/3548] Forecasting LVS...
[2025-12-26T20:26:21.045518] [INFO ] [sig       ] Generating forecast for: LVS
[2025-12-26T20:26:21.045549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-12-26T20:26:21.057055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2025-12-26T20:26:21.057417] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-12-26T20:26:21.058222] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-12-26T20:26:21.058277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:21.058310] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:21.058337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:21.058396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:21.119273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:21.119919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:21.120002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:21.120036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:21.248264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:21.248424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:21.248487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:21.248518] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:21.252195] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: DOWN (p=21.89%)
[2025-12-26T20:26:21.252499] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-12-26T20:26:21.252653] [INFO ] [sig       ] LVS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:21.409770] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LVS.txt
[2025-12-26T20:26:21.409925] [INFO ] [sig       ] [1953/3548] Completed LVS in 0.4s | 2.88 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-26T20:26:21.409971] [INFO ] [sig       ] [1954/3548] Forecasting LWAY...
[2025-12-26T20:26:21.410005] [INFO ] [sig       ] Generating forecast for: LWAY
[2025-12-26T20:26:21.410044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2025-12-26T20:26:21.422472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2025-12-26T20:26:21.422797] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2025-12-26T20:26:21.423587] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2025-12-26T20:26:21.423637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:21.423669] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:21.423695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:21.423752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:21.482081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:21.482745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:21.482822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:21.482854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:21.602709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:21.602861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:21.602902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:21.602960] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:21.606316] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: UP (p=60.11%)
[2025-12-26T20:26:21.606616] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2025-12-26T20:26:21.606744] [INFO ] [sig       ] LWAY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:21.746810] [INFO ] [LOCAL     ] Saved forecast: LWAY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LWAY.txt
[2025-12-26T20:26:21.746944] [INFO ] [sig       ] [1954/3548] Completed LWAY in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-26T20:26:21.746983] [INFO ] [sig       ] [1955/3548] Forecasting LWLG...
[2025-12-26T20:26:21.747013] [INFO ] [sig       ] Generating forecast for: LWLG
[2025-12-26T20:26:21.747042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2025-12-26T20:26:21.758296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2025-12-26T20:26:21.758637] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2025-12-26T20:26:21.759438] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2025-12-26T20:26:21.759491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:21.759523] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:21.759549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:21.759626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:21.816954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:21.817613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:21.817705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:21.817737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:21.938770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:21.938937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:21.938984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:21.939011] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:21.942363] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: DOWN (p=48.31%)
[2025-12-26T20:26:21.942649] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2025-12-26T20:26:21.942771] [INFO ] [sig       ] LWLG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:22.080311] [INFO ] [LOCAL     ] Saved forecast: LWLG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LWLG.txt
[2025-12-26T20:26:22.080442] [INFO ] [sig       ] [1955/3548] Completed LWLG in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-26T20:26:22.080480] [INFO ] [sig       ] [1956/3548] Forecasting LX...
[2025-12-26T20:26:22.080510] [INFO ] [sig       ] Generating forecast for: LX
[2025-12-26T20:26:22.080539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2025-12-26T20:26:22.091620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2025-12-26T20:26:22.091962] [INFO ] [FORECASTER] Starting predict_future for LX
[2025-12-26T20:26:22.092747] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2025-12-26T20:26:22.092799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:22.092831] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:22.092858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:22.092917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:22.149196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:22.149832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:22.149908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:22.149940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:22.273400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:22.273545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:22.273603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:22.273635] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:22.277108] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: DOWN (p=1.27%)
[2025-12-26T20:26:22.277379] [INFO ] [FORECASTER] Completed predict_future for LX
[2025-12-26T20:26:22.277499] [INFO ] [sig       ] LX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:22.424467] [INFO ] [LOCAL     ] Saved forecast: LX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LX.txt
[2025-12-26T20:26:22.424614] [INFO ] [sig       ] [1956/3548] Completed LX in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-26T20:26:22.424654] [INFO ] [sig       ] [1957/3548] Forecasting LXEO...
[2025-12-26T20:26:22.424683] [INFO ] [sig       ] Generating forecast for: LXEO
[2025-12-26T20:26:22.424712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2025-12-26T20:26:22.436816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2025-12-26T20:26:22.437153] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2025-12-26T20:26:22.437938] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2025-12-26T20:26:22.437989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:22.438033] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:22.438060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:22.438116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:22.494799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:22.495434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:22.495513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:22.495545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:22.617471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:22.617634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:22.617678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:22.617705] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:22.621112] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: DOWN (p=20.39%)
[2025-12-26T20:26:22.621398] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2025-12-26T20:26:22.621520] [INFO ] [sig       ] LXEO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:22.765161] [INFO ] [LOCAL     ] Saved forecast: LXEO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LXEO.txt
[2025-12-26T20:26:22.765485] [INFO ] [sig       ] [1957/3548] Completed LXEO in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-26T20:26:22.765523] [INFO ] [sig       ] [1958/3548] Forecasting LXP...
[2025-12-26T20:26:22.765553] [INFO ] [sig       ] Generating forecast for: LXP
[2025-12-26T20:26:22.765600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-12-26T20:26:22.776954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2025-12-26T20:26:22.777346] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-12-26T20:26:22.778192] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-12-26T20:26:22.778247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:22.778279] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:22.778307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:22.778365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:22.837118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:22.837987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:22.838070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:22.838102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:22.954918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:22.955069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:22.955109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:22.955136] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:22.958501] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: DOWN (p=25.78%)
[2025-12-26T20:26:22.958806] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-12-26T20:26:22.958951] [INFO ] [sig       ] LXP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:23.114167] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LXP.txt
[2025-12-26T20:26:23.114565] [INFO ] [sig       ] [1958/3548] Completed LXP in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-26T20:26:23.114645] [INFO ] [sig       ] [1959/3548] Forecasting LYB...
[2025-12-26T20:26:23.114692] [INFO ] [sig       ] Generating forecast for: LYB
[2025-12-26T20:26:23.114734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-12-26T20:26:23.126330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2025-12-26T20:26:23.126730] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-12-26T20:26:23.127602] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-12-26T20:26:23.127655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:23.127688] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:23.127716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:23.127775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:23.190509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:23.191479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:23.191565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:23.191620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:23.321088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:23.321241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:23.321284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:23.321314] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:23.325173] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: UP (p=81.96%)
[2025-12-26T20:26:23.325481] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-12-26T20:26:23.325634] [INFO ] [sig       ] LYB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:23.475964] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LYB.txt
[2025-12-26T20:26:23.476100] [INFO ] [sig       ] [1959/3548] Completed LYB in 0.4s | 2.88 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-26T20:26:23.476139] [INFO ] [sig       ] [1960/3548] Forecasting LYEL...
[2025-12-26T20:26:23.476168] [INFO ] [sig       ] Generating forecast for: LYEL
[2025-12-26T20:26:23.476198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'.
[2025-12-26T20:26:23.487667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYEL'.
[2025-12-26T20:26:23.487991] [INFO ] [FORECASTER] Starting predict_future for LYEL
[2025-12-26T20:26:23.488826] [DEBUG] [LOCAL     ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt
[2025-12-26T20:26:23.488899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:23.488935] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:23.488962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:23.489021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:23.550746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:23.551597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:23.551688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:23.551723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:23.684214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:23.684368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:23.684421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:23.684465] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:23.688087] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: DOWN (p=21.03%)
[2025-12-26T20:26:23.688398] [INFO ] [FORECASTER] Completed predict_future for LYEL
[2025-12-26T20:26:23.688536] [INFO ] [sig       ] LYEL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:23.841486] [INFO ] [LOCAL     ] Saved forecast: LYEL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LYEL.txt
[2025-12-26T20:26:23.841658] [INFO ] [sig       ] [1960/3548] Completed LYEL in 0.4s | 2.88 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-26T20:26:23.841700] [INFO ] [sig       ] [1961/3548] Forecasting LYG...
[2025-12-26T20:26:23.841731] [INFO ] [sig       ] Generating forecast for: LYG
[2025-12-26T20:26:23.841767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-12-26T20:26:23.852664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2025-12-26T20:26:23.853055] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-12-26T20:26:23.854075] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-12-26T20:26:23.854126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:23.854157] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:23.854184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:23.854241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:23.912735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:23.913629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:23.913784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:23.913818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:24.036849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:24.037001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:24.037044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:24.037072] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:24.040521] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: UP (p=64.30%)
[2025-12-26T20:26:24.040812] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-12-26T20:26:24.040939] [INFO ] [sig       ] LYG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:24.183819] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LYG.txt
[2025-12-26T20:26:24.183976] [INFO ] [sig       ] [1961/3548] Completed LYG in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-26T20:26:24.184015] [INFO ] [sig       ] [1962/3548] Forecasting LYRA...
[2025-12-26T20:26:24.184046] [INFO ] [sig       ] Generating forecast for: LYRA
[2025-12-26T20:26:24.184076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2025-12-26T20:26:24.194802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2025-12-26T20:26:24.195168] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2025-12-26T20:26:24.195954] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2025-12-26T20:26:24.196005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:24.196036] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:24.196062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:24.196120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:24.254623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:24.255491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:24.255592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:24.255626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:24.387348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:24.387502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:24.387545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:24.387594] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:24.391067] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-12-26T20:26:24.391368] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2025-12-26T20:26:24.391492] [INFO ] [sig       ] LYRA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:24.532550] [INFO ] [LOCAL     ] Saved forecast: LYRA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LYRA.txt
[2025-12-26T20:26:24.532731] [INFO ] [sig       ] [1962/3548] Completed LYRA in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-26T20:26:24.532770] [INFO ] [sig       ] [1963/3548] Forecasting LYTS...
[2025-12-26T20:26:24.532800] [INFO ] [sig       ] Generating forecast for: LYTS
[2025-12-26T20:26:24.532830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2025-12-26T20:26:24.546634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2025-12-26T20:26:24.547057] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2025-12-26T20:26:24.548022] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2025-12-26T20:26:24.548078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:24.548110] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:24.548137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:24.548195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:24.616732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:24.617730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:24.617829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:24.617873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:24.752554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:24.752744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:24.752801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:24.752844] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:24.757184] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: UP (p=98.21%)
[2025-12-26T20:26:24.757707] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2025-12-26T20:26:24.757855] [INFO ] [sig       ] LYTS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:24.900673] [INFO ] [LOCAL     ] Saved forecast: LYTS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LYTS.txt
[2025-12-26T20:26:24.900823] [INFO ] [sig       ] [1963/3548] Completed LYTS in 0.4s | 2.88 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-26T20:26:24.900862] [INFO ] [sig       ] [1964/3548] Forecasting LZ...
[2025-12-26T20:26:24.900891] [INFO ] [sig       ] Generating forecast for: LZ
[2025-12-26T20:26:24.900922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2025-12-26T20:26:24.911599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2025-12-26T20:26:24.911945] [INFO ] [FORECASTER] Starting predict_future for LZ
[2025-12-26T20:26:24.912749] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2025-12-26T20:26:24.912800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:24.912832] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:24.912858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:24.912915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:24.969785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:24.970660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:24.970752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:24.970785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:25.092265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:25.092417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:25.092461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:25.092490] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:25.095917] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: DOWN (p=4.98%)
[2025-12-26T20:26:25.096204] [INFO ] [FORECASTER] Completed predict_future for LZ
[2025-12-26T20:26:25.096327] [INFO ] [sig       ] LZ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:25.302064] [INFO ] [LOCAL     ] Saved forecast: LZ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LZ.txt
[2025-12-26T20:26:25.302242] [INFO ] [sig       ] [1964/3548] Completed LZ in 0.4s | 2.88 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-26T20:26:25.302281] [INFO ] [sig       ] [1965/3548] Forecasting LZB...
[2025-12-26T20:26:25.302312] [INFO ] [sig       ] Generating forecast for: LZB
[2025-12-26T20:26:25.302343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-12-26T20:26:25.313073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2025-12-26T20:26:25.313411] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-12-26T20:26:25.314205] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-12-26T20:26:25.314258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:25.314290] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:25.314317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:25.314376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:25.371008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:25.371657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:25.371734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:25.371766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:25.493450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:25.493612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:25.493654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:25.493683] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:25.497014] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: DOWN (p=16.64%)
[2025-12-26T20:26:25.497286] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-12-26T20:26:25.497409] [INFO ] [sig       ] LZB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:25.637967] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/LZB.txt
[2025-12-26T20:26:25.638095] [INFO ] [sig       ] [1965/3548] Completed LZB in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-26T20:26:25.638135] [INFO ] [sig       ] [1966/3548] Forecasting LZM...
[2025-12-26T20:26:25.638165] [INFO ] [sig       ] Generating forecast for: LZM
[2025-12-26T20:26:25.638196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-12-26T20:26:25.648781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2025-12-26T20:26:25.649105] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-12-26T20:26:25.649897] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-12-26T20:26:25.649947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:25.649978] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:25.650005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:25.650062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:25.706475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:25.707118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:25.707194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:25.707225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:25.825462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:25.825625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:25.825668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:25.825696] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:25.829062] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: UP (p=50.87%)
[2025-12-26T20:26:25.829336] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-12-26T20:26:25.829456] [INFO ] [sig       ] LZM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:25.973414] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/LZM.txt
[2025-12-26T20:26:25.973545] [INFO ] [sig       ] [1966/3548] Completed LZM in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-26T20:26:25.973601] [INFO ] [sig       ] [1967/3548] Forecasting M...
[2025-12-26T20:26:25.973633] [INFO ] [sig       ] Generating forecast for: M
[2025-12-26T20:26:25.973663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-12-26T20:26:25.984762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2025-12-26T20:26:25.985107] [INFO ] [FORECASTER] Starting predict_future for M
[2025-12-26T20:26:25.985894] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-12-26T20:26:25.985946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:25.985977] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:25.986004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:25.986067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:26.042822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:26.043667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:26.043746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:26.043779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:26.166433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:26.166603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:26.166645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:26.166674] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:26.170018] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: DOWN (p=0.31%)
[2025-12-26T20:26:26.170290] [INFO ] [FORECASTER] Completed predict_future for M
[2025-12-26T20:26:26.170414] [INFO ] [sig       ] M: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:26.309138] [INFO ] [LOCAL     ] Saved forecast: M	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/M.txt
[2025-12-26T20:26:26.309285] [INFO ] [sig       ] [1967/3548] Completed M in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-26T20:26:26.309325] [INFO ] [sig       ] [1968/3548] Forecasting MA...
[2025-12-26T20:26:26.309355] [INFO ] [sig       ] Generating forecast for: MA
[2025-12-26T20:26:26.309385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-12-26T20:26:26.320446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2025-12-26T20:26:26.320841] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-12-26T20:26:26.321628] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-12-26T20:26:26.321679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:26.321758] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:26.321787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:26.321853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:26.379036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:26.379904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:26.379985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:26.380018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:26.500212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:26.500370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:26.500413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:26.500442] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:26.503842] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: DOWN (p=6.25%)
[2025-12-26T20:26:26.504124] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-12-26T20:26:26.504251] [INFO ] [sig       ] MA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:26.644475] [INFO ] [LOCAL     ] Saved forecast: MA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MA.txt
[2025-12-26T20:26:26.644642] [INFO ] [sig       ] [1968/3548] Completed MA in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-26T20:26:26.644683] [INFO ] [sig       ] [1969/3548] Forecasting MAA...
[2025-12-26T20:26:26.644713] [INFO ] [sig       ] Generating forecast for: MAA
[2025-12-26T20:26:26.644741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-12-26T20:26:26.657316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2025-12-26T20:26:26.657701] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-12-26T20:26:26.658684] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-12-26T20:26:26.658736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:26.658766] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:26.658792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:26.658849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:26.716687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:26.717484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:26.717562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:26.717614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:26.843665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:26.843818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:26.843859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:26.843887] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:26.847194] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: UP (p=58.42%)
[2025-12-26T20:26:26.847467] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-12-26T20:26:26.847623] [INFO ] [sig       ] MAA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:26.988417] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MAA.txt
[2025-12-26T20:26:26.988588] [INFO ] [sig       ] [1969/3548] Completed MAA in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-26T20:26:26.988630] [INFO ] [sig       ] [1970/3548] Forecasting MAC...
[2025-12-26T20:26:26.988660] [INFO ] [sig       ] Generating forecast for: MAC
[2025-12-26T20:26:26.988689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-12-26T20:26:27.000012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2025-12-26T20:26:27.000319] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-12-26T20:26:27.001112] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-12-26T20:26:27.001175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:27.001228] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:27.001262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:27.001323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:27.059011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:27.059882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:27.059963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:27.059996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:27.185316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:27.185471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:27.185514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:27.185542] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:27.189030] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: UP (p=83.30%)
[2025-12-26T20:26:27.189308] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-12-26T20:26:27.189436] [INFO ] [sig       ] MAC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:27.337870] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MAC.txt
[2025-12-26T20:26:27.338001] [INFO ] [sig       ] [1970/3548] Completed MAC in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-26T20:26:27.338040] [INFO ] [sig       ] [1971/3548] Forecasting MAMA...
[2025-12-26T20:26:27.338069] [INFO ] [sig       ] Generating forecast for: MAMA
[2025-12-26T20:26:27.338098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2025-12-26T20:26:27.349064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2025-12-26T20:26:27.349382] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2025-12-26T20:26:27.350179] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2025-12-26T20:26:27.350242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:27.350279] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:27.350309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:27.350367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:27.407849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:27.408467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:27.408544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:27.408595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:27.540606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:27.540787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:27.540850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:27.540899] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:27.544906] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: DOWN (p=27.72%)
[2025-12-26T20:26:27.545202] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2025-12-26T20:26:27.545344] [INFO ] [sig       ] MAMA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:27.686760] [INFO ] [LOCAL     ] Saved forecast: MAMA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MAMA.txt
[2025-12-26T20:26:27.686910] [INFO ] [sig       ] [1971/3548] Completed MAMA in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-26T20:26:27.686949] [INFO ] [sig       ] [1972/3548] Forecasting MAN...
[2025-12-26T20:26:27.686979] [INFO ] [sig       ] Generating forecast for: MAN
[2025-12-26T20:26:27.687008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-12-26T20:26:27.698150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2025-12-26T20:26:27.698533] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-12-26T20:26:27.699360] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-12-26T20:26:27.699412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:27.699443] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:27.699469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:27.699524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:27.756011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:27.756957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:27.757042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:27.757076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:27.877641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:27.877796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:27.877838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:27.877866] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:27.881280] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: DOWN (p=39.49%)
[2025-12-26T20:26:27.881600] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-12-26T20:26:27.881733] [INFO ] [sig       ] MAN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:28.022705] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MAN.txt
[2025-12-26T20:26:28.022859] [INFO ] [sig       ] [1972/3548] Completed MAN in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-26T20:26:28.022903] [INFO ] [sig       ] [1973/3548] Forecasting MANH...
[2025-12-26T20:26:28.022935] [INFO ] [sig       ] Generating forecast for: MANH
[2025-12-26T20:26:28.022965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2025-12-26T20:26:28.034561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2025-12-26T20:26:28.034965] [INFO ] [FORECASTER] Starting predict_future for MANH
[2025-12-26T20:26:28.035777] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2025-12-26T20:26:28.035830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:28.035863] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:28.035890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:28.035950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:28.093039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:28.093774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:28.093861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:28.093893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:28.214761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:28.214913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:28.214956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:28.214984] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:28.218421] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: UP (p=84.35%)
[2025-12-26T20:26:28.218717] [INFO ] [FORECASTER] Completed predict_future for MANH
[2025-12-26T20:26:28.218845] [INFO ] [sig       ] MANH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:28.360919] [INFO ] [LOCAL     ] Saved forecast: MANH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MANH.txt
[2025-12-26T20:26:28.361049] [INFO ] [sig       ] [1973/3548] Completed MANH in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-26T20:26:28.361103] [INFO ] [sig       ] [1974/3548] Forecasting MARA...
[2025-12-26T20:26:28.361135] [INFO ] [sig       ] Generating forecast for: MARA
[2025-12-26T20:26:28.361164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2025-12-26T20:26:28.372325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2025-12-26T20:26:28.372652] [INFO ] [FORECASTER] Starting predict_future for MARA
[2025-12-26T20:26:28.373409] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2025-12-26T20:26:28.373460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:28.373491] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:28.373517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:28.373599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:28.430019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:28.430745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:28.430822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:28.430855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:28.555593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:28.555751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:28.555792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:28.555819] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:28.559217] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: UP (p=80.28%)
[2025-12-26T20:26:28.559505] [INFO ] [FORECASTER] Completed predict_future for MARA
[2025-12-26T20:26:28.559655] [INFO ] [sig       ] MARA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:28.698353] [INFO ] [LOCAL     ] Saved forecast: MARA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MARA.txt
[2025-12-26T20:26:28.698505] [INFO ] [sig       ] [1974/3548] Completed MARA in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-26T20:26:28.698545] [INFO ] [sig       ] [1975/3548] Forecasting MAS...
[2025-12-26T20:26:28.698597] [INFO ] [sig       ] Generating forecast for: MAS
[2025-12-26T20:26:28.698630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-12-26T20:26:28.709447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2025-12-26T20:26:28.709805] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-12-26T20:26:28.710562] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-12-26T20:26:28.710633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:28.710665] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:28.710691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:28.710748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:28.767023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:28.767780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:28.767859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:28.767891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:28.885466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:28.885633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:28.885676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:28.885705] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:28.889050] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: DOWN (p=9.64%)
[2025-12-26T20:26:28.889319] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-12-26T20:26:28.889456] [INFO ] [sig       ] MAS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:29.027810] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MAS.txt
[2025-12-26T20:26:29.027935] [INFO ] [sig       ] [1975/3548] Completed MAS in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-26T20:26:29.027973] [INFO ] [sig       ] [1976/3548] Forecasting MASI...
[2025-12-26T20:26:29.028002] [INFO ] [sig       ] Generating forecast for: MASI
[2025-12-26T20:26:29.028031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2025-12-26T20:26:29.039257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2025-12-26T20:26:29.039592] [INFO ] [FORECASTER] Starting predict_future for MASI
[2025-12-26T20:26:29.040349] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2025-12-26T20:26:29.040399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:29.040430] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:29.040457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:29.040515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:29.100064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:29.100846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:29.100926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:29.100957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:29.217748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:29.217900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:29.217943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:29.217972] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:29.221321] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: UP (p=72.87%)
[2025-12-26T20:26:29.221609] [INFO ] [FORECASTER] Completed predict_future for MASI
[2025-12-26T20:26:29.221731] [INFO ] [sig       ] MASI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:29.360990] [INFO ] [LOCAL     ] Saved forecast: MASI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MASI.txt
[2025-12-26T20:26:29.361117] [INFO ] [sig       ] [1976/3548] Completed MASI in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-26T20:26:29.361157] [INFO ] [sig       ] [1977/3548] Forecasting MASS...
[2025-12-26T20:26:29.361196] [INFO ] [sig       ] Generating forecast for: MASS
[2025-12-26T20:26:29.361225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2025-12-26T20:26:29.372020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2025-12-26T20:26:29.372319] [INFO ] [FORECASTER] Starting predict_future for MASS
[2025-12-26T20:26:29.373096] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2025-12-26T20:26:29.373148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:29.373181] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:29.373211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:29.373268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:29.430199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:29.431055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:29.431135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:29.431168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:29.550692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:29.550842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:29.550883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:29.550939] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:29.554352] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: UP (p=91.82%)
[2025-12-26T20:26:29.554641] [INFO ] [FORECASTER] Completed predict_future for MASS
[2025-12-26T20:26:29.554763] [INFO ] [sig       ] MASS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:29.693667] [INFO ] [LOCAL     ] Saved forecast: MASS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MASS.txt
[2025-12-26T20:26:29.693795] [INFO ] [sig       ] [1977/3548] Completed MASS in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-26T20:26:29.693834] [INFO ] [sig       ] [1978/3548] Forecasting MATX...
[2025-12-26T20:26:29.693863] [INFO ] [sig       ] Generating forecast for: MATX
[2025-12-26T20:26:29.693893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-12-26T20:26:29.704537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2025-12-26T20:26:29.704864] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-12-26T20:26:29.705736] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-12-26T20:26:29.705789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:29.705820] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:29.705847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:29.705911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:29.762545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:29.763257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:29.763361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:29.763395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:29.882827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:29.882978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:29.883020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:29.883047] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:29.886455] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: UP (p=57.63%)
[2025-12-26T20:26:29.886767] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-12-26T20:26:29.886900] [INFO ] [sig       ] MATX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:30.027904] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MATX.txt
[2025-12-26T20:26:30.028033] [INFO ] [sig       ] [1978/3548] Completed MATX in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-26T20:26:30.028071] [INFO ] [sig       ] [1979/3548] Forecasting MAX...
[2025-12-26T20:26:30.028100] [INFO ] [sig       ] Generating forecast for: MAX
[2025-12-26T20:26:30.028134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-12-26T20:26:30.039444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2025-12-26T20:26:30.039805] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-12-26T20:26:30.040617] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-12-26T20:26:30.040675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:30.040709] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:30.040737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:30.040798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:30.097756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:30.098391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:30.098483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:30.098516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:30.214959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:30.215112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:30.215155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:30.215184] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:30.218499] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: UP (p=94.95%)
[2025-12-26T20:26:30.218792] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-12-26T20:26:30.218938] [INFO ] [sig       ] MAX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:30.359235] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MAX.txt
[2025-12-26T20:26:30.359388] [INFO ] [sig       ] [1979/3548] Completed MAX in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-26T20:26:30.359428] [INFO ] [sig       ] [1980/3548] Forecasting MAXI...
[2025-12-26T20:26:30.359458] [INFO ] [sig       ] Generating forecast for: MAXI
[2025-12-26T20:26:30.359487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2025-12-26T20:26:30.372988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2025-12-26T20:26:30.373523] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2025-12-26T20:26:30.374500] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2025-12-26T20:26:30.374555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:30.374609] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:30.374637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:30.374703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:30.435860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:30.437054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:30.437157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:30.437194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:30.557608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:30.557841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:30.557894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:30.557924] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:30.562155] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: UP (p=79.05%)
[2025-12-26T20:26:30.562481] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2025-12-26T20:26:30.562645] [INFO ] [sig       ] MAXI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:30.714459] [INFO ] [LOCAL     ] Saved forecast: MAXI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MAXI.txt
[2025-12-26T20:26:30.714690] [INFO ] [sig       ] [1980/3548] Completed MAXI in 0.4s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-26T20:26:30.714742] [INFO ] [sig       ] [1981/3548] Forecasting MAXN...
[2025-12-26T20:26:30.714779] [INFO ] [sig       ] Generating forecast for: MAXN
[2025-12-26T20:26:30.714816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2025-12-26T20:26:30.727630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2025-12-26T20:26:30.728099] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2025-12-26T20:26:30.729005] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2025-12-26T20:26:30.729059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:30.729110] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:30.729138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:30.729197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:30.786691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:30.787540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:30.787648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:30.787683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:30.902212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:30.902372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:30.902417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:30.902447] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:30.905956] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: DOWN (p=23.30%)
[2025-12-26T20:26:30.906250] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2025-12-26T20:26:30.906382] [INFO ] [sig       ] MAXN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:31.058349] [INFO ] [LOCAL     ] Saved forecast: MAXN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MAXN.txt
[2025-12-26T20:26:31.058551] [INFO ] [sig       ] [1981/3548] Completed MAXN in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-26T20:26:31.058612] [INFO ] [sig       ] [1982/3548] Forecasting MBB...
[2025-12-26T20:26:31.058644] [INFO ] [sig       ] Generating forecast for: MBB
[2025-12-26T20:26:31.058675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2025-12-26T20:26:31.070485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2025-12-26T20:26:31.070951] [INFO ] [FORECASTER] Starting predict_future for MBB
[2025-12-26T20:26:31.071801] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2025-12-26T20:26:31.071854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:31.071886] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:31.071912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:31.071970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:31.128542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:31.129480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:31.129567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:31.129620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:31.249329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:31.249495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:31.249541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:31.249587] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:31.252962] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: DOWN (p=32.82%)
[2025-12-26T20:26:31.253240] [INFO ] [FORECASTER] Completed predict_future for MBB
[2025-12-26T20:26:31.253360] [INFO ] [sig       ] MBB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:31.393657] [INFO ] [LOCAL     ] Saved forecast: MBB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MBB.txt
[2025-12-26T20:26:31.393821] [INFO ] [sig       ] [1982/3548] Completed MBB in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-26T20:26:31.393862] [INFO ] [sig       ] [1983/3548] Forecasting MBC...
[2025-12-26T20:26:31.393891] [INFO ] [sig       ] Generating forecast for: MBC
[2025-12-26T20:26:31.393921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-12-26T20:26:31.405770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2025-12-26T20:26:31.406168] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-12-26T20:26:31.406969] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-12-26T20:26:31.407022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:31.407053] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:31.407080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:31.407137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:31.465215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:31.466058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:31.466143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:31.466176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:31.583304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:31.583457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:31.583501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:31.583528] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:31.586925] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: UP (p=51.71%)
[2025-12-26T20:26:31.587194] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-12-26T20:26:31.587315] [INFO ] [sig       ] MBC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:31.736481] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MBC.txt
[2025-12-26T20:26:31.736655] [INFO ] [sig       ] [1983/3548] Completed MBC in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-26T20:26:31.736697] [INFO ] [sig       ] [1984/3548] Forecasting MBCN...
[2025-12-26T20:26:31.736727] [INFO ] [sig       ] Generating forecast for: MBCN
[2025-12-26T20:26:31.736756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2025-12-26T20:26:31.746880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2025-12-26T20:26:31.747149] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2025-12-26T20:26:31.747938] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2025-12-26T20:26:31.747989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:31.748020] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:31.748047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:31.748104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:31.804671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:31.805373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:31.805452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:31.805485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:31.904248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:31.904402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:31.904446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:31.904476] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:31.907874] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: UP (p=92.38%)
[2025-12-26T20:26:31.908154] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2025-12-26T20:26:31.908281] [INFO ] [sig       ] MBCN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:32.056082] [INFO ] [LOCAL     ] Saved forecast: MBCN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MBCN.txt
[2025-12-26T20:26:32.056234] [INFO ] [sig       ] [1984/3548] Completed MBCN in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-26T20:26:32.056274] [INFO ] [sig       ] [1985/3548] Forecasting MBI...
[2025-12-26T20:26:32.056303] [INFO ] [sig       ] Generating forecast for: MBI
[2025-12-26T20:26:32.056362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-12-26T20:26:32.067523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2025-12-26T20:26:32.067910] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-12-26T20:26:32.068709] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-12-26T20:26:32.068760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:32.068818] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:32.068846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:32.068931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:32.126218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:32.127100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:32.127180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:32.127212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:32.247168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:32.247318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:32.247360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:32.247388] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:32.250832] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: DOWN (p=46.21%)
[2025-12-26T20:26:32.251107] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-12-26T20:26:32.251230] [INFO ] [sig       ] MBI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:32.392947] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MBI.txt
[2025-12-26T20:26:32.393080] [INFO ] [sig       ] [1985/3548] Completed MBI in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-26T20:26:32.393120] [INFO ] [sig       ] [1986/3548] Forecasting MBIN...
[2025-12-26T20:26:32.393149] [INFO ] [sig       ] Generating forecast for: MBIN
[2025-12-26T20:26:32.393179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2025-12-26T20:26:32.404208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2025-12-26T20:26:32.404524] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2025-12-26T20:26:32.405319] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2025-12-26T20:26:32.405370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:32.405400] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:32.405426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:32.405483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:32.464056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:32.464904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:32.464987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:32.465021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:32.579387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:32.579539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:32.579601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:32.579633] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:32.583194] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: UP (p=97.83%)
[2025-12-26T20:26:32.583511] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2025-12-26T20:26:32.583697] [INFO ] [sig       ] MBIN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:32.723902] [INFO ] [LOCAL     ] Saved forecast: MBIN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MBIN.txt
[2025-12-26T20:26:32.724058] [INFO ] [sig       ] [1986/3548] Completed MBIN in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-26T20:26:32.724109] [INFO ] [sig       ] [1987/3548] Forecasting MBIO...
[2025-12-26T20:26:32.724141] [INFO ] [sig       ] Generating forecast for: MBIO
[2025-12-26T20:26:32.724173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'.
[2025-12-26T20:26:32.735626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIO'.
[2025-12-26T20:26:32.736037] [INFO ] [FORECASTER] Starting predict_future for MBIO
[2025-12-26T20:26:32.736856] [DEBUG] [LOCAL     ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt
[2025-12-26T20:26:32.736909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:32.736942] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:32.736969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:32.737030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:32.798656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:32.799626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:32.799717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:32.799750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:32.924270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:32.924423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:32.924469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:32.924499] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:32.927946] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: UP (p=66.73%)
[2025-12-26T20:26:32.928222] [INFO ] [FORECASTER] Completed predict_future for MBIO
[2025-12-26T20:26:32.928356] [INFO ] [sig       ] MBIO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:33.069894] [INFO ] [LOCAL     ] Saved forecast: MBIO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MBIO.txt
[2025-12-26T20:26:33.070025] [INFO ] [sig       ] [1987/3548] Completed MBIO in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-26T20:26:33.070063] [INFO ] [sig       ] [1988/3548] Forecasting MBLY...
[2025-12-26T20:26:33.070092] [INFO ] [sig       ] Generating forecast for: MBLY
[2025-12-26T20:26:33.070123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2025-12-26T20:26:33.080782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2025-12-26T20:26:33.081102] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2025-12-26T20:26:33.081894] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2025-12-26T20:26:33.081945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:33.081976] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:33.082003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:33.082061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:33.140123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:33.140929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:33.141015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:33.141049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:33.265094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:33.265261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:33.265319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:33.265403] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:33.269073] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: UP (p=91.23%)
[2025-12-26T20:26:33.269379] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2025-12-26T20:26:33.269518] [INFO ] [sig       ] MBLY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:33.416675] [INFO ] [LOCAL     ] Saved forecast: MBLY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MBLY.txt
[2025-12-26T20:26:33.416818] [INFO ] [sig       ] [1988/3548] Completed MBLY in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-26T20:26:33.416863] [INFO ] [sig       ] [1989/3548] Forecasting MBS...
[2025-12-26T20:26:33.416893] [INFO ] [sig       ] Generating forecast for: MBS
[2025-12-26T20:26:33.416924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2025-12-26T20:26:33.428115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2025-12-26T20:26:33.428433] [INFO ] [FORECASTER] Starting predict_future for MBS
[2025-12-26T20:26:33.429271] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2025-12-26T20:26:33.429324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:33.429356] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:33.429383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:33.429440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:33.488669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:33.489534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:33.489636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:33.489672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:33.604772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:33.604918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:33.604961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:33.604990] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:33.608446] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: UP (p=75.47%)
[2025-12-26T20:26:33.608744] [INFO ] [FORECASTER] Completed predict_future for MBS
[2025-12-26T20:26:33.608901] [INFO ] [sig       ] MBS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:33.758694] [INFO ] [LOCAL     ] Saved forecast: MBS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MBS.txt
[2025-12-26T20:26:33.758821] [INFO ] [sig       ] [1989/3548] Completed MBS in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-26T20:26:33.758859] [INFO ] [sig       ] [1990/3548] Forecasting MBWM...
[2025-12-26T20:26:33.758906] [INFO ] [sig       ] Generating forecast for: MBWM
[2025-12-26T20:26:33.758938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2025-12-26T20:26:33.769917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2025-12-26T20:26:33.770258] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2025-12-26T20:26:33.771070] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2025-12-26T20:26:33.771124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:33.771156] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:33.771182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:33.771243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:33.827932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:33.828600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:33.828678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:33.828709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:33.945188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:33.945337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:33.945380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:33.945410] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:33.948911] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: DOWN (p=16.19%)
[2025-12-26T20:26:33.949180] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2025-12-26T20:26:33.949303] [INFO ] [sig       ] MBWM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:34.100775] [INFO ] [LOCAL     ] Saved forecast: MBWM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MBWM.txt
[2025-12-26T20:26:34.100922] [INFO ] [sig       ] [1990/3548] Completed MBWM in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-26T20:26:34.100970] [INFO ] [sig       ] [1991/3548] Forecasting MBX...
[2025-12-26T20:26:34.101001] [INFO ] [sig       ] Generating forecast for: MBX
[2025-12-26T20:26:34.101033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2025-12-26T20:26:34.112605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBX'.
[2025-12-26T20:26:34.112953] [INFO ] [FORECASTER] Starting predict_future for MBX
[2025-12-26T20:26:34.113771] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2025-12-26T20:26:34.113825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:34.113866] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:34.113906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:34.113969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:34.171957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:34.172648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:34.172731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:34.172764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:34.296684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:34.296836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:34.296881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:34.296910] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:34.300362] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: UP (p=82.93%)
[2025-12-26T20:26:34.300663] [INFO ] [FORECASTER] Completed predict_future for MBX
[2025-12-26T20:26:34.300794] [INFO ] [sig       ] MBX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:34.452547] [INFO ] [LOCAL     ] Saved forecast: MBX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MBX.txt
[2025-12-26T20:26:34.452697] [INFO ] [sig       ] [1991/3548] Completed MBX in 0.4s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-26T20:26:34.452736] [INFO ] [sig       ] [1992/3548] Forecasting MC...
[2025-12-26T20:26:34.452765] [INFO ] [sig       ] Generating forecast for: MC
[2025-12-26T20:26:34.452794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-12-26T20:26:34.463906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2025-12-26T20:26:34.464282] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-12-26T20:26:34.465165] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-12-26T20:26:34.465224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:34.465262] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:34.465301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:34.465395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:34.524800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:34.525508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:34.525607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:34.525643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:34.650086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:34.650239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:34.650281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:34.650312] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:34.653789] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: UP (p=56.76%)
[2025-12-26T20:26:34.654066] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-12-26T20:26:34.654192] [INFO ] [sig       ] MC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:34.805274] [INFO ] [LOCAL     ] Saved forecast: MC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MC.txt
[2025-12-26T20:26:34.805408] [INFO ] [sig       ] [1992/3548] Completed MC in 0.4s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-26T20:26:34.805446] [INFO ] [sig       ] [1993/3548] Forecasting MCBS...
[2025-12-26T20:26:34.805476] [INFO ] [sig       ] Generating forecast for: MCBS
[2025-12-26T20:26:34.805505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2025-12-26T20:26:34.817371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2025-12-26T20:26:34.817799] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2025-12-26T20:26:34.818635] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2025-12-26T20:26:34.818687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:34.818719] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:34.818746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:34.818803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:34.875638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:34.876494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:34.876593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:34.876628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:34.999684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:34.999811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:34.999855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:34.999884] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:35.003922] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: UP (p=69.39%)
[2025-12-26T20:26:35.004204] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2025-12-26T20:26:35.004331] [INFO ] [sig       ] MCBS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:35.148428] [INFO ] [LOCAL     ] Saved forecast: MCBS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MCBS.txt
[2025-12-26T20:26:35.148609] [INFO ] [sig       ] [1993/3548] Completed MCBS in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-26T20:26:35.148652] [INFO ] [sig       ] [1994/3548] Forecasting MCHI...
[2025-12-26T20:26:35.148683] [INFO ] [sig       ] Generating forecast for: MCHI
[2025-12-26T20:26:35.148713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2025-12-26T20:26:35.160276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2025-12-26T20:26:35.160679] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2025-12-26T20:26:35.161503] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2025-12-26T20:26:35.161598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:35.161639] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:35.161668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:35.161733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:35.218221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:35.222299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:35.222425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:35.222458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:35.348413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:35.348587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:35.348633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:35.348661] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:35.352198] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: UP (p=60.30%)
[2025-12-26T20:26:35.352477] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2025-12-26T20:26:35.352645] [INFO ] [sig       ] MCHI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:35.497956] [INFO ] [LOCAL     ] Saved forecast: MCHI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MCHI.txt
[2025-12-26T20:26:35.498159] [INFO ] [sig       ] [1994/3548] Completed MCHI in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-26T20:26:35.498205] [INFO ] [sig       ] [1995/3548] Forecasting MCHP...
[2025-12-26T20:26:35.498242] [INFO ] [sig       ] Generating forecast for: MCHP
[2025-12-26T20:26:35.498279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2025-12-26T20:26:35.510094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2025-12-26T20:26:35.510483] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2025-12-26T20:26:35.511548] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2025-12-26T20:26:35.511621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:35.511655] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:35.511683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:35.511742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:35.569512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:35.570385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:35.570522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:35.570558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:35.694770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:35.694920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:35.694964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:35.694994] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:35.698484] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: DOWN (p=6.24%)
[2025-12-26T20:26:35.698789] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2025-12-26T20:26:35.698950] [INFO ] [sig       ] MCHP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:35.841809] [INFO ] [LOCAL     ] Saved forecast: MCHP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MCHP.txt
[2025-12-26T20:26:35.841962] [INFO ] [sig       ] [1995/3548] Completed MCHP in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-26T20:26:35.842001] [INFO ] [sig       ] [1996/3548] Forecasting MCHX...
[2025-12-26T20:26:35.842031] [INFO ] [sig       ] Generating forecast for: MCHX
[2025-12-26T20:26:35.842062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2025-12-26T20:26:35.853425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2025-12-26T20:26:35.853800] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2025-12-26T20:26:35.854648] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2025-12-26T20:26:35.854699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:35.854731] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:35.854757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:35.854814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:35.912857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:35.913561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:35.913656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:35.913688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:36.021341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:36.021492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:36.021535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:36.021566] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:36.025116] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-12-26T20:26:36.025396] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2025-12-26T20:26:36.025521] [INFO ] [sig       ] MCHX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:36.170444] [INFO ] [LOCAL     ] Saved forecast: MCHX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MCHX.txt
[2025-12-26T20:26:36.170833] [INFO ] [sig       ] [1996/3548] Completed MCHX in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-26T20:26:36.170882] [INFO ] [sig       ] [1997/3548] Forecasting MCI...
[2025-12-26T20:26:36.170912] [INFO ] [sig       ] Generating forecast for: MCI
[2025-12-26T20:26:36.170950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-12-26T20:26:36.182978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2025-12-26T20:26:36.183309] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-12-26T20:26:36.184132] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-12-26T20:26:36.184183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:36.184214] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:36.184241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:36.184306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:36.243899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:36.244597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:36.244683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:36.244716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:36.362978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:36.363139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:36.363183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:36.363212] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:36.367155] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: UP (p=59.86%)
[2025-12-26T20:26:36.367468] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-12-26T20:26:36.367620] [INFO ] [sig       ] MCI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:36.519010] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MCI.txt
[2025-12-26T20:26:36.519162] [INFO ] [sig       ] [1997/3548] Completed MCI in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-26T20:26:36.519208] [INFO ] [sig       ] [1998/3548] Forecasting MCK...
[2025-12-26T20:26:36.519239] [INFO ] [sig       ] Generating forecast for: MCK
[2025-12-26T20:26:36.519268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-12-26T20:26:36.530663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2025-12-26T20:26:36.530978] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-12-26T20:26:36.531751] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-12-26T20:26:36.531802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:36.531834] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:36.531860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:36.531918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:36.589172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:36.589850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:36.589929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:36.589961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:36.711155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:36.711305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:36.711348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:36.711379] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:36.714803] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=71.78%)
[2025-12-26T20:26:36.715078] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-12-26T20:26:36.715217] [INFO ] [sig       ] MCK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:36.859275] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MCK.txt
[2025-12-26T20:26:36.859484] [INFO ] [sig       ] [1998/3548] Completed MCK in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-26T20:26:36.859526] [INFO ] [sig       ] [1999/3548] Forecasting MCN...
[2025-12-26T20:26:36.859556] [INFO ] [sig       ] Generating forecast for: MCN
[2025-12-26T20:26:36.859603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-12-26T20:26:36.870795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2025-12-26T20:26:36.871168] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-12-26T20:26:36.871968] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-12-26T20:26:36.872019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:36.872051] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:36.872076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:36.872134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:36.931166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:36.932066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:36.932149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:36.932182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:37.052724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:37.052879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:37.052921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:37.052950] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:37.056278] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: UP (p=97.90%)
[2025-12-26T20:26:37.056596] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-12-26T20:26:37.056724] [INFO ] [sig       ] MCN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:37.197693] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MCN.txt
[2025-12-26T20:26:37.197847] [INFO ] [sig       ] [1999/3548] Completed MCN in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-26T20:26:37.197887] [INFO ] [sig       ] [2000/3548] Forecasting MCO...
[2025-12-26T20:26:37.197917] [INFO ] [sig       ] Generating forecast for: MCO
[2025-12-26T20:26:37.197947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-12-26T20:26:37.209321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2025-12-26T20:26:37.209697] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-12-26T20:26:37.210462] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-12-26T20:26:37.210513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:37.210544] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:37.210592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:37.210652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:37.267682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:37.268532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:37.268634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:37.268666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:37.389920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:37.390070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:37.390112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:37.390140] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:37.393558] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: UP (p=64.10%)
[2025-12-26T20:26:37.393853] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-12-26T20:26:37.393980] [INFO ] [sig       ] MCO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:37.541213] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MCO.txt
[2025-12-26T20:26:37.541373] [INFO ] [sig       ] [2000/3548] Completed MCO in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-26T20:26:37.541414] [INFO ] [sig       ] [2001/3548] Forecasting MCRB...
[2025-12-26T20:26:37.541444] [INFO ] [sig       ] Generating forecast for: MCRB
[2025-12-26T20:26:37.541473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2025-12-26T20:26:37.553384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2025-12-26T20:26:37.553977] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2025-12-26T20:26:37.554948] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2025-12-26T20:26:37.555000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:37.555031] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:37.555058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:37.555115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:37.613946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:37.614830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:37.614915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:37.614948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:37.740383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:37.740562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:37.740645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:37.740677] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:37.744375] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: UP (p=80.97%)
[2025-12-26T20:26:37.744793] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2025-12-26T20:26:37.744929] [INFO ] [sig       ] MCRB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:37.886307] [INFO ] [LOCAL     ] Saved forecast: MCRB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MCRB.txt
[2025-12-26T20:26:37.886465] [INFO ] [sig       ] [2001/3548] Completed MCRB in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-26T20:26:37.886504] [INFO ] [sig       ] [2002/3548] Forecasting MCRI...
[2025-12-26T20:26:37.886535] [INFO ] [sig       ] Generating forecast for: MCRI
[2025-12-26T20:26:37.886565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2025-12-26T20:26:37.899472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2025-12-26T20:26:37.900023] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2025-12-26T20:26:37.901120] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2025-12-26T20:26:37.901171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:37.901228] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:37.901256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:37.901315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:37.959334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:37.959945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:37.960021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:37.960052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:38.080461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:38.080615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:38.080657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:38.080685] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:38.083996] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: DOWN (p=44.78%)
[2025-12-26T20:26:38.084263] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2025-12-26T20:26:38.084384] [INFO ] [sig       ] MCRI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:38.225169] [INFO ] [LOCAL     ] Saved forecast: MCRI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MCRI.txt
[2025-12-26T20:26:38.225292] [INFO ] [sig       ] [2002/3548] Completed MCRI in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-26T20:26:38.225330] [INFO ] [sig       ] [2003/3548] Forecasting MCS...
[2025-12-26T20:26:38.225360] [INFO ] [sig       ] Generating forecast for: MCS
[2025-12-26T20:26:38.225389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-12-26T20:26:38.236261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2025-12-26T20:26:38.236548] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-12-26T20:26:38.237321] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-12-26T20:26:38.237371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:38.237402] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:38.237428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:38.237486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:38.294896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:38.295540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:38.295632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:38.295664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:38.416114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:38.416256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:38.416298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:38.416326] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:38.419687] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: DOWN (p=31.09%)
[2025-12-26T20:26:38.419954] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-12-26T20:26:38.420075] [INFO ] [sig       ] MCS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:38.564461] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MCS.txt
[2025-12-26T20:26:38.564587] [INFO ] [sig       ] [2003/3548] Completed MCS in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-26T20:26:38.564627] [INFO ] [sig       ] [2004/3548] Forecasting MCY...
[2025-12-26T20:26:38.564656] [INFO ] [sig       ] Generating forecast for: MCY
[2025-12-26T20:26:38.564685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-12-26T20:26:38.577731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2025-12-26T20:26:38.578022] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-12-26T20:26:38.578904] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-12-26T20:26:38.578956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:38.578987] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:38.579013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:38.579071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:38.635835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:38.636508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:38.636612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:38.636648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:38.751329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:38.751471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:38.751513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:38.751541] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:38.754852] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: UP (p=71.44%)
[2025-12-26T20:26:38.755117] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-12-26T20:26:38.755239] [INFO ] [sig       ] MCY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:38.895645] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MCY.txt
[2025-12-26T20:26:38.895777] [INFO ] [sig       ] [2004/3548] Completed MCY in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-26T20:26:38.895815] [INFO ] [sig       ] [2005/3548] Forecasting MD...
[2025-12-26T20:26:38.895844] [INFO ] [sig       ] Generating forecast for: MD
[2025-12-26T20:26:38.895874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-12-26T20:26:38.906881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2025-12-26T20:26:38.907167] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-12-26T20:26:38.907952] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-12-26T20:26:38.908002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:38.908073] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:38.908102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:38.908160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:38.964998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:38.965670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:38.965748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:38.965780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:39.084548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:39.084715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:39.084758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:39.084786] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:39.088252] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=91.39%)
[2025-12-26T20:26:39.088529] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-12-26T20:26:39.088674] [INFO ] [sig       ] MD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:39.229402] [INFO ] [LOCAL     ] Saved forecast: MD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MD.txt
[2025-12-26T20:26:39.229531] [INFO ] [sig       ] [2005/3548] Completed MD in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-26T20:26:39.229587] [INFO ] [sig       ] [2006/3548] Forecasting MDAI...
[2025-12-26T20:26:39.229622] [INFO ] [sig       ] Generating forecast for: MDAI
[2025-12-26T20:26:39.229653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2025-12-26T20:26:39.242408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2025-12-26T20:26:39.242757] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2025-12-26T20:26:39.243596] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2025-12-26T20:26:39.243657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:39.243690] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:39.243718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:39.243779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:39.307192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:39.307982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:39.308065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:39.308098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:39.425102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:39.425237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:39.425278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:39.425306] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:39.428594] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: UP (p=93.51%)
[2025-12-26T20:26:39.428859] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2025-12-26T20:26:39.428997] [INFO ] [sig       ] MDAI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:39.567640] [INFO ] [LOCAL     ] Saved forecast: MDAI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MDAI.txt
[2025-12-26T20:26:39.567766] [INFO ] [sig       ] [2006/3548] Completed MDAI in 0.3s | 2.89 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-26T20:26:39.567804] [INFO ] [sig       ] [2007/3548] Forecasting MDB...
[2025-12-26T20:26:39.567833] [INFO ] [sig       ] Generating forecast for: MDB
[2025-12-26T20:26:39.567872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2025-12-26T20:26:39.579954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2025-12-26T20:26:39.580371] [INFO ] [FORECASTER] Starting predict_future for MDB
[2025-12-26T20:26:39.581249] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2025-12-26T20:26:39.581306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:39.581340] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:39.581369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:39.581429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:39.642447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:39.643110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:39.643190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:39.643224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:39.767033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:39.767179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:39.767222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:39.767251] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:39.771127] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: UP (p=91.75%)
[2025-12-26T20:26:39.771407] [INFO ] [FORECASTER] Completed predict_future for MDB
[2025-12-26T20:26:39.771532] [INFO ] [sig       ] MDB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:39.918404] [INFO ] [LOCAL     ] Saved forecast: MDB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MDB.txt
[2025-12-26T20:26:39.918535] [INFO ] [sig       ] [2007/3548] Completed MDB in 0.4s | 2.88 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-26T20:26:39.918589] [INFO ] [sig       ] [2008/3548] Forecasting MDGL...
[2025-12-26T20:26:39.918621] [INFO ] [sig       ] Generating forecast for: MDGL
[2025-12-26T20:26:39.918649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2025-12-26T20:26:39.929340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2025-12-26T20:26:39.929877] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2025-12-26T20:26:39.930897] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2025-12-26T20:26:39.930949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:39.930984] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:39.931011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:39.931070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:39.993900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:39.994539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:39.994635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:39.994672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:40.109352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:40.109500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:40.109542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:40.109587] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:40.112898] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: DOWN (p=7.41%)
[2025-12-26T20:26:40.113162] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2025-12-26T20:26:40.113283] [INFO ] [sig       ] MDGL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:40.256964] [INFO ] [LOCAL     ] Saved forecast: MDGL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MDGL.txt
[2025-12-26T20:26:40.257077] [INFO ] [sig       ] [2008/3548] Completed MDGL in 0.3s | 2.89 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-26T20:26:40.257116] [INFO ] [sig       ] [2009/3548] Forecasting MDLZ...
[2025-12-26T20:26:40.257150] [INFO ] [sig       ] Generating forecast for: MDLZ
[2025-12-26T20:26:40.257180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2025-12-26T20:26:40.268533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2025-12-26T20:26:40.268948] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2025-12-26T20:26:40.269861] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2025-12-26T20:26:40.269920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:40.269963] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:40.269995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:40.270069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:40.331665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:40.332289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:40.332371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:40.332409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:40.453094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:40.453232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:40.453276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:40.453306] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:40.456871] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: DOWN (p=1.62%)
[2025-12-26T20:26:40.457147] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2025-12-26T20:26:40.457278] [INFO ] [sig       ] MDLZ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:40.600983] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MDLZ.txt
[2025-12-26T20:26:40.601106] [INFO ] [sig       ] [2009/3548] Completed MDLZ in 0.3s | 2.89 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-26T20:26:40.601147] [INFO ] [sig       ] [2010/3548] Forecasting MDWD...
[2025-12-26T20:26:40.601178] [INFO ] [sig       ] Generating forecast for: MDWD
[2025-12-26T20:26:40.601209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2025-12-26T20:26:40.612613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2025-12-26T20:26:40.612959] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2025-12-26T20:26:40.613815] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2025-12-26T20:26:40.613870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:40.613903] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:40.613931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:40.613991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:40.675302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:40.675963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:40.676043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:40.676077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:40.791913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:40.792058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:40.792099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:40.792127] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:40.795494] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: DOWN (p=17.22%)
[2025-12-26T20:26:40.795787] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2025-12-26T20:26:40.795912] [INFO ] [sig       ] MDWD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:40.942904] [INFO ] [LOCAL     ] Saved forecast: MDWD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MDWD.txt
[2025-12-26T20:26:40.943025] [INFO ] [sig       ] [2010/3548] Completed MDWD in 0.3s | 2.89 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-26T20:26:40.943064] [INFO ] [sig       ] [2011/3548] Forecasting MDXG...
[2025-12-26T20:26:40.943092] [INFO ] [sig       ] Generating forecast for: MDXG
[2025-12-26T20:26:40.943120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2025-12-26T20:26:40.954316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2025-12-26T20:26:40.954658] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2025-12-26T20:26:40.955463] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2025-12-26T20:26:40.955516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:40.955551] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:40.955610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:40.955677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:41.020256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:41.021478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:41.021599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:41.021640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:41.151995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:41.152161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:41.152205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:41.152233] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:41.155664] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: DOWN (p=36.62%)
[2025-12-26T20:26:41.155948] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2025-12-26T20:26:41.156079] [INFO ] [sig       ] MDXG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:41.296705] [INFO ] [LOCAL     ] Saved forecast: MDXG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MDXG.txt
[2025-12-26T20:26:41.296881] [INFO ] [sig       ] [2011/3548] Completed MDXG in 0.4s | 2.89 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-26T20:26:41.296922] [INFO ] [sig       ] [2012/3548] Forecasting MDXH...
[2025-12-26T20:26:41.296951] [INFO ] [sig       ] Generating forecast for: MDXH
[2025-12-26T20:26:41.296981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2025-12-26T20:26:41.308517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2025-12-26T20:26:41.308989] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2025-12-26T20:26:41.309827] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2025-12-26T20:26:41.309877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:41.309908] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:41.309935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:41.309994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:41.370406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:41.371333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:41.371473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:41.371510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:41.492387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:41.492560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:41.492622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:41.492669] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:41.496148] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: DOWN (p=26.88%)
[2025-12-26T20:26:41.496427] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2025-12-26T20:26:41.496553] [INFO ] [sig       ] MDXH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:41.635491] [INFO ] [LOCAL     ] Saved forecast: MDXH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MDXH.txt
[2025-12-26T20:26:41.635630] [INFO ] [sig       ] [2012/3548] Completed MDXH in 0.3s | 2.89 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-26T20:26:41.635670] [INFO ] [sig       ] [2013/3548] Forecasting MEC...
[2025-12-26T20:26:41.635700] [INFO ] [sig       ] Generating forecast for: MEC
[2025-12-26T20:26:41.635729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-12-26T20:26:41.647069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2025-12-26T20:26:41.647374] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-12-26T20:26:41.648201] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-12-26T20:26:41.648252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:41.648283] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:41.648308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:41.648368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:41.708877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:41.709684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:41.709763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:41.709795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:41.827340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:41.827493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:41.827534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:41.827562] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:41.831029] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=3.60%)
[2025-12-26T20:26:41.831298] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-12-26T20:26:41.831420] [INFO ] [sig       ] MEC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:41.971323] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MEC.txt
[2025-12-26T20:26:41.971439] [INFO ] [sig       ] [2013/3548] Completed MEC in 0.3s | 2.89 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-26T20:26:41.971476] [INFO ] [sig       ] [2014/3548] Forecasting MED...
[2025-12-26T20:26:41.971508] [INFO ] [sig       ] Generating forecast for: MED
[2025-12-26T20:26:41.971539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-12-26T20:26:41.982679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2025-12-26T20:26:41.983000] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-12-26T20:26:41.983800] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-12-26T20:26:41.983851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:41.983882] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:41.983908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:41.983965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:42.041934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:42.042804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:42.042889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:42.042939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:42.170224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:42.170379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:42.170424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:42.170459] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:42.173905] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: UP (p=86.22%)
[2025-12-26T20:26:42.174185] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-12-26T20:26:42.174312] [INFO ] [sig       ] MED: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:42.313765] [INFO ] [LOCAL     ] Saved forecast: MED	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MED.txt
[2025-12-26T20:26:42.313874] [INFO ] [sig       ] [2014/3548] Completed MED in 0.3s | 2.89 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-26T20:26:42.313912] [INFO ] [sig       ] [2015/3548] Forecasting MEDP...
[2025-12-26T20:26:42.313941] [INFO ] [sig       ] Generating forecast for: MEDP
[2025-12-26T20:26:42.313970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2025-12-26T20:26:42.324899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2025-12-26T20:26:42.325203] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2025-12-26T20:26:42.325978] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2025-12-26T20:26:42.326048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:42.326080] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:42.326106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:42.326164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:42.382471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:42.383084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:42.383163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:42.383193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:42.502428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:42.502586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:42.502631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:42.502660] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:42.505985] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: DOWN (p=23.33%)
[2025-12-26T20:26:42.506255] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2025-12-26T20:26:42.506377] [INFO ] [sig       ] MEDP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:42.649913] [INFO ] [LOCAL     ] Saved forecast: MEDP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MEDP.txt
[2025-12-26T20:26:42.650067] [INFO ] [sig       ] [2015/3548] Completed MEDP in 0.3s | 2.89 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-26T20:26:42.650107] [INFO ] [sig       ] [2016/3548] Forecasting MEG...
[2025-12-26T20:26:42.650137] [INFO ] [sig       ] Generating forecast for: MEG
[2025-12-26T20:26:42.650166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-12-26T20:26:42.662462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2025-12-26T20:26:42.662963] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-12-26T20:26:42.663869] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-12-26T20:26:42.663922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:42.663955] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:42.663980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:42.664054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:42.722247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:42.723245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:42.723337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:42.723370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:42.845418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:42.845613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:42.845662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:42.845689] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:42.849264] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: UP (p=84.56%)
[2025-12-26T20:26:42.849542] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-12-26T20:26:42.849687] [INFO ] [sig       ] MEG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:42.988848] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MEG.txt
[2025-12-26T20:26:42.988996] [INFO ] [sig       ] [2016/3548] Completed MEG in 0.3s | 2.89 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-26T20:26:42.989034] [INFO ] [sig       ] [2017/3548] Forecasting MEGI...
[2025-12-26T20:26:42.989065] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-12-26T20:26:42.989094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-12-26T20:26:42.999826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2025-12-26T20:26:43.000161] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-12-26T20:26:43.001018] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-12-26T20:26:43.001070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:43.001102] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:43.001129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:43.001187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:43.058940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:43.059648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:43.059728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:43.059762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:43.178616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:43.178758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:43.178798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:43.178825] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:43.182175] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=41.65%)
[2025-12-26T20:26:43.182440] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-12-26T20:26:43.182561] [INFO ] [sig       ] MEGI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:43.323834] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MEGI.txt
[2025-12-26T20:26:43.323993] [INFO ] [sig       ] [2017/3548] Completed MEGI in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-26T20:26:43.324034] [INFO ] [sig       ] [2018/3548] Forecasting MEI...
[2025-12-26T20:26:43.324065] [INFO ] [sig       ] Generating forecast for: MEI
[2025-12-26T20:26:43.324095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-12-26T20:26:43.335151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2025-12-26T20:26:43.335501] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-12-26T20:26:43.336343] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-12-26T20:26:43.336396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:43.336429] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:43.336456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:43.336519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:43.395368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:43.396056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:43.396135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:43.396167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:43.514088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:43.514214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:43.514256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:43.514285] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:43.517626] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: DOWN (p=2.45%)
[2025-12-26T20:26:43.517890] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-12-26T20:26:43.518010] [INFO ] [sig       ] MEI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:43.662634] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MEI.txt
[2025-12-26T20:26:43.662811] [INFO ] [sig       ] [2018/3548] Completed MEI in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-26T20:26:43.662859] [INFO ] [sig       ] [2019/3548] Forecasting MELI...
[2025-12-26T20:26:43.662892] [INFO ] [sig       ] Generating forecast for: MELI
[2025-12-26T20:26:43.662922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2025-12-26T20:26:43.674223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2025-12-26T20:26:43.674537] [INFO ] [FORECASTER] Starting predict_future for MELI
[2025-12-26T20:26:43.675342] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2025-12-26T20:26:43.675395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:43.675453] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:43.675489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:43.675562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:43.734066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:43.734727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:43.734806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:43.734838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:43.851883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:43.852022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:43.852062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:43.852090] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:43.855409] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: UP (p=98.91%)
[2025-12-26T20:26:43.855700] [INFO ] [FORECASTER] Completed predict_future for MELI
[2025-12-26T20:26:43.855822] [INFO ] [sig       ] MELI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:43.996070] [INFO ] [LOCAL     ] Saved forecast: MELI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MELI.txt
[2025-12-26T20:26:43.996199] [INFO ] [sig       ] [2019/3548] Completed MELI in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-26T20:26:43.996238] [INFO ] [sig       ] [2020/3548] Forecasting MEOH...
[2025-12-26T20:26:43.996267] [INFO ] [sig       ] Generating forecast for: MEOH
[2025-12-26T20:26:43.996296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2025-12-26T20:26:44.007222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2025-12-26T20:26:44.007555] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2025-12-26T20:26:44.008419] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2025-12-26T20:26:44.008474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:44.008508] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:44.008536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:44.008612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:44.068125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:44.068770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:44.068851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:44.068907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:44.189586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:44.189739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:44.189785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:44.189814] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:44.193319] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: UP (p=98.10%)
[2025-12-26T20:26:44.193636] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2025-12-26T20:26:44.193763] [INFO ] [sig       ] MEOH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:44.339165] [INFO ] [LOCAL     ] Saved forecast: MEOH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MEOH.txt
[2025-12-26T20:26:44.339300] [INFO ] [sig       ] [2020/3548] Completed MEOH in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-26T20:26:44.339368] [INFO ] [sig       ] [2021/3548] Forecasting MERC...
[2025-12-26T20:26:44.339413] [INFO ] [sig       ] Generating forecast for: MERC
[2025-12-26T20:26:44.339454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2025-12-26T20:26:44.352093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2025-12-26T20:26:44.352462] [INFO ] [FORECASTER] Starting predict_future for MERC
[2025-12-26T20:26:44.353290] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2025-12-26T20:26:44.353343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:44.353378] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:44.353406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:44.353465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:44.414060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:44.414818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:44.414902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:44.414936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:44.533807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:44.533962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:44.534004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:44.534033] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:44.537364] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: DOWN (p=35.29%)
[2025-12-26T20:26:44.537654] [INFO ] [FORECASTER] Completed predict_future for MERC
[2025-12-26T20:26:44.537779] [INFO ] [sig       ] MERC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:44.686043] [INFO ] [LOCAL     ] Saved forecast: MERC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MERC.txt
[2025-12-26T20:26:44.686255] [INFO ] [sig       ] [2021/3548] Completed MERC in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-26T20:26:44.686306] [INFO ] [sig       ] [2022/3548] Forecasting META...
[2025-12-26T20:26:44.686338] [INFO ] [sig       ] Generating forecast for: META
[2025-12-26T20:26:44.686368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2025-12-26T20:26:44.696982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2025-12-26T20:26:44.697334] [INFO ] [FORECASTER] Starting predict_future for META
[2025-12-26T20:26:44.698160] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2025-12-26T20:26:44.698211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:44.698242] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:44.698268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:44.698325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:44.758806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:44.759887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:44.759993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:44.760039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:44.889192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:44.889330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:44.889374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:44.889435] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:44.893093] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: UP (p=66.56%)
[2025-12-26T20:26:44.893387] [INFO ] [FORECASTER] Completed predict_future for META
[2025-12-26T20:26:44.893520] [INFO ] [sig       ] META: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:45.048388] [INFO ] [LOCAL     ] Saved forecast: META	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/META.txt
[2025-12-26T20:26:45.048522] [INFO ] [sig       ] [2022/3548] Completed META in 0.4s | 2.89 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-26T20:26:45.048561] [INFO ] [sig       ] [2023/3548] Forecasting METC...
[2025-12-26T20:26:45.048609] [INFO ] [sig       ] Generating forecast for: METC
[2025-12-26T20:26:45.048640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2025-12-26T20:26:45.059112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2025-12-26T20:26:45.059424] [INFO ] [FORECASTER] Starting predict_future for METC
[2025-12-26T20:26:45.060220] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2025-12-26T20:26:45.060272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:45.060304] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:45.060331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:45.060389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:45.118364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:45.119073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:45.119153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:45.119187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:45.234452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:45.234620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:45.234667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:45.234697] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:45.238275] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: DOWN (p=18.25%)
[2025-12-26T20:26:45.238562] [INFO ] [FORECASTER] Completed predict_future for METC
[2025-12-26T20:26:45.238713] [INFO ] [sig       ] METC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:45.382045] [INFO ] [LOCAL     ] Saved forecast: METC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/METC.txt
[2025-12-26T20:26:45.382174] [INFO ] [sig       ] [2023/3548] Completed METC in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-26T20:26:45.382212] [INFO ] [sig       ] [2024/3548] Forecasting METCB...
[2025-12-26T20:26:45.382242] [INFO ] [sig       ] Generating forecast for: METCB
[2025-12-26T20:26:45.382272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2025-12-26T20:26:45.393501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2025-12-26T20:26:45.393833] [INFO ] [FORECASTER] Starting predict_future for METCB
[2025-12-26T20:26:45.394620] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2025-12-26T20:26:45.394671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:45.394702] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:45.394729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:45.394786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:45.454913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:45.455612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:45.455708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:45.455745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:45.578718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:45.578849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:45.578912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:45.578949] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:45.582557] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: UP (p=51.53%)
[2025-12-26T20:26:45.582867] [INFO ] [FORECASTER] Completed predict_future for METCB
[2025-12-26T20:26:45.582998] [INFO ] [sig       ] METCB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:45.727615] [INFO ] [LOCAL     ] Saved forecast: METCB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/METCB.txt
[2025-12-26T20:26:45.727735] [INFO ] [sig       ] [2024/3548] Completed METCB in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-26T20:26:45.727773] [INFO ] [sig       ] [2025/3548] Forecasting METD...
[2025-12-26T20:26:45.727802] [INFO ] [sig       ] Generating forecast for: METD
[2025-12-26T20:26:45.727833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2025-12-26T20:26:45.738873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2025-12-26T20:26:45.739212] [INFO ] [FORECASTER] Starting predict_future for METD
[2025-12-26T20:26:45.740024] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2025-12-26T20:26:45.740075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:45.740106] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:45.740132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:45.740189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:45.797433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:45.798103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:45.798183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:45.798215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:45.921972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:45.922126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:45.922169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:45.922198] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:45.925519] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: DOWN (p=31.67%)
[2025-12-26T20:26:45.925810] [INFO ] [FORECASTER] Completed predict_future for METD
[2025-12-26T20:26:45.925930] [INFO ] [sig       ] METD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:46.070948] [INFO ] [LOCAL     ] Saved forecast: METD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/METD.txt
[2025-12-26T20:26:46.071070] [INFO ] [sig       ] [2025/3548] Completed METD in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-26T20:26:46.071108] [INFO ] [sig       ] [2026/3548] Forecasting MFA...
[2025-12-26T20:26:46.071137] [INFO ] [sig       ] Generating forecast for: MFA
[2025-12-26T20:26:46.071167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-12-26T20:26:46.082073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2025-12-26T20:26:46.082392] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-12-26T20:26:46.083232] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-12-26T20:26:46.083286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:46.083320] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:46.083348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:46.083407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:46.144249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:46.144924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:46.145004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:46.145038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:46.267468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:46.267637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:46.267680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:46.267708] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:46.271044] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=19.63%)
[2025-12-26T20:26:46.271320] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-12-26T20:26:46.271445] [INFO ] [sig       ] MFA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:46.415940] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MFA.txt
[2025-12-26T20:26:46.416081] [INFO ] [sig       ] [2026/3548] Completed MFA in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-26T20:26:46.416119] [INFO ] [sig       ] [2027/3548] Forecasting MFC...
[2025-12-26T20:26:46.416149] [INFO ] [sig       ] Generating forecast for: MFC
[2025-12-26T20:26:46.416179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-12-26T20:26:46.427216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2025-12-26T20:26:46.427545] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-12-26T20:26:46.428329] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-12-26T20:26:46.428380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:46.428411] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:46.428438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:46.428495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:46.488533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:46.489362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:46.489448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:46.489482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:46.607209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:46.607351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:46.607392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:46.607419] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:46.610871] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: UP (p=62.88%)
[2025-12-26T20:26:46.611147] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-12-26T20:26:46.611271] [INFO ] [sig       ] MFC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:46.750999] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MFC.txt
[2025-12-26T20:26:46.751130] [INFO ] [sig       ] [2027/3548] Completed MFC in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-26T20:26:46.751169] [INFO ] [sig       ] [2028/3548] Forecasting MFG...
[2025-12-26T20:26:46.751199] [INFO ] [sig       ] Generating forecast for: MFG
[2025-12-26T20:26:46.751230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-12-26T20:26:46.762097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2025-12-26T20:26:46.762415] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-12-26T20:26:46.763211] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-12-26T20:26:46.763262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:46.763293] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:46.763319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:46.763378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:46.821724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:46.822429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:46.822510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:46.822543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:46.946894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:46.947036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:46.947076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:46.947104] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:46.950610] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2025-12-26T20:26:46.950918] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-12-26T20:26:46.951050] [INFO ] [sig       ] MFG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:47.097690] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MFG.txt
[2025-12-26T20:26:47.097810] [INFO ] [sig       ] [2028/3548] Completed MFG in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-26T20:26:47.097847] [INFO ] [sig       ] [2029/3548] Forecasting MFI...
[2025-12-26T20:26:47.097876] [INFO ] [sig       ] Generating forecast for: MFI
[2025-12-26T20:26:47.097905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2025-12-26T20:26:47.112067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2025-12-26T20:26:47.112503] [INFO ] [FORECASTER] Starting predict_future for MFI
[2025-12-26T20:26:47.113457] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2025-12-26T20:26:47.113526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:47.113560] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:47.113609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:47.113672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:47.174134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:47.174807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:47.174912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:47.174946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:47.291964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:47.292103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:47.292146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:47.292174] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:47.295491] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: DOWN (p=14.60%)
[2025-12-26T20:26:47.295802] [INFO ] [FORECASTER] Completed predict_future for MFI
[2025-12-26T20:26:47.295927] [INFO ] [sig       ] MFI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:47.444083] [INFO ] [LOCAL     ] Saved forecast: MFI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MFI.txt
[2025-12-26T20:26:47.444235] [INFO ] [sig       ] [2029/3548] Completed MFI in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-26T20:26:47.444277] [INFO ] [sig       ] [2030/3548] Forecasting MFIC...
[2025-12-26T20:26:47.444308] [INFO ] [sig       ] Generating forecast for: MFIC
[2025-12-26T20:26:47.444337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2025-12-26T20:26:47.456052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2025-12-26T20:26:47.456456] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2025-12-26T20:26:47.457425] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2025-12-26T20:26:47.457485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:47.457522] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:47.457555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:47.457652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:47.530757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:47.531627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:47.531716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:47.531751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:47.653290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:47.653439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:47.653483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:47.653511] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:47.657104] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: UP (p=65.48%)
[2025-12-26T20:26:47.657396] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2025-12-26T20:26:47.657551] [INFO ] [sig       ] MFIC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:47.805746] [INFO ] [LOCAL     ] Saved forecast: MFIC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MFIC.txt
[2025-12-26T20:26:47.805887] [INFO ] [sig       ] [2030/3548] Completed MFIC in 0.4s | 2.89 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-26T20:26:47.805928] [INFO ] [sig       ] [2031/3548] Forecasting MFIN...
[2025-12-26T20:26:47.805960] [INFO ] [sig       ] Generating forecast for: MFIN
[2025-12-26T20:26:47.805992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2025-12-26T20:26:47.817326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2025-12-26T20:26:47.817711] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2025-12-26T20:26:47.818520] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2025-12-26T20:26:47.818599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:47.818637] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:47.818667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:47.818727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:47.881334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:47.882188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:47.882274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:47.882309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:48.007840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:48.008130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:48.008181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:48.008211] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:48.011980] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: UP (p=83.86%)
[2025-12-26T20:26:48.012318] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2025-12-26T20:26:48.012456] [INFO ] [sig       ] MFIN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:48.163866] [INFO ] [LOCAL     ] Saved forecast: MFIN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MFIN.txt
[2025-12-26T20:26:48.164021] [INFO ] [sig       ] [2031/3548] Completed MFIN in 0.4s | 2.89 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-26T20:26:48.164061] [INFO ] [sig       ] [2032/3548] Forecasting MFM...
[2025-12-26T20:26:48.164091] [INFO ] [sig       ] Generating forecast for: MFM
[2025-12-26T20:26:48.164120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-12-26T20:26:48.175666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2025-12-26T20:26:48.176067] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-12-26T20:26:48.176904] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-12-26T20:26:48.176959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:48.176994] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:48.177030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:48.177090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:48.238793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:48.239732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:48.239836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:48.239871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:48.357648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:48.357804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:48.357846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:48.357875] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:48.361252] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=34.57%)
[2025-12-26T20:26:48.361529] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-12-26T20:26:48.361672] [INFO ] [sig       ] MFM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:48.500460] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MFM.txt
[2025-12-26T20:26:48.500623] [INFO ] [sig       ] [2032/3548] Completed MFM in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-26T20:26:48.500672] [INFO ] [sig       ] [2033/3548] Forecasting MG...
[2025-12-26T20:26:48.500703] [INFO ] [sig       ] Generating forecast for: MG
[2025-12-26T20:26:48.500732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-12-26T20:26:48.511507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2025-12-26T20:26:48.511834] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-12-26T20:26:48.512611] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-12-26T20:26:48.512662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:48.512694] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:48.512720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:48.512778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:48.569283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:48.569895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:48.569970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:48.570001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:48.684628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:48.684762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:48.684803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:48.684831] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:48.688158] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=19.03%)
[2025-12-26T20:26:48.688430] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-12-26T20:26:48.688549] [INFO ] [sig       ] MG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:48.830813] [INFO ] [LOCAL     ] Saved forecast: MG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MG.txt
[2025-12-26T20:26:48.830933] [INFO ] [sig       ] [2033/3548] Completed MG in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-26T20:26:48.830971] [INFO ] [sig       ] [2034/3548] Forecasting MGA...
[2025-12-26T20:26:48.831000] [INFO ] [sig       ] Generating forecast for: MGA
[2025-12-26T20:26:48.831030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-12-26T20:26:48.842268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2025-12-26T20:26:48.842604] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-12-26T20:26:48.843378] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-12-26T20:26:48.843429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:48.843459] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:48.843486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:48.843543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:48.899881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:48.900502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:48.900594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:48.900629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:49.023123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:49.023263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:49.023304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:49.023332] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:49.026653] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: UP (p=97.17%)
[2025-12-26T20:26:49.026920] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-12-26T20:26:49.027056] [INFO ] [sig       ] MGA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:49.166401] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MGA.txt
[2025-12-26T20:26:49.166522] [INFO ] [sig       ] [2034/3548] Completed MGA in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-26T20:26:49.166560] [INFO ] [sig       ] [2035/3548] Forecasting MGEE...
[2025-12-26T20:26:49.166608] [INFO ] [sig       ] Generating forecast for: MGEE
[2025-12-26T20:26:49.166639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2025-12-26T20:26:49.177631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2025-12-26T20:26:49.177974] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2025-12-26T20:26:49.178769] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2025-12-26T20:26:49.178819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:49.178851] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:49.178877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:49.178958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:49.235038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:49.235681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:49.235758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:49.235789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:49.353637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:49.353781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:49.353823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:49.353852] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:49.357172] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: UP (p=89.75%)
[2025-12-26T20:26:49.357439] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2025-12-26T20:26:49.357559] [INFO ] [sig       ] MGEE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:49.496066] [INFO ] [LOCAL     ] Saved forecast: MGEE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MGEE.txt
[2025-12-26T20:26:49.496185] [INFO ] [sig       ] [2035/3548] Completed MGEE in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-26T20:26:49.496222] [INFO ] [sig       ] [2036/3548] Forecasting MGIC...
[2025-12-26T20:26:49.496251] [INFO ] [sig       ] Generating forecast for: MGIC
[2025-12-26T20:26:49.496280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2025-12-26T20:26:49.506986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2025-12-26T20:26:49.507299] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2025-12-26T20:26:49.508078] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2025-12-26T20:26:49.508129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:49.508206] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:49.508234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:49.508291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:49.571310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:49.572078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:49.572159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:49.572193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:49.696243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:49.696391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:49.696661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:49.696691] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:49.700415] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: DOWN (p=49.01%)
[2025-12-26T20:26:49.700710] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2025-12-26T20:26:49.700834] [INFO ] [sig       ] MGIC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:49.841003] [INFO ] [LOCAL     ] Saved forecast: MGIC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MGIC.txt
[2025-12-26T20:26:49.841122] [INFO ] [sig       ] [2036/3548] Completed MGIC in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-26T20:26:49.841161] [INFO ] [sig       ] [2037/3548] Forecasting MGM...
[2025-12-26T20:26:49.841190] [INFO ] [sig       ] Generating forecast for: MGM
[2025-12-26T20:26:49.841220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-12-26T20:26:49.852454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2025-12-26T20:26:49.852840] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-12-26T20:26:49.853647] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-12-26T20:26:49.853698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:49.853730] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:49.853756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:49.853813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:49.913661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:49.914446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:49.914531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:49.914565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:50.037181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:50.037332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:50.037375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:50.037406] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:50.041224] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: UP (p=88.51%)
[2025-12-26T20:26:50.041537] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-12-26T20:26:50.041693] [INFO ] [sig       ] MGM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:50.181302] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MGM.txt
[2025-12-26T20:26:50.181456] [INFO ] [sig       ] [2037/3548] Completed MGM in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-26T20:26:50.181497] [INFO ] [sig       ] [2038/3548] Forecasting MGNI...
[2025-12-26T20:26:50.181530] [INFO ] [sig       ] Generating forecast for: MGNI
[2025-12-26T20:26:50.181560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2025-12-26T20:26:50.193013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2025-12-26T20:26:50.193394] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2025-12-26T20:26:50.194239] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2025-12-26T20:26:50.194293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:50.194326] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:50.194356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:50.194416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:50.253288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:50.254192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:50.254293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:50.254329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:50.376768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:50.376913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:50.376956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:50.376987] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:50.380511] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: UP (p=86.76%)
[2025-12-26T20:26:50.380806] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2025-12-26T20:26:50.380935] [INFO ] [sig       ] MGNI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:50.522877] [INFO ] [LOCAL     ] Saved forecast: MGNI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MGNI.txt
[2025-12-26T20:26:50.523003] [INFO ] [sig       ] [2038/3548] Completed MGNI in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-26T20:26:50.523041] [INFO ] [sig       ] [2039/3548] Forecasting MGNX...
[2025-12-26T20:26:50.523069] [INFO ] [sig       ] Generating forecast for: MGNX
[2025-12-26T20:26:50.523100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2025-12-26T20:26:50.534010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2025-12-26T20:26:50.534333] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2025-12-26T20:26:50.535126] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2025-12-26T20:26:50.535178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:50.535209] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:50.535235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:50.535292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:50.593813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:50.594623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:50.594709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:50.594744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:50.713423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:50.713591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:50.713636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:50.713714] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:50.717278] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: UP (p=70.15%)
[2025-12-26T20:26:50.717560] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2025-12-26T20:26:50.717711] [INFO ] [sig       ] MGNX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:50.863567] [INFO ] [LOCAL     ] Saved forecast: MGNX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MGNX.txt
[2025-12-26T20:26:50.863759] [INFO ] [sig       ] [2039/3548] Completed MGNX in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-26T20:26:50.863798] [INFO ] [sig       ] [2040/3548] Forecasting MGPI...
[2025-12-26T20:26:50.863827] [INFO ] [sig       ] Generating forecast for: MGPI
[2025-12-26T20:26:50.863857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2025-12-26T20:26:50.874311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2025-12-26T20:26:50.874660] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2025-12-26T20:26:50.875418] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2025-12-26T20:26:50.875469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:50.875526] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:50.875555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:50.875630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:50.933852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:50.934726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:50.934811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:50.934845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:51.057049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:51.057190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:51.057233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:51.057263] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:51.060827] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: DOWN (p=40.49%)
[2025-12-26T20:26:51.061109] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2025-12-26T20:26:51.061238] [INFO ] [sig       ] MGPI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:51.207041] [INFO ] [LOCAL     ] Saved forecast: MGPI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MGPI.txt
[2025-12-26T20:26:51.207170] [INFO ] [sig       ] [2040/3548] Completed MGPI in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-26T20:26:51.207208] [INFO ] [sig       ] [2041/3548] Forecasting MGRC...
[2025-12-26T20:26:51.207237] [INFO ] [sig       ] Generating forecast for: MGRC
[2025-12-26T20:26:51.207265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2025-12-26T20:26:51.218312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2025-12-26T20:26:51.218649] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2025-12-26T20:26:51.219479] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2025-12-26T20:26:51.219532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:51.219565] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:51.219614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:51.219674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:51.279197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:51.279954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:51.280036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:51.280070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:51.395966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:51.396107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:51.396150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:51.396182] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:51.399725] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: DOWN (p=2.28%)
[2025-12-26T20:26:51.400011] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2025-12-26T20:26:51.400137] [INFO ] [sig       ] MGRC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:51.547167] [INFO ] [LOCAL     ] Saved forecast: MGRC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MGRC.txt
[2025-12-26T20:26:51.547306] [INFO ] [sig       ] [2041/3548] Completed MGRC in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-26T20:26:51.547348] [INFO ] [sig       ] [2042/3548] Forecasting MGTX...
[2025-12-26T20:26:51.547383] [INFO ] [sig       ] Generating forecast for: MGTX
[2025-12-26T20:26:51.547417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2025-12-26T20:26:51.558621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2025-12-26T20:26:51.558997] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2025-12-26T20:26:51.559828] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2025-12-26T20:26:51.559882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:51.559915] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:51.559944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:51.560005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:51.619414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:51.620072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:51.620152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:51.620186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:51.738820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:51.738988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:51.739034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:51.739065] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:51.742605] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: UP (p=86.16%)
[2025-12-26T20:26:51.742916] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2025-12-26T20:26:51.743045] [INFO ] [sig       ] MGTX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:51.887382] [INFO ] [LOCAL     ] Saved forecast: MGTX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MGTX.txt
[2025-12-26T20:26:51.887509] [INFO ] [sig       ] [2042/3548] Completed MGTX in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-26T20:26:51.887547] [INFO ] [sig       ] [2043/3548] Forecasting MGX...
[2025-12-26T20:26:51.887613] [INFO ] [sig       ] Generating forecast for: MGX
[2025-12-26T20:26:51.887648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2025-12-26T20:26:51.898514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2025-12-26T20:26:51.898871] [INFO ] [FORECASTER] Starting predict_future for MGX
[2025-12-26T20:26:51.899724] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2025-12-26T20:26:51.899779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:51.899813] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:51.899850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:51.899931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:51.963561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:51.964405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:51.964489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:51.964523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:52.085732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:52.085887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:52.085931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:52.085961] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:52.089610] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: UP (p=70.10%)
[2025-12-26T20:26:52.089907] [INFO ] [FORECASTER] Completed predict_future for MGX
[2025-12-26T20:26:52.090043] [INFO ] [sig       ] MGX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:52.242716] [INFO ] [LOCAL     ] Saved forecast: MGX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MGX.txt
[2025-12-26T20:26:52.242870] [INFO ] [sig       ] [2043/3548] Completed MGX in 0.4s | 2.89 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-26T20:26:52.242910] [INFO ] [sig       ] [2044/3548] Forecasting MGY...
[2025-12-26T20:26:52.242946] [INFO ] [sig       ] Generating forecast for: MGY
[2025-12-26T20:26:52.242978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-12-26T20:26:52.253760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2025-12-26T20:26:52.254137] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-12-26T20:26:52.254949] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-12-26T20:26:52.255001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:52.255033] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:52.255059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:52.255116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:52.317471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:52.318323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:52.318408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:52.318443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:52.438379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:52.438539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:52.438617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:52.438652] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:52.442265] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=98.39%)
[2025-12-26T20:26:52.442547] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-12-26T20:26:52.442691] [INFO ] [sig       ] MGY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:52.585780] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MGY.txt
[2025-12-26T20:26:52.585905] [INFO ] [sig       ] [2044/3548] Completed MGY in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-26T20:26:52.585943] [INFO ] [sig       ] [2045/3548] Forecasting MHD...
[2025-12-26T20:26:52.585972] [INFO ] [sig       ] Generating forecast for: MHD
[2025-12-26T20:26:52.586002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-12-26T20:26:52.596672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2025-12-26T20:26:52.596987] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-12-26T20:26:52.597779] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-12-26T20:26:52.597832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:52.597862] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:52.597888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:52.597945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:52.656273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:52.657063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:52.657145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:52.657177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:52.771849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:52.771992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:52.772035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:52.772065] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:52.775445] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: UP (p=96.54%)
[2025-12-26T20:26:52.775737] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-12-26T20:26:52.775864] [INFO ] [sig       ] MHD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:52.915856] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MHD.txt
[2025-12-26T20:26:52.916002] [INFO ] [sig       ] [2045/3548] Completed MHD in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-26T20:26:52.916059] [INFO ] [sig       ] [2046/3548] Forecasting MHF...
[2025-12-26T20:26:52.916089] [INFO ] [sig       ] Generating forecast for: MHF
[2025-12-26T20:26:52.916118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-12-26T20:26:52.926465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2025-12-26T20:26:52.926784] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-12-26T20:26:52.927540] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-12-26T20:26:52.927611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:52.927644] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:52.927672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:52.927729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:52.985845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:52.986568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:52.986666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:52.986728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:53.106467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:53.106629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:53.106673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:53.106703] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:53.110218] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: DOWN (p=10.01%)
[2025-12-26T20:26:53.110494] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-12-26T20:26:53.110639] [INFO ] [sig       ] MHF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:53.250742] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MHF.txt
[2025-12-26T20:26:53.250883] [INFO ] [sig       ] [2046/3548] Completed MHF in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-26T20:26:53.250922] [INFO ] [sig       ] [2047/3548] Forecasting MHK...
[2025-12-26T20:26:53.250950] [INFO ] [sig       ] Generating forecast for: MHK
[2025-12-26T20:26:53.250981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-12-26T20:26:53.264317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2025-12-26T20:26:53.264974] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-12-26T20:26:53.265927] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-12-26T20:26:53.265980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:53.266015] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:53.266042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:53.266102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:53.325034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:53.326280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:53.326389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:53.326423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:53.453604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:53.453841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:53.453895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:53.453946] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:53.459088] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: DOWN (p=0.91%)
[2025-12-26T20:26:53.459545] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-12-26T20:26:53.459766] [INFO ] [sig       ] MHK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:53.607704] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MHK.txt
[2025-12-26T20:26:53.607885] [INFO ] [sig       ] [2047/3548] Completed MHK in 0.4s | 2.89 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-26T20:26:53.607925] [INFO ] [sig       ] [2048/3548] Forecasting MHN...
[2025-12-26T20:26:53.607954] [INFO ] [sig       ] Generating forecast for: MHN
[2025-12-26T20:26:53.607984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-12-26T20:26:53.623063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHN'.
[2025-12-26T20:26:53.623603] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-12-26T20:26:53.624742] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-12-26T20:26:53.624810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:53.624861] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:53.624904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:53.624986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:53.691124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:53.692065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:53.692151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:53.692187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:53.806976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:53.807129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:53.807173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:53.807203] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:53.810805] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=29.91%)
[2025-12-26T20:26:53.811091] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-12-26T20:26:53.811219] [INFO ] [sig       ] MHN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:53.951161] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MHN.txt
[2025-12-26T20:26:53.951285] [INFO ] [sig       ] [2048/3548] Completed MHN in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-26T20:26:53.951324] [INFO ] [sig       ] [2049/3548] Forecasting MHO...
[2025-12-26T20:26:53.951353] [INFO ] [sig       ] Generating forecast for: MHO
[2025-12-26T20:26:53.951382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-12-26T20:26:53.962427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2025-12-26T20:26:53.962786] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-12-26T20:26:53.963565] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-12-26T20:26:53.963641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:53.963695] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:53.963733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:53.963804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:54.021678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:54.022538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:54.022640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:54.022676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:54.147660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:54.147812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:54.147853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:54.147881] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:54.151242] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: DOWN (p=46.11%)
[2025-12-26T20:26:54.151590] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-12-26T20:26:54.151739] [INFO ] [sig       ] MHO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:54.294331] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MHO.txt
[2025-12-26T20:26:54.294491] [INFO ] [sig       ] [2049/3548] Completed MHO in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-26T20:26:54.294531] [INFO ] [sig       ] [2050/3548] Forecasting MIDD...
[2025-12-26T20:26:54.294560] [INFO ] [sig       ] Generating forecast for: MIDD
[2025-12-26T20:26:54.294612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2025-12-26T20:26:54.305399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2025-12-26T20:26:54.305772] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2025-12-26T20:26:54.306538] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2025-12-26T20:26:54.306617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:54.306651] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:54.306678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:54.306736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:54.363988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:54.364637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:54.364720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:54.364752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:54.483317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:54.483446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:54.483488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:54.483517] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:54.486849] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: DOWN (p=6.87%)
[2025-12-26T20:26:54.487125] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2025-12-26T20:26:54.487248] [INFO ] [sig       ] MIDD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:54.632265] [INFO ] [LOCAL     ] Saved forecast: MIDD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MIDD.txt
[2025-12-26T20:26:54.632421] [INFO ] [sig       ] [2050/3548] Completed MIDD in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-26T20:26:54.632461] [INFO ] [sig       ] [2051/3548] Forecasting MIGI...
[2025-12-26T20:26:54.632490] [INFO ] [sig       ] Generating forecast for: MIGI
[2025-12-26T20:26:54.632521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2025-12-26T20:26:54.643919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2025-12-26T20:26:54.644250] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2025-12-26T20:26:54.645086] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2025-12-26T20:26:54.645139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:54.645170] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:54.645198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:54.645272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:54.708020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:54.708966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:54.709070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:54.709110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:54.830743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:54.830896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:54.830940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:54.830967] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:54.834430] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=88.86%)
[2025-12-26T20:26:54.834736] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2025-12-26T20:26:54.834863] [INFO ] [sig       ] MIGI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:54.980852] [INFO ] [LOCAL     ] Saved forecast: MIGI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MIGI.txt
[2025-12-26T20:26:54.981005] [INFO ] [sig       ] [2051/3548] Completed MIGI in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-26T20:26:54.981043] [INFO ] [sig       ] [2052/3548] Forecasting MILN...
[2025-12-26T20:26:54.981073] [INFO ] [sig       ] Generating forecast for: MILN
[2025-12-26T20:26:54.981102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2025-12-26T20:26:54.992458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2025-12-26T20:26:54.992849] [INFO ] [FORECASTER] Starting predict_future for MILN
[2025-12-26T20:26:54.993658] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2025-12-26T20:26:54.993710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:54.993742] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:54.993767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:54.993824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:55.050061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:55.050950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:55.051030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:55.051062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:55.158680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:55.158841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:55.158905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:55.158937] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:55.162280] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: DOWN (p=4.49%)
[2025-12-26T20:26:55.162559] [INFO ] [FORECASTER] Completed predict_future for MILN
[2025-12-26T20:26:55.162701] [INFO ] [sig       ] MILN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:55.306095] [INFO ] [LOCAL     ] Saved forecast: MILN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MILN.txt
[2025-12-26T20:26:55.306261] [INFO ] [sig       ] [2052/3548] Completed MILN in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-26T20:26:55.306300] [INFO ] [sig       ] [2053/3548] Forecasting MIND...
[2025-12-26T20:26:55.306328] [INFO ] [sig       ] Generating forecast for: MIND
[2025-12-26T20:26:55.306359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2025-12-26T20:26:55.320108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2025-12-26T20:26:55.320613] [INFO ] [FORECASTER] Starting predict_future for MIND
[2025-12-26T20:26:55.321551] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2025-12-26T20:26:55.321646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:55.321710] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:55.321739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:55.321803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:55.384994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:55.386271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:55.386375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:55.386410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:55.517117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:55.517362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:55.517414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:55.517444] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:55.521592] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: DOWN (p=28.30%)
[2025-12-26T20:26:55.521930] [INFO ] [FORECASTER] Completed predict_future for MIND
[2025-12-26T20:26:55.522082] [INFO ] [sig       ] MIND: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:55.669985] [INFO ] [LOCAL     ] Saved forecast: MIND	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MIND.txt
[2025-12-26T20:26:55.670194] [INFO ] [sig       ] [2053/3548] Completed MIND in 0.4s | 2.89 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-26T20:26:55.670242] [INFO ] [sig       ] [2054/3548] Forecasting MIRA...
[2025-12-26T20:26:55.670275] [INFO ] [sig       ] Generating forecast for: MIRA
[2025-12-26T20:26:55.670310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2025-12-26T20:26:55.684005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2025-12-26T20:26:55.684674] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2025-12-26T20:26:55.685938] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2025-12-26T20:26:55.685992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:55.686024] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:55.686051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:55.686108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:55.743637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:55.744756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:55.744878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:55.744913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:55.867693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:55.867862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:55.867907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:55.867936] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:55.871445] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: UP (p=58.27%)
[2025-12-26T20:26:55.871752] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2025-12-26T20:26:55.871885] [INFO ] [sig       ] MIRA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:56.016192] [INFO ] [LOCAL     ] Saved forecast: MIRA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MIRA.txt
[2025-12-26T20:26:56.016361] [INFO ] [sig       ] [2054/3548] Completed MIRA in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-26T20:26:56.016403] [INFO ] [sig       ] [2055/3548] Forecasting MIRM...
[2025-12-26T20:26:56.016460] [INFO ] [sig       ] Generating forecast for: MIRM
[2025-12-26T20:26:56.016506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2025-12-26T20:26:56.028504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2025-12-26T20:26:56.029133] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2025-12-26T20:26:56.030181] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2025-12-26T20:26:56.030234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:56.030265] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:56.030290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:56.030348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:56.088317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:56.089258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:56.089345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:56.089377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:56.206831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:56.206994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:56.207037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:56.207065] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:56.210457] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: UP (p=82.57%)
[2025-12-26T20:26:56.210756] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2025-12-26T20:26:56.210883] [INFO ] [sig       ] MIRM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:56.351676] [INFO ] [LOCAL     ] Saved forecast: MIRM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MIRM.txt
[2025-12-26T20:26:56.351805] [INFO ] [sig       ] [2055/3548] Completed MIRM in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-26T20:26:56.351843] [INFO ] [sig       ] [2056/3548] Forecasting MITK...
[2025-12-26T20:26:56.351871] [INFO ] [sig       ] Generating forecast for: MITK
[2025-12-26T20:26:56.351901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2025-12-26T20:26:56.363474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2025-12-26T20:26:56.363912] [INFO ] [FORECASTER] Starting predict_future for MITK
[2025-12-26T20:26:56.364728] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2025-12-26T20:26:56.364782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:56.364814] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:56.364842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:56.364900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:56.423663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:56.424670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:56.424768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:56.424834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:56.548605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:56.548761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:56.548809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:56.548874] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:56.552378] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: DOWN (p=4.54%)
[2025-12-26T20:26:56.552680] [INFO ] [FORECASTER] Completed predict_future for MITK
[2025-12-26T20:26:56.552806] [INFO ] [sig       ] MITK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:56.697079] [INFO ] [LOCAL     ] Saved forecast: MITK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MITK.txt
[2025-12-26T20:26:56.697287] [INFO ] [sig       ] [2056/3548] Completed MITK in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-26T20:26:56.697335] [INFO ] [sig       ] [2057/3548] Forecasting MIY...
[2025-12-26T20:26:56.697365] [INFO ] [sig       ] Generating forecast for: MIY
[2025-12-26T20:26:56.697396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-12-26T20:26:56.709261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2025-12-26T20:26:56.709686] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-12-26T20:26:56.710495] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-12-26T20:26:56.710549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:56.710608] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:56.710638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:56.710696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:56.769588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:56.770462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:56.770543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:56.770590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:56.899907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:56.900096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:56.900146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:56.900175] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:56.903741] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=87.18%)
[2025-12-26T20:26:56.904064] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-12-26T20:26:56.904194] [INFO ] [sig       ] MIY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:57.044927] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MIY.txt
[2025-12-26T20:26:57.045091] [INFO ] [sig       ] [2057/3548] Completed MIY in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-26T20:26:57.045130] [INFO ] [sig       ] [2058/3548] Forecasting MKC...
[2025-12-26T20:26:57.045159] [INFO ] [sig       ] Generating forecast for: MKC
[2025-12-26T20:26:57.045188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-12-26T20:26:57.056287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2025-12-26T20:26:57.056608] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-12-26T20:26:57.057376] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-12-26T20:26:57.057428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:57.057458] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:57.057484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:57.057542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:57.119317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:57.120637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:57.120741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:57.120776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:57.241664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:57.241892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:57.241942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:57.241972] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:57.245946] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: UP (p=52.63%)
[2025-12-26T20:26:57.246295] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-12-26T20:26:57.246426] [INFO ] [sig       ] MKC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:57.394511] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MKC.txt
[2025-12-26T20:26:57.394751] [INFO ] [sig       ] [2058/3548] Completed MKC in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-26T20:26:57.394802] [INFO ] [sig       ] [2059/3548] Forecasting MKL...
[2025-12-26T20:26:57.394838] [INFO ] [sig       ] Generating forecast for: MKL
[2025-12-26T20:26:57.394875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-12-26T20:26:57.408232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKL'.
[2025-12-26T20:26:57.408676] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-12-26T20:26:57.409535] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-12-26T20:26:57.409611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:57.409646] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:57.409673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:57.409730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:57.481834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:57.482920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:57.483017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:57.483053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:57.599629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:57.599792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:57.599836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:57.599865] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:57.603321] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: DOWN (p=6.57%)
[2025-12-26T20:26:57.603644] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-12-26T20:26:57.603779] [INFO ] [sig       ] MKL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:57.746770] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MKL.txt
[2025-12-26T20:26:57.746943] [INFO ] [sig       ] [2059/3548] Completed MKL in 0.4s | 2.89 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-26T20:26:57.746983] [INFO ] [sig       ] [2060/3548] Forecasting MKSI...
[2025-12-26T20:26:57.747013] [INFO ] [sig       ] Generating forecast for: MKSI
[2025-12-26T20:26:57.747043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2025-12-26T20:26:57.759898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2025-12-26T20:26:57.760334] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2025-12-26T20:26:57.761168] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2025-12-26T20:26:57.761222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:57.761254] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:57.761281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:57.761339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:57.826895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:57.827859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:57.827953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:57.827987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:57.958356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:57.958537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:57.958600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:57.958632] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:57.962156] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: UP (p=68.67%)
[2025-12-26T20:26:57.962553] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2025-12-26T20:26:57.962758] [INFO ] [sig       ] MKSI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:58.106411] [INFO ] [LOCAL     ] Saved forecast: MKSI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MKSI.txt
[2025-12-26T20:26:58.106547] [INFO ] [sig       ] [2060/3548] Completed MKSI in 0.4s | 2.89 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-26T20:26:58.106603] [INFO ] [sig       ] [2061/3548] Forecasting MKTX...
[2025-12-26T20:26:58.106634] [INFO ] [sig       ] Generating forecast for: MKTX
[2025-12-26T20:26:58.106665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2025-12-26T20:26:58.117729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2025-12-26T20:26:58.118039] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2025-12-26T20:26:58.118821] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2025-12-26T20:26:58.118872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:58.118932] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:58.118962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:58.119019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:58.175120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:58.175893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:58.175973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:58.176005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:58.296716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:58.296905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:58.296964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:58.296994] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:58.300517] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: DOWN (p=11.91%)
[2025-12-26T20:26:58.300824] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2025-12-26T20:26:58.300952] [INFO ] [sig       ] MKTX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:58.441205] [INFO ] [LOCAL     ] Saved forecast: MKTX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MKTX.txt
[2025-12-26T20:26:58.441365] [INFO ] [sig       ] [2061/3548] Completed MKTX in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-26T20:26:58.441405] [INFO ] [sig       ] [2062/3548] Forecasting MLAB...
[2025-12-26T20:26:58.441434] [INFO ] [sig       ] Generating forecast for: MLAB
[2025-12-26T20:26:58.441464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2025-12-26T20:26:58.452871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2025-12-26T20:26:58.453279] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2025-12-26T20:26:58.454084] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2025-12-26T20:26:58.454136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:58.454167] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:58.454193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:58.454250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:58.511096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:58.511978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:58.512061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:58.512093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:58.626686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:58.626848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:58.626891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:58.626923] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:58.630345] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: UP (p=62.86%)
[2025-12-26T20:26:58.630646] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2025-12-26T20:26:58.630773] [INFO ] [sig       ] MLAB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:58.773274] [INFO ] [LOCAL     ] Saved forecast: MLAB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MLAB.txt
[2025-12-26T20:26:58.773442] [INFO ] [sig       ] [2062/3548] Completed MLAB in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-26T20:26:58.773484] [INFO ] [sig       ] [2063/3548] Forecasting MLCO...
[2025-12-26T20:26:58.773511] [INFO ] [sig       ] Generating forecast for: MLCO
[2025-12-26T20:26:58.773542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2025-12-26T20:26:58.784968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2025-12-26T20:26:58.785359] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2025-12-26T20:26:58.786215] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2025-12-26T20:26:58.786268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:58.786300] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:58.786329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:58.786388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:58.844252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:58.845044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:58.845159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:58.845192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:58.969447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:58.969619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:58.969664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:58.969693] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:58.973107] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: UP (p=50.28%)
[2025-12-26T20:26:58.973411] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2025-12-26T20:26:58.973544] [INFO ] [sig       ] MLCO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:26:59.116224] [INFO ] [LOCAL     ] Saved forecast: MLCO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MLCO.txt
[2025-12-26T20:26:59.116380] [INFO ] [sig       ] [2063/3548] Completed MLCO in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-26T20:26:59.116419] [INFO ] [sig       ] [2064/3548] Forecasting MLGO...
[2025-12-26T20:26:59.116449] [INFO ] [sig       ] Generating forecast for: MLGO
[2025-12-26T20:26:59.116480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2025-12-26T20:26:59.128133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2025-12-26T20:26:59.128544] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2025-12-26T20:26:59.129694] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2025-12-26T20:26:59.129755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:59.129803] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:59.129833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:59.129891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:59.188546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:59.189451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:59.189546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:59.189599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:59.304809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:59.304958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:59.304999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:59.305027] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:59.308406] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-12-26T20:26:59.308738] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2025-12-26T20:26:59.308868] [INFO ] [sig       ] MLGO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:59.450285] [INFO ] [LOCAL     ] Saved forecast: MLGO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MLGO.txt
[2025-12-26T20:26:59.450427] [INFO ] [sig       ] [2064/3548] Completed MLGO in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-26T20:26:59.450466] [INFO ] [sig       ] [2065/3548] Forecasting MLI...
[2025-12-26T20:26:59.450495] [INFO ] [sig       ] Generating forecast for: MLI
[2025-12-26T20:26:59.450526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-12-26T20:26:59.462023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2025-12-26T20:26:59.462370] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-12-26T20:26:59.463164] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-12-26T20:26:59.463215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:59.463246] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:59.463271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:59.463329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:59.520212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:59.520922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:59.521000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:59.521033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:59.650105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:59.650256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:59.650297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:59.650325] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:59.653662] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: DOWN (p=38.61%)
[2025-12-26T20:26:59.653934] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-12-26T20:26:59.654054] [INFO ] [sig       ] MLI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:26:59.792393] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MLI.txt
[2025-12-26T20:26:59.792527] [INFO ] [sig       ] [2065/3548] Completed MLI in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-26T20:26:59.792566] [INFO ] [sig       ] [2066/3548] Forecasting MLKN...
[2025-12-26T20:26:59.792615] [INFO ] [sig       ] Generating forecast for: MLKN
[2025-12-26T20:26:59.792647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2025-12-26T20:26:59.804302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2025-12-26T20:26:59.804659] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2025-12-26T20:26:59.805443] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2025-12-26T20:26:59.805496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:26:59.805529] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:26:59.805556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:26:59.805646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:26:59.861709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:26:59.862325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:26:59.862401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:26:59.862432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:26:59.985103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:26:59.985233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:26:59.985275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:26:59.985303] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:26:59.988653] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: UP (p=79.70%)
[2025-12-26T20:26:59.988952] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2025-12-26T20:26:59.989078] [INFO ] [sig       ] MLKN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:00.135204] [INFO ] [LOCAL     ] Saved forecast: MLKN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MLKN.txt
[2025-12-26T20:27:00.135417] [INFO ] [sig       ] [2066/3548] Completed MLKN in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-26T20:27:00.135459] [INFO ] [sig       ] [2067/3548] Forecasting MLM...
[2025-12-26T20:27:00.135492] [INFO ] [sig       ] Generating forecast for: MLM
[2025-12-26T20:27:00.135522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-12-26T20:27:00.147219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2025-12-26T20:27:00.147591] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-12-26T20:27:00.148376] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-12-26T20:27:00.148429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:00.148462] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:00.148488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:00.148547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:00.207441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:00.208346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:00.208429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:00.208462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:00.326918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:00.327075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:00.327118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:00.327147] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:00.330536] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: UP (p=82.04%)
[2025-12-26T20:27:00.330825] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-12-26T20:27:00.330948] [INFO ] [sig       ] MLM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:00.470592] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MLM.txt
[2025-12-26T20:27:00.470721] [INFO ] [sig       ] [2067/3548] Completed MLM in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-26T20:27:00.470778] [INFO ] [sig       ] [2068/3548] Forecasting MLP...
[2025-12-26T20:27:00.470809] [INFO ] [sig       ] Generating forecast for: MLP
[2025-12-26T20:27:00.470839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-12-26T20:27:00.481264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2025-12-26T20:27:00.481556] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-12-26T20:27:00.482349] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-12-26T20:27:00.482400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:00.482431] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:00.482458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:00.482515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:00.566411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:00.567529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:00.567660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:00.567717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:00.677426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:00.677598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:00.677643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:00.677672] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:00.681077] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=27.57%)
[2025-12-26T20:27:00.681353] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-12-26T20:27:00.681478] [INFO ] [sig       ] MLP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:00.818861] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MLP.txt
[2025-12-26T20:27:00.819009] [INFO ] [sig       ] [2068/3548] Completed MLP in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-26T20:27:00.819048] [INFO ] [sig       ] [2069/3548] Forecasting MLTX...
[2025-12-26T20:27:00.819076] [INFO ] [sig       ] Generating forecast for: MLTX
[2025-12-26T20:27:00.819105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2025-12-26T20:27:00.829851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2025-12-26T20:27:00.830171] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2025-12-26T20:27:00.830960] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2025-12-26T20:27:00.831010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:00.831042] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:00.831068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:00.831126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:00.886743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:00.887398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:00.887479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:00.887510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:01.004589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:01.004737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:01.004778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:01.004806] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:01.008151] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: UP (p=95.82%)
[2025-12-26T20:27:01.008423] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2025-12-26T20:27:01.008570] [INFO ] [sig       ] MLTX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:01.146376] [INFO ] [LOCAL     ] Saved forecast: MLTX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MLTX.txt
[2025-12-26T20:27:01.146506] [INFO ] [sig       ] [2069/3548] Completed MLTX in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-26T20:27:01.146545] [INFO ] [sig       ] [2070/3548] Forecasting MLYS...
[2025-12-26T20:27:01.146595] [INFO ] [sig       ] Generating forecast for: MLYS
[2025-12-26T20:27:01.146628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2025-12-26T20:27:01.158342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2025-12-26T20:27:01.158717] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2025-12-26T20:27:01.159517] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2025-12-26T20:27:01.159589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:01.159675] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:01.159704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:01.159762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:01.215841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:01.216494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:01.216589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:01.216623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:01.326600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:01.326764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:01.326806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:01.326833] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:01.330196] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: DOWN (p=12.92%)
[2025-12-26T20:27:01.330465] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2025-12-26T20:27:01.330604] [INFO ] [sig       ] MLYS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:01.469362] [INFO ] [LOCAL     ] Saved forecast: MLYS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MLYS.txt
[2025-12-26T20:27:01.469499] [INFO ] [sig       ] [2070/3548] Completed MLYS in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-26T20:27:01.469538] [INFO ] [sig       ] [2071/3548] Forecasting MMC...
[2025-12-26T20:27:01.469566] [INFO ] [sig       ] Generating forecast for: MMC
[2025-12-26T20:27:01.469615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-12-26T20:27:01.481182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMC'.
[2025-12-26T20:27:01.481557] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-12-26T20:27:01.482354] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-12-26T20:27:01.482406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:01.482436] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:01.482462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:01.482519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:01.538790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:01.539556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:01.539656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:01.539688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:01.662122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:01.662290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:01.662334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:01.662427] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:01.665789] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: UP (p=87.34%)
[2025-12-26T20:27:01.666055] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-12-26T20:27:01.666177] [INFO ] [sig       ] MMC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:01.808315] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MMC.txt
[2025-12-26T20:27:01.808519] [INFO ] [sig       ] [2071/3548] Completed MMC in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-26T20:27:01.808588] [INFO ] [sig       ] [2072/3548] Forecasting MMD...
[2025-12-26T20:27:01.808624] [INFO ] [sig       ] Generating forecast for: MMD
[2025-12-26T20:27:01.808657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-12-26T20:27:01.823349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2025-12-26T20:27:01.823787] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-12-26T20:27:01.824689] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-12-26T20:27:01.824743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:01.824775] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:01.824808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:01.824888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:01.886784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:01.887747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:01.887836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:01.887869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:02.012951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:02.013117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:02.013159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:02.013186] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:02.016669] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: UP (p=66.90%)
[2025-12-26T20:27:02.017033] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-12-26T20:27:02.017176] [INFO ] [sig       ] MMD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:02.157652] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MMD.txt
[2025-12-26T20:27:02.157811] [INFO ] [sig       ] [2072/3548] Completed MMD in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-26T20:27:02.157852] [INFO ] [sig       ] [2073/3548] Forecasting MMLP...
[2025-12-26T20:27:02.157880] [INFO ] [sig       ] Generating forecast for: MMLP
[2025-12-26T20:27:02.157910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2025-12-26T20:27:02.168875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2025-12-26T20:27:02.169244] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2025-12-26T20:27:02.170076] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2025-12-26T20:27:02.170135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:02.170165] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:02.170191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:02.170247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:02.226590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:02.227319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:02.227417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:02.227449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:02.339628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:02.339788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:02.339829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:02.339890] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:02.343384] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: UP (p=69.15%)
[2025-12-26T20:27:02.343673] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2025-12-26T20:27:02.343801] [INFO ] [sig       ] MMLP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:02.487293] [INFO ] [LOCAL     ] Saved forecast: MMLP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MMLP.txt
[2025-12-26T20:27:02.487434] [INFO ] [sig       ] [2073/3548] Completed MMLP in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-26T20:27:02.487474] [INFO ] [sig       ] [2074/3548] Forecasting MMS...
[2025-12-26T20:27:02.487503] [INFO ] [sig       ] Generating forecast for: MMS
[2025-12-26T20:27:02.487533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-12-26T20:27:02.499211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2025-12-26T20:27:02.499558] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-12-26T20:27:02.500394] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-12-26T20:27:02.500446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:02.500475] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:02.500501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:02.500558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:02.557419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:02.558269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:02.558348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:02.558380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:02.679445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:02.679627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:02.679672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:02.679700] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:02.683037] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=14.86%)
[2025-12-26T20:27:02.683304] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-12-26T20:27:02.683427] [INFO ] [sig       ] MMS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:02.821290] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MMS.txt
[2025-12-26T20:27:02.821423] [INFO ] [sig       ] [2074/3548] Completed MMS in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-26T20:27:02.821462] [INFO ] [sig       ] [2075/3548] Forecasting MMSI...
[2025-12-26T20:27:02.821490] [INFO ] [sig       ] Generating forecast for: MMSI
[2025-12-26T20:27:02.821520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2025-12-26T20:27:02.833271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2025-12-26T20:27:02.833770] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2025-12-26T20:27:02.834640] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2025-12-26T20:27:02.834693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:02.834725] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:02.834781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:02.834843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:02.892617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:02.893531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:02.893636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:02.893670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:03.018073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:03.018233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:03.018276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:03.018304] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:03.021887] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: UP (p=86.56%)
[2025-12-26T20:27:03.022162] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2025-12-26T20:27:03.022285] [INFO ] [sig       ] MMSI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:03.169107] [INFO ] [LOCAL     ] Saved forecast: MMSI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MMSI.txt
[2025-12-26T20:27:03.169272] [INFO ] [sig       ] [2075/3548] Completed MMSI in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-26T20:27:03.169312] [INFO ] [sig       ] [2076/3548] Forecasting MNDO...
[2025-12-26T20:27:03.169341] [INFO ] [sig       ] Generating forecast for: MNDO
[2025-12-26T20:27:03.169374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2025-12-26T20:27:03.180395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2025-12-26T20:27:03.180787] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2025-12-26T20:27:03.181602] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2025-12-26T20:27:03.181655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:03.181697] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:03.181724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:03.181782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:03.238975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:03.239732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:03.239812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:03.239844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:03.350046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:03.350201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:03.350244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:03.350272] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:03.354016] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: DOWN (p=18.53%)
[2025-12-26T20:27:03.354283] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2025-12-26T20:27:03.354402] [INFO ] [sig       ] MNDO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:03.495365] [INFO ] [LOCAL     ] Saved forecast: MNDO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MNDO.txt
[2025-12-26T20:27:03.495523] [INFO ] [sig       ] [2076/3548] Completed MNDO in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-26T20:27:03.495562] [INFO ] [sig       ] [2077/3548] Forecasting MNDY...
[2025-12-26T20:27:03.495614] [INFO ] [sig       ] Generating forecast for: MNDY
[2025-12-26T20:27:03.495648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2025-12-26T20:27:03.506900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2025-12-26T20:27:03.507286] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2025-12-26T20:27:03.508107] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2025-12-26T20:27:03.508158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:03.508188] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:03.508214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:03.508271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:03.565463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:03.566455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:03.566537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:03.566569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:03.690693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:03.690850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:03.690891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:03.690920] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:03.694271] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: DOWN (p=25.70%)
[2025-12-26T20:27:03.694555] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2025-12-26T20:27:03.694697] [INFO ] [sig       ] MNDY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:03.836859] [INFO ] [LOCAL     ] Saved forecast: MNDY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MNDY.txt
[2025-12-26T20:27:03.837009] [INFO ] [sig       ] [2077/3548] Completed MNDY in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-26T20:27:03.837055] [INFO ] [sig       ] [2078/3548] Forecasting MNKD...
[2025-12-26T20:27:03.837086] [INFO ] [sig       ] Generating forecast for: MNKD
[2025-12-26T20:27:03.837117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2025-12-26T20:27:03.848706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2025-12-26T20:27:03.849130] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2025-12-26T20:27:03.849982] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2025-12-26T20:27:03.850039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:03.850070] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:03.850096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:03.850155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:03.908495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:03.909412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:03.909497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:03.909529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:04.033110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:04.033264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:04.033306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:04.033335] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:04.036795] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: UP (p=94.15%)
[2025-12-26T20:27:04.037081] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2025-12-26T20:27:04.037210] [INFO ] [sig       ] MNKD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:04.195230] [INFO ] [LOCAL     ] Saved forecast: MNKD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MNKD.txt
[2025-12-26T20:27:04.195389] [INFO ] [sig       ] [2078/3548] Completed MNKD in 0.4s | 2.89 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-26T20:27:04.195429] [INFO ] [sig       ] [2079/3548] Forecasting MNMD...
[2025-12-26T20:27:04.195465] [INFO ] [sig       ] Generating forecast for: MNMD
[2025-12-26T20:27:04.195497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'.
[2025-12-26T20:27:04.206746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNMD'.
[2025-12-26T20:27:04.207050] [INFO ] [FORECASTER] Starting predict_future for MNMD
[2025-12-26T20:27:04.207872] [DEBUG] [LOCAL     ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt
[2025-12-26T20:27:04.207924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:04.207955] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:04.207982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:04.208044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:04.265418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:04.266114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:04.266193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:04.266226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:04.384369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:04.384523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:04.384564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:04.384611] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:04.387933] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: UP (p=74.27%)
[2025-12-26T20:27:04.388197] [INFO ] [FORECASTER] Completed predict_future for MNMD
[2025-12-26T20:27:04.388316] [INFO ] [sig       ] MNMD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:04.529932] [INFO ] [LOCAL     ] Saved forecast: MNMD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MNMD.txt
[2025-12-26T20:27:04.530089] [INFO ] [sig       ] [2079/3548] Completed MNMD in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-26T20:27:04.530129] [INFO ] [sig       ] [2080/3548] Forecasting MNRO...
[2025-12-26T20:27:04.530159] [INFO ] [sig       ] Generating forecast for: MNRO
[2025-12-26T20:27:04.530189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2025-12-26T20:27:04.541708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2025-12-26T20:27:04.542108] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2025-12-26T20:27:04.542935] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2025-12-26T20:27:04.542988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:04.543021] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:04.543051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:04.543109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:04.600214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:04.600936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:04.601060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:04.601095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:04.721552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:04.721713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:04.721756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:04.721785] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:04.725124] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: UP (p=68.16%)
[2025-12-26T20:27:04.725389] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2025-12-26T20:27:04.725508] [INFO ] [sig       ] MNRO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:04.865914] [INFO ] [LOCAL     ] Saved forecast: MNRO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MNRO.txt
[2025-12-26T20:27:04.866036] [INFO ] [sig       ] [2080/3548] Completed MNRO in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-26T20:27:04.866074] [INFO ] [sig       ] [2081/3548] Forecasting MNSO...
[2025-12-26T20:27:04.866103] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-12-26T20:27:04.866131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-12-26T20:27:04.877122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2025-12-26T20:27:04.877431] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-12-26T20:27:04.878214] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-12-26T20:27:04.878266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:04.878297] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:04.878323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:04.878381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:04.936134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:04.936885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:04.936967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:04.936999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:05.055787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:05.055937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:05.055981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:05.056010] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:05.059381] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=57.85%)
[2025-12-26T20:27:05.059664] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-12-26T20:27:05.059786] [INFO ] [sig       ] MNSO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:05.199809] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MNSO.txt
[2025-12-26T20:27:05.199965] [INFO ] [sig       ] [2081/3548] Completed MNSO in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-26T20:27:05.200004] [INFO ] [sig       ] [2082/3548] Forecasting MNTK...
[2025-12-26T20:27:05.200034] [INFO ] [sig       ] Generating forecast for: MNTK
[2025-12-26T20:27:05.200064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2025-12-26T20:27:05.211379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2025-12-26T20:27:05.211794] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2025-12-26T20:27:05.212596] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2025-12-26T20:27:05.212648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:05.212679] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:05.212706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:05.212764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:05.270025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:05.270728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:05.270805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:05.270837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:05.384869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:05.385016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:05.385058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:05.385104] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:05.388419] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: UP (p=74.85%)
[2025-12-26T20:27:05.388708] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2025-12-26T20:27:05.388828] [INFO ] [sig       ] MNTK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:05.531298] [INFO ] [LOCAL     ] Saved forecast: MNTK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MNTK.txt
[2025-12-26T20:27:05.531449] [INFO ] [sig       ] [2082/3548] Completed MNTK in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-26T20:27:05.531490] [INFO ] [sig       ] [2083/3548] Forecasting MNY...
[2025-12-26T20:27:05.531519] [INFO ] [sig       ] Generating forecast for: MNY
[2025-12-26T20:27:05.531549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2025-12-26T20:27:05.543319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2025-12-26T20:27:05.543822] [INFO ] [FORECASTER] Starting predict_future for MNY
[2025-12-26T20:27:05.544796] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2025-12-26T20:27:05.544853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:05.544885] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:05.544911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:05.544968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:05.604085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:05.605006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:05.605095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:05.605129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:05.719417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:05.719594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:05.719640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:05.719671] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:05.723119] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: UP (p=89.78%)
[2025-12-26T20:27:05.723423] [INFO ] [FORECASTER] Completed predict_future for MNY
[2025-12-26T20:27:05.723559] [INFO ] [sig       ] MNY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:05.869593] [INFO ] [LOCAL     ] Saved forecast: MNY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MNY.txt
[2025-12-26T20:27:05.869787] [INFO ] [sig       ] [2083/3548] Completed MNY in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-26T20:27:05.869828] [INFO ] [sig       ] [2084/3548] Forecasting MOD...
[2025-12-26T20:27:05.869858] [INFO ] [sig       ] Generating forecast for: MOD
[2025-12-26T20:27:05.869890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-12-26T20:27:05.882008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2025-12-26T20:27:05.882459] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-12-26T20:27:05.883333] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-12-26T20:27:05.883388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:05.883420] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:05.883447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:05.883506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:05.941434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:05.942349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:05.942442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:05.942475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:06.067837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:06.067992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:06.068036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:06.068065] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:06.071648] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: UP (p=50.17%)
[2025-12-26T20:27:06.071960] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-12-26T20:27:06.072096] [INFO ] [sig       ] MOD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:06.223096] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MOD.txt
[2025-12-26T20:27:06.223228] [INFO ] [sig       ] [2084/3548] Completed MOD in 0.4s | 2.89 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-26T20:27:06.223267] [INFO ] [sig       ] [2085/3548] Forecasting MODG...
[2025-12-26T20:27:06.223296] [INFO ] [sig       ] Generating forecast for: MODG
[2025-12-26T20:27:06.223326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-12-26T20:27:06.233823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODG'.
[2025-12-26T20:27:06.234111] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-12-26T20:27:06.234892] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-12-26T20:27:06.234943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:06.234973] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:06.235000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:06.235056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:06.291799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:06.292391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:06.292466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:06.292498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:06.406679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:06.406805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:06.406847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:06.406875] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:06.410139] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=36.66%)
[2025-12-26T20:27:06.410408] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-12-26T20:27:06.410526] [INFO ] [sig       ] MODG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:06.549656] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MODG.txt
[2025-12-26T20:27:06.549767] [INFO ] [sig       ] [2085/3548] Completed MODG in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-26T20:27:06.549807] [INFO ] [sig       ] [2086/3548] Forecasting MODL...
[2025-12-26T20:27:06.549836] [INFO ] [sig       ] Generating forecast for: MODL
[2025-12-26T20:27:06.549866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2025-12-26T20:27:06.560374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2025-12-26T20:27:06.560693] [INFO ] [FORECASTER] Starting predict_future for MODL
[2025-12-26T20:27:06.561452] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2025-12-26T20:27:06.561503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:06.561534] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:06.561560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:06.561658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:06.621019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:06.621699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:06.621775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:06.621806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:06.741607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:06.741760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:06.741807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:06.741836] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:06.745167] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: UP (p=82.53%)
[2025-12-26T20:27:06.745430] [INFO ] [FORECASTER] Completed predict_future for MODL
[2025-12-26T20:27:06.745550] [INFO ] [sig       ] MODL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:06.885034] [INFO ] [LOCAL     ] Saved forecast: MODL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MODL.txt
[2025-12-26T20:27:06.885164] [INFO ] [sig       ] [2086/3548] Completed MODL in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-26T20:27:06.885204] [INFO ] [sig       ] [2087/3548] Forecasting MOFG...
[2025-12-26T20:27:06.885232] [INFO ] [sig       ] Generating forecast for: MOFG
[2025-12-26T20:27:06.885263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2025-12-26T20:27:06.896215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2025-12-26T20:27:06.896496] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2025-12-26T20:27:06.897266] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2025-12-26T20:27:06.897317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:06.897374] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:06.897402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:06.897459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:06.953718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:06.954304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:06.954379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:06.954411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:07.068192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:07.068349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:07.068391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:07.068419] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:07.071823] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: UP (p=94.76%)
[2025-12-26T20:27:07.072090] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2025-12-26T20:27:07.072211] [INFO ] [sig       ] MOFG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:07.215248] [INFO ] [LOCAL     ] Saved forecast: MOFG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MOFG.txt
[2025-12-26T20:27:07.215399] [INFO ] [sig       ] [2087/3548] Completed MOFG in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-26T20:27:07.215439] [INFO ] [sig       ] [2088/3548] Forecasting MOGO...
[2025-12-26T20:27:07.215467] [INFO ] [sig       ] Generating forecast for: MOGO
[2025-12-26T20:27:07.215497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'.
[2025-12-26T20:27:07.226519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOGO'.
[2025-12-26T20:27:07.226901] [INFO ] [FORECASTER] Starting predict_future for MOGO
[2025-12-26T20:27:07.227717] [DEBUG] [LOCAL     ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt
[2025-12-26T20:27:07.227784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:07.227816] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:07.227842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:07.227900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:07.284825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:07.285712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:07.285796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:07.285827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:07.404826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:07.404981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:07.405025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:07.405054] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:07.408463] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: DOWN (p=12.13%)
[2025-12-26T20:27:07.408769] [INFO ] [FORECASTER] Completed predict_future for MOGO
[2025-12-26T20:27:07.408925] [INFO ] [sig       ] MOGO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:07.561537] [INFO ] [LOCAL     ] Saved forecast: MOGO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MOGO.txt
[2025-12-26T20:27:07.561717] [INFO ] [sig       ] [2088/3548] Completed MOGO in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-26T20:27:07.561758] [INFO ] [sig       ] [2089/3548] Forecasting MOH...
[2025-12-26T20:27:07.561788] [INFO ] [sig       ] Generating forecast for: MOH
[2025-12-26T20:27:07.561822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-12-26T20:27:07.574181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2025-12-26T20:27:07.574652] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-12-26T20:27:07.575673] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-12-26T20:27:07.575729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:07.575774] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:07.575816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:07.575901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:07.652762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:07.653764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:07.653866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:07.653911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:07.781667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:07.781844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:07.781895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:07.781930] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:07.785601] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: DOWN (p=22.41%)
[2025-12-26T20:27:07.785939] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-12-26T20:27:07.786084] [INFO ] [sig       ] MOH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:07.971433] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MOH.txt
[2025-12-26T20:27:07.971703] [INFO ] [sig       ] [2089/3548] Completed MOH in 0.4s | 2.89 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-26T20:27:07.971773] [INFO ] [sig       ] [2090/3548] Forecasting MOMO...
[2025-12-26T20:27:07.971826] [INFO ] [sig       ] Generating forecast for: MOMO
[2025-12-26T20:27:07.971882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2025-12-26T20:27:07.988431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2025-12-26T20:27:07.988999] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2025-12-26T20:27:07.990187] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2025-12-26T20:27:07.990256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:07.990302] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:07.990348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:07.990436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:08.061157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:08.062108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:08.062196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:08.062228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:08.215311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:08.215478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:08.215521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:08.215603] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:08.219521] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: DOWN (p=9.97%)
[2025-12-26T20:27:08.220019] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2025-12-26T20:27:08.220207] [INFO ] [sig       ] MOMO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:08.383295] [INFO ] [LOCAL     ] Saved forecast: MOMO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MOMO.txt
[2025-12-26T20:27:08.383515] [INFO ] [sig       ] [2090/3548] Completed MOMO in 0.4s | 2.89 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-26T20:27:08.383593] [INFO ] [sig       ] [2091/3548] Forecasting MORN...
[2025-12-26T20:27:08.383643] [INFO ] [sig       ] Generating forecast for: MORN
[2025-12-26T20:27:08.383690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2025-12-26T20:27:08.399773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2025-12-26T20:27:08.400300] [INFO ] [FORECASTER] Starting predict_future for MORN
[2025-12-26T20:27:08.401546] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2025-12-26T20:27:08.401653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:08.401709] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:08.401757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:08.401853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:08.482014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:08.483024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:08.483117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:08.483171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:08.627069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:08.627229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:08.627271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:08.627299] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:08.631035] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: UP (p=68.10%)
[2025-12-26T20:27:08.631349] [INFO ] [FORECASTER] Completed predict_future for MORN
[2025-12-26T20:27:08.631491] [INFO ] [sig       ] MORN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:08.780379] [INFO ] [LOCAL     ] Saved forecast: MORN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MORN.txt
[2025-12-26T20:27:08.780546] [INFO ] [sig       ] [2091/3548] Completed MORN in 0.4s | 2.89 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-26T20:27:08.780604] [INFO ] [sig       ] [2092/3548] Forecasting MOS...
[2025-12-26T20:27:08.780636] [INFO ] [sig       ] Generating forecast for: MOS
[2025-12-26T20:27:08.780668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-12-26T20:27:08.791951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2025-12-26T20:27:08.792353] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-12-26T20:27:08.793167] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-12-26T20:27:08.793220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:08.793251] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:08.793277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:08.793335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:08.851349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:08.852650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:08.852734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:08.852767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:08.979795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:08.979963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:08.980018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:08.980059] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:08.984424] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=92.33%)
[2025-12-26T20:27:08.984805] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-12-26T20:27:08.984954] [INFO ] [sig       ] MOS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:09.126690] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MOS.txt
[2025-12-26T20:27:09.126851] [INFO ] [sig       ] [2092/3548] Completed MOS in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-26T20:27:09.126891] [INFO ] [sig       ] [2093/3548] Forecasting MP...
[2025-12-26T20:27:09.126920] [INFO ] [sig       ] Generating forecast for: MP
[2025-12-26T20:27:09.126953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-12-26T20:27:09.138311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2025-12-26T20:27:09.138712] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-12-26T20:27:09.139566] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-12-26T20:27:09.139645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:09.139678] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:09.139705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:09.139765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:09.198229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:09.199156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:09.199256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:09.199291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:09.320652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:09.320803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:09.320845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:09.320875] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:09.324302] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: DOWN (p=7.78%)
[2025-12-26T20:27:09.324621] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-12-26T20:27:09.324757] [INFO ] [sig       ] MP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:09.470667] [INFO ] [LOCAL     ] Saved forecast: MP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MP.txt
[2025-12-26T20:27:09.470828] [INFO ] [sig       ] [2093/3548] Completed MP in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-26T20:27:09.470869] [INFO ] [sig       ] [2094/3548] Forecasting MPA...
[2025-12-26T20:27:09.470900] [INFO ] [sig       ] Generating forecast for: MPA
[2025-12-26T20:27:09.470931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-12-26T20:27:09.482619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2025-12-26T20:27:09.483005] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-12-26T20:27:09.483829] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-12-26T20:27:09.483882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:09.483914] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:09.483941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:09.484000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:09.543271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:09.544198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:09.544286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:09.544319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:09.654302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:09.654457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:09.654499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:09.654528] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:09.657912] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: UP (p=67.69%)
[2025-12-26T20:27:09.658195] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-12-26T20:27:09.658324] [INFO ] [sig       ] MPA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:09.799720] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MPA.txt
[2025-12-26T20:27:09.799886] [INFO ] [sig       ] [2094/3548] Completed MPA in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-26T20:27:09.799929] [INFO ] [sig       ] [2095/3548] Forecasting MPAA...
[2025-12-26T20:27:09.799958] [INFO ] [sig       ] Generating forecast for: MPAA
[2025-12-26T20:27:09.799989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2025-12-26T20:27:09.810939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2025-12-26T20:27:09.811259] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2025-12-26T20:27:09.812230] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2025-12-26T20:27:09.812282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:09.812312] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:09.812338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:09.812394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:09.871166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:09.872065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:09.872148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:09.872182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:09.994549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:09.994717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:09.994780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:09.994810] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:09.998502] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: UP (p=87.45%)
[2025-12-26T20:27:09.998909] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2025-12-26T20:27:09.999065] [INFO ] [sig       ] MPAA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:10.201769] [INFO ] [LOCAL     ] Saved forecast: MPAA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MPAA.txt
[2025-12-26T20:27:10.201906] [INFO ] [sig       ] [2095/3548] Completed MPAA in 0.4s | 2.89 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-26T20:27:10.201944] [INFO ] [sig       ] [2096/3548] Forecasting MPB...
[2025-12-26T20:27:10.201973] [INFO ] [sig       ] Generating forecast for: MPB
[2025-12-26T20:27:10.202003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2025-12-26T20:27:10.212752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2025-12-26T20:27:10.213116] [INFO ] [FORECASTER] Starting predict_future for MPB
[2025-12-26T20:27:10.213953] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2025-12-26T20:27:10.214007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:10.214038] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:10.214066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:10.214125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:10.270525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:10.271150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:10.271225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:10.271256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:10.386353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:10.386495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:10.386539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:10.386583] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:10.389936] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: DOWN (p=19.09%)
[2025-12-26T20:27:10.390201] [INFO ] [FORECASTER] Completed predict_future for MPB
[2025-12-26T20:27:10.390325] [INFO ] [sig       ] MPB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:10.529193] [INFO ] [LOCAL     ] Saved forecast: MPB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MPB.txt
[2025-12-26T20:27:10.529319] [INFO ] [sig       ] [2096/3548] Completed MPB in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-26T20:27:10.529357] [INFO ] [sig       ] [2097/3548] Forecasting MPC...
[2025-12-26T20:27:10.529385] [INFO ] [sig       ] Generating forecast for: MPC
[2025-12-26T20:27:10.529414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-12-26T20:27:10.540347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2025-12-26T20:27:10.540730] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-12-26T20:27:10.541510] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-12-26T20:27:10.541562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:10.541623] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:10.541654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:10.541713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:10.597868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:10.598641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:10.598764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:10.598811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:10.716942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:10.717079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:10.717121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:10.717149] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:10.720497] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=52.98%)
[2025-12-26T20:27:10.720785] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-12-26T20:27:10.720907] [INFO ] [sig       ] MPC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:10.860150] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MPC.txt
[2025-12-26T20:27:10.860280] [INFO ] [sig       ] [2097/3548] Completed MPC in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-26T20:27:10.860319] [INFO ] [sig       ] [2098/3548] Forecasting MPX...
[2025-12-26T20:27:10.860348] [INFO ] [sig       ] Generating forecast for: MPX
[2025-12-26T20:27:10.860379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-12-26T20:27:10.870639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2025-12-26T20:27:10.870974] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-12-26T20:27:10.871772] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-12-26T20:27:10.871825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:10.871855] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:10.871883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:10.871940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:10.928118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:10.928776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:10.928853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:10.928900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:11.039006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:11.039153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:11.039195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:11.039223] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:11.042556] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: UP (p=95.80%)
[2025-12-26T20:27:11.042847] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-12-26T20:27:11.042971] [INFO ] [sig       ] MPX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:11.184210] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MPX.txt
[2025-12-26T20:27:11.184366] [INFO ] [sig       ] [2098/3548] Completed MPX in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-26T20:27:11.184406] [INFO ] [sig       ] [2099/3548] Forecasting MQ...
[2025-12-26T20:27:11.184435] [INFO ] [sig       ] Generating forecast for: MQ
[2025-12-26T20:27:11.184467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2025-12-26T20:27:11.195406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2025-12-26T20:27:11.195835] [INFO ] [FORECASTER] Starting predict_future for MQ
[2025-12-26T20:27:11.196676] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2025-12-26T20:27:11.196728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:11.196774] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:11.196801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:11.196862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:11.255324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:11.256131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:11.256230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:11.256265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:11.375844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:11.375982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:11.376025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:11.376055] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:11.379485] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: DOWN (p=10.92%)
[2025-12-26T20:27:11.379783] [INFO ] [FORECASTER] Completed predict_future for MQ
[2025-12-26T20:27:11.379910] [INFO ] [sig       ] MQ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:11.520365] [INFO ] [LOCAL     ] Saved forecast: MQ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MQ.txt
[2025-12-26T20:27:11.520496] [INFO ] [sig       ] [2099/3548] Completed MQ in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-26T20:27:11.520535] [INFO ] [sig       ] [2100/3548] Forecasting MQY...
[2025-12-26T20:27:11.520564] [INFO ] [sig       ] Generating forecast for: MQY
[2025-12-26T20:27:11.520614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-12-26T20:27:11.531405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2025-12-26T20:27:11.531763] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-12-26T20:27:11.532550] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-12-26T20:27:11.532621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:11.532656] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:11.532684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:11.532744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:11.590523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:11.591182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:11.591261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:11.591295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:11.711968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:11.712116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:11.712163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:11.712194] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:11.715666] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: UP (p=52.47%)
[2025-12-26T20:27:11.715942] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-12-26T20:27:11.716067] [INFO ] [sig       ] MQY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:11.865088] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MQY.txt
[2025-12-26T20:27:11.865311] [INFO ] [sig       ] [2100/3548] Completed MQY in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-26T20:27:11.865370] [INFO ] [sig       ] [2101/3548] Forecasting MRAM...
[2025-12-26T20:27:11.865419] [INFO ] [sig       ] Generating forecast for: MRAM
[2025-12-26T20:27:11.865462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2025-12-26T20:27:11.876164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2025-12-26T20:27:11.876539] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2025-12-26T20:27:11.877365] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2025-12-26T20:27:11.877418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:11.877451] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:11.877478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:11.877538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:11.938086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:11.938774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:11.938852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:11.938903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:12.055281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:12.055424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:12.055466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:12.055493] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:12.058823] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: UP (p=97.85%)
[2025-12-26T20:27:12.059133] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2025-12-26T20:27:12.059265] [INFO ] [sig       ] MRAM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:12.197722] [INFO ] [LOCAL     ] Saved forecast: MRAM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MRAM.txt
[2025-12-26T20:27:12.197857] [INFO ] [sig       ] [2101/3548] Completed MRAM in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-26T20:27:12.197895] [INFO ] [sig       ] [2102/3548] Forecasting MRBK...
[2025-12-26T20:27:12.197925] [INFO ] [sig       ] Generating forecast for: MRBK
[2025-12-26T20:27:12.197955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2025-12-26T20:27:12.208806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2025-12-26T20:27:12.209223] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2025-12-26T20:27:12.210056] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2025-12-26T20:27:12.210110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:12.210143] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:12.210171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:12.210230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:12.267567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:12.268290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:12.268368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:12.268401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:12.394358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:12.394521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:12.394598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:12.394638] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:12.398259] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: DOWN (p=34.76%)
[2025-12-26T20:27:12.398616] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2025-12-26T20:27:12.398759] [INFO ] [sig       ] MRBK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:12.544378] [INFO ] [LOCAL     ] Saved forecast: MRBK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MRBK.txt
[2025-12-26T20:27:12.544528] [INFO ] [sig       ] [2102/3548] Completed MRBK in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-26T20:27:12.544587] [INFO ] [sig       ] [2103/3548] Forecasting MRCC...
[2025-12-26T20:27:12.544629] [INFO ] [sig       ] Generating forecast for: MRCC
[2025-12-26T20:27:12.544662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2025-12-26T20:27:12.556126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2025-12-26T20:27:12.556538] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2025-12-26T20:27:12.557371] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2025-12-26T20:27:12.557426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:12.557459] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:12.557488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:12.557547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:12.617898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:12.618821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:12.621812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:12.621855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:12.744695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:12.744843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:12.744883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:12.744912] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:12.748240] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-12-26T20:27:12.748507] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2025-12-26T20:27:12.748645] [INFO ] [sig       ] MRCC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:12.888368] [INFO ] [LOCAL     ] Saved forecast: MRCC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MRCC.txt
[2025-12-26T20:27:12.888490] [INFO ] [sig       ] [2103/3548] Completed MRCC in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-26T20:27:12.888529] [INFO ] [sig       ] [2104/3548] Forecasting MRCY...
[2025-12-26T20:27:12.888557] [INFO ] [sig       ] Generating forecast for: MRCY
[2025-12-26T20:27:12.888606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2025-12-26T20:27:12.899442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2025-12-26T20:27:12.899763] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2025-12-26T20:27:12.900558] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2025-12-26T20:27:12.900635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:12.900689] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:12.900717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:12.900774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:12.958556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:12.959226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:12.959305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:12.959336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:13.082137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:13.082291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:13.082332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:13.082362] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:13.085780] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: DOWN (p=45.23%)
[2025-12-26T20:27:13.086058] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2025-12-26T20:27:13.086182] [INFO ] [sig       ] MRCY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:13.225523] [INFO ] [LOCAL     ] Saved forecast: MRCY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MRCY.txt
[2025-12-26T20:27:13.225664] [INFO ] [sig       ] [2104/3548] Completed MRCY in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-26T20:27:13.225704] [INFO ] [sig       ] [2105/3548] Forecasting MREO...
[2025-12-26T20:27:13.225732] [INFO ] [sig       ] Generating forecast for: MREO
[2025-12-26T20:27:13.225762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'.
[2025-12-26T20:27:13.236409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MREO'.
[2025-12-26T20:27:13.236772] [INFO ] [FORECASTER] Starting predict_future for MREO
[2025-12-26T20:27:13.237530] [DEBUG] [LOCAL     ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt
[2025-12-26T20:27:13.237599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:13.237632] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:13.237659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:13.237715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:13.294310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:13.295015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:13.295093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:13.295124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:13.428508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:13.428697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:13.428743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:13.428771] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:13.432201] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: UP (p=78.80%)
[2025-12-26T20:27:13.432476] [INFO ] [FORECASTER] Completed predict_future for MREO
[2025-12-26T20:27:13.432616] [INFO ] [sig       ] MREO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:13.577705] [INFO ] [LOCAL     ] Saved forecast: MREO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MREO.txt
[2025-12-26T20:27:13.577837] [INFO ] [sig       ] [2105/3548] Completed MREO in 0.4s | 2.89 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-26T20:27:13.577876] [INFO ] [sig       ] [2106/3548] Forecasting MRK...
[2025-12-26T20:27:13.577905] [INFO ] [sig       ] Generating forecast for: MRK
[2025-12-26T20:27:13.577935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-12-26T20:27:13.588806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2025-12-26T20:27:13.589150] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-12-26T20:27:13.589940] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-12-26T20:27:13.589991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:13.590023] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:13.590049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:13.590107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:13.647191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:13.647963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:13.648061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:13.648094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:13.773058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:13.773206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:13.773250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:13.773295] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:13.776648] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: DOWN (p=16.97%)
[2025-12-26T20:27:13.776926] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-12-26T20:27:13.777052] [INFO ] [sig       ] MRK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:13.916510] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MRK.txt
[2025-12-26T20:27:13.916653] [INFO ] [sig       ] [2106/3548] Completed MRK in 0.3s | 2.89 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-26T20:27:13.916694] [INFO ] [sig       ] [2107/3548] Forecasting MRM...
[2025-12-26T20:27:13.916723] [INFO ] [sig       ] Generating forecast for: MRM
[2025-12-26T20:27:13.916754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2025-12-26T20:27:13.927040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2025-12-26T20:27:13.927343] [INFO ] [FORECASTER] Starting predict_future for MRM
[2025-12-26T20:27:13.928121] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2025-12-26T20:27:13.928172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:13.928203] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:13.928231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:13.928291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:13.984595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:13.985219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:13.985295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:13.985327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:14.099140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:14.099258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:14.099296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:14.099352] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:14.102599] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: UP (p=79.77%)
[2025-12-26T20:27:14.102865] [INFO ] [FORECASTER] Completed predict_future for MRM
[2025-12-26T20:27:14.102984] [INFO ] [sig       ] MRM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:14.246878] [INFO ] [LOCAL     ] Saved forecast: MRM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MRM.txt
[2025-12-26T20:27:14.246997] [INFO ] [sig       ] [2107/3548] Completed MRM in 0.3s | 2.89 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-26T20:27:14.247035] [INFO ] [sig       ] [2108/3548] Forecasting MRNA...
[2025-12-26T20:27:14.247064] [INFO ] [sig       ] Generating forecast for: MRNA
[2025-12-26T20:27:14.247094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2025-12-26T20:27:14.257910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2025-12-26T20:27:14.258216] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2025-12-26T20:27:14.259050] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2025-12-26T20:27:14.259101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:14.259131] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:14.259157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:14.259219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:14.315830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:14.316416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:14.316490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:14.316536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:14.433220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:14.433373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:14.433415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:14.433442] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:14.436847] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: UP (p=59.49%)
[2025-12-26T20:27:14.437137] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2025-12-26T20:27:14.437267] [INFO ] [sig       ] MRNA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:14.579225] [INFO ] [LOCAL     ] Saved forecast: MRNA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MRNA.txt
[2025-12-26T20:27:14.579351] [INFO ] [sig       ] [2108/3548] Completed MRNA in 0.3s | 2.89 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-26T20:27:14.579390] [INFO ] [sig       ] [2109/3548] Forecasting MRSN...
[2025-12-26T20:27:14.579418] [INFO ] [sig       ] Generating forecast for: MRSN
[2025-12-26T20:27:14.579448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'.
[2025-12-26T20:27:14.590120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRSN'.
[2025-12-26T20:27:14.590445] [INFO ] [FORECASTER] Starting predict_future for MRSN
[2025-12-26T20:27:14.591236] [DEBUG] [LOCAL     ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt
[2025-12-26T20:27:14.591290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:14.591321] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:14.591347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:14.591408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:14.648459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:14.649096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:14.649171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:14.649203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:14.769645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:14.769785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:14.769827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:14.769856] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:14.773747] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: DOWN (p=24.52%)
[2025-12-26T20:27:14.774016] [INFO ] [FORECASTER] Completed predict_future for MRSN
[2025-12-26T20:27:14.774136] [INFO ] [sig       ] MRSN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:14.917804] [INFO ] [LOCAL     ] Saved forecast: MRSN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MRSN.txt
[2025-12-26T20:27:14.917941] [INFO ] [sig       ] [2109/3548] Completed MRSN in 0.3s | 2.89 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-26T20:27:14.917985] [INFO ] [sig       ] [2110/3548] Forecasting MRTN...
[2025-12-26T20:27:14.918015] [INFO ] [sig       ] Generating forecast for: MRTN
[2025-12-26T20:27:14.918046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2025-12-26T20:27:14.928950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2025-12-26T20:27:14.929266] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2025-12-26T20:27:14.930080] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2025-12-26T20:27:14.930130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:14.930161] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:14.930202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:14.930263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:14.987448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:14.988114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:14.988193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:14.988225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:15.105339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:15.105486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:15.105528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:15.105555] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:15.108926] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: UP (p=60.84%)
[2025-12-26T20:27:15.109201] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2025-12-26T20:27:15.109321] [INFO ] [sig       ] MRTN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:15.249926] [INFO ] [LOCAL     ] Saved forecast: MRTN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MRTN.txt
[2025-12-26T20:27:15.250061] [INFO ] [sig       ] [2110/3548] Completed MRTN in 0.3s | 2.89 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-26T20:27:15.250099] [INFO ] [sig       ] [2111/3548] Forecasting MRUS...
[2025-12-26T20:27:15.250128] [INFO ] [sig       ] Generating forecast for: MRUS
[2025-12-26T20:27:15.250157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'.
[2025-12-26T20:27:15.261371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRUS'.
[2025-12-26T20:27:15.261712] [INFO ] [FORECASTER] Starting predict_future for MRUS
[2025-12-26T20:27:15.262469] [DEBUG] [LOCAL     ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt
[2025-12-26T20:27:15.262520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:15.262551] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:15.262606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:15.262666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:15.319361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:15.320035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:15.320111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:15.320143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:15.434648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:15.434798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:15.434839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:15.434866] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:15.438208] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: UP (p=71.53%)
[2025-12-26T20:27:15.438477] [INFO ] [FORECASTER] Completed predict_future for MRUS
[2025-12-26T20:27:15.438615] [INFO ] [sig       ] MRUS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:15.579236] [INFO ] [LOCAL     ] Saved forecast: MRUS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MRUS.txt
[2025-12-26T20:27:15.579391] [INFO ] [sig       ] [2111/3548] Completed MRUS in 0.3s | 2.89 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-26T20:27:15.579431] [INFO ] [sig       ] [2112/3548] Forecasting MRVI...
[2025-12-26T20:27:15.579459] [INFO ] [sig       ] Generating forecast for: MRVI
[2025-12-26T20:27:15.579490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2025-12-26T20:27:15.590979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2025-12-26T20:27:15.591372] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2025-12-26T20:27:15.592204] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2025-12-26T20:27:15.592255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:15.592286] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:15.592312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:15.592370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:15.649010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:15.649832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:15.649913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:15.649945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:15.776359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:15.776520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:15.776587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:15.776619] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:15.780059] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: DOWN (p=10.49%)
[2025-12-26T20:27:15.780336] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2025-12-26T20:27:15.780456] [INFO ] [sig       ] MRVI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:15.924153] [INFO ] [LOCAL     ] Saved forecast: MRVI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MRVI.txt
[2025-12-26T20:27:15.924309] [INFO ] [sig       ] [2112/3548] Completed MRVI in 0.3s | 2.89 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-26T20:27:15.924356] [INFO ] [sig       ] [2113/3548] Forecasting MRVL...
[2025-12-26T20:27:15.924390] [INFO ] [sig       ] Generating forecast for: MRVL
[2025-12-26T20:27:15.924427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2025-12-26T20:27:15.934976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2025-12-26T20:27:15.935293] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2025-12-26T20:27:15.936095] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2025-12-26T20:27:15.936146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:15.936176] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:15.936202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:15.936259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:15.992593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:15.993439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:15.993519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:15.993551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:16.112067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:16.112220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:16.112262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:16.112290] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:16.115638] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=64.94%)
[2025-12-26T20:27:16.115902] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2025-12-26T20:27:16.116022] [INFO ] [sig       ] MRVL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:16.255544] [INFO ] [LOCAL     ] Saved forecast: MRVL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MRVL.txt
[2025-12-26T20:27:16.255733] [INFO ] [sig       ] [2113/3548] Completed MRVL in 0.3s | 2.89 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-26T20:27:16.255775] [INFO ] [sig       ] [2114/3548] Forecasting MRX...
[2025-12-26T20:27:16.255804] [INFO ] [sig       ] Generating forecast for: MRX
[2025-12-26T20:27:16.255868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2025-12-26T20:27:16.267147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2025-12-26T20:27:16.267475] [INFO ] [FORECASTER] Starting predict_future for MRX
[2025-12-26T20:27:16.268317] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2025-12-26T20:27:16.268370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:16.268402] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:16.268431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:16.268490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:16.325806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:16.326481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:16.326607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:16.326642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:16.454109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:16.454268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:16.454313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:16.454342] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:16.457910] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2025-12-26T20:27:16.458198] [INFO ] [FORECASTER] Completed predict_future for MRX
[2025-12-26T20:27:16.458327] [INFO ] [sig       ] MRX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:16.599908] [INFO ] [LOCAL     ] Saved forecast: MRX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MRX.txt
[2025-12-26T20:27:16.600060] [INFO ] [sig       ] [2114/3548] Completed MRX in 0.3s | 2.89 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-26T20:27:16.600099] [INFO ] [sig       ] [2115/3548] Forecasting MS...
[2025-12-26T20:27:16.600128] [INFO ] [sig       ] Generating forecast for: MS
[2025-12-26T20:27:16.600158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-12-26T20:27:16.611559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2025-12-26T20:27:16.611933] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-12-26T20:27:16.612728] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-12-26T20:27:16.612779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:16.612811] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:16.612837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:16.612895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:16.668975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:16.669648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:16.669726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:16.669758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:16.790708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:16.790859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:16.790901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:16.790929] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:16.794269] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: UP (p=98.09%)
[2025-12-26T20:27:16.794537] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-12-26T20:27:16.794681] [INFO ] [sig       ] MS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:16.933922] [INFO ] [LOCAL     ] Saved forecast: MS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MS.txt
[2025-12-26T20:27:16.934060] [INFO ] [sig       ] [2115/3548] Completed MS in 0.3s | 2.89 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-26T20:27:16.934100] [INFO ] [sig       ] [2116/3548] Forecasting MSA...
[2025-12-26T20:27:16.934128] [INFO ] [sig       ] Generating forecast for: MSA
[2025-12-26T20:27:16.934159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-12-26T20:27:16.944946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2025-12-26T20:27:16.945268] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-12-26T20:27:16.946054] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-12-26T20:27:16.946105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:16.946136] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:16.946162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:16.946219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:17.002874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:17.003522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:17.003617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:17.003652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:17.121673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:17.121821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:17.121862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:17.121890] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:17.125277] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: DOWN (p=47.83%)
[2025-12-26T20:27:17.125548] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-12-26T20:27:17.125688] [INFO ] [sig       ] MSA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:17.269310] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MSA.txt
[2025-12-26T20:27:17.269489] [INFO ] [sig       ] [2116/3548] Completed MSA in 0.3s | 2.89 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-26T20:27:17.269541] [INFO ] [sig       ] [2117/3548] Forecasting MSB...
[2025-12-26T20:27:17.269594] [INFO ] [sig       ] Generating forecast for: MSB
[2025-12-26T20:27:17.269631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-12-26T20:27:17.281723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2025-12-26T20:27:17.282129] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-12-26T20:27:17.283002] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-12-26T20:27:17.283055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:17.283088] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:17.283113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:17.283170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:17.343177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:17.344077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:17.344168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:17.344201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:17.470499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:17.470675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:17.470729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:17.470759] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:17.474246] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=44.22%)
[2025-12-26T20:27:17.474529] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-12-26T20:27:17.474674] [INFO ] [sig       ] MSB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:17.613896] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MSB.txt
[2025-12-26T20:27:17.614070] [INFO ] [sig       ] [2117/3548] Completed MSB in 0.3s | 2.89 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-26T20:27:17.614111] [INFO ] [sig       ] [2118/3548] Forecasting MSBI...
[2025-12-26T20:27:17.614139] [INFO ] [sig       ] Generating forecast for: MSBI
[2025-12-26T20:27:17.614170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2025-12-26T20:27:17.624618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2025-12-26T20:27:17.624928] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2025-12-26T20:27:17.625713] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2025-12-26T20:27:17.625765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:17.625797] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:17.625823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:17.625880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:17.681957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:17.682588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:17.682665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:17.682697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:17.805339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:17.805502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:17.805557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:17.805619] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:17.809231] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: UP (p=70.00%)
[2025-12-26T20:27:17.809511] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2025-12-26T20:27:17.809654] [INFO ] [sig       ] MSBI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:17.952604] [INFO ] [LOCAL     ] Saved forecast: MSBI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MSBI.txt
[2025-12-26T20:27:17.952761] [INFO ] [sig       ] [2118/3548] Completed MSBI in 0.3s | 2.89 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-26T20:27:17.952801] [INFO ] [sig       ] [2119/3548] Forecasting MSCI...
[2025-12-26T20:27:17.952829] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-12-26T20:27:17.952861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-12-26T20:27:17.964168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2025-12-26T20:27:17.964507] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-12-26T20:27:17.965303] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-12-26T20:27:17.965354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:17.965385] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:17.965412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:17.965469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:18.021902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:18.022535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:18.022630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:18.022663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:18.138769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:18.138959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:18.139004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:18.139035] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:18.142772] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: DOWN (p=17.67%)
[2025-12-26T20:27:18.143040] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-12-26T20:27:18.143161] [INFO ] [sig       ] MSCI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:18.283977] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MSCI.txt
[2025-12-26T20:27:18.284104] [INFO ] [sig       ] [2119/3548] Completed MSCI in 0.3s | 2.89 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-26T20:27:18.284143] [INFO ] [sig       ] [2120/3548] Forecasting MSD...
[2025-12-26T20:27:18.284171] [INFO ] [sig       ] Generating forecast for: MSD
[2025-12-26T20:27:18.284202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-12-26T20:27:18.294799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2025-12-26T20:27:18.295123] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-12-26T20:27:18.295916] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-12-26T20:27:18.295966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:18.295997] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:18.296024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:18.296081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:18.352509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:18.353151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:18.353230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:18.353262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:18.469846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:18.469994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:18.470035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:18.470064] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:18.473413] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: DOWN (p=42.31%)
[2025-12-26T20:27:18.473704] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-12-26T20:27:18.473825] [INFO ] [sig       ] MSD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:18.613945] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MSD.txt
[2025-12-26T20:27:18.614053] [INFO ] [sig       ] [2120/3548] Completed MSD in 0.3s | 2.89 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-26T20:27:18.614090] [INFO ] [sig       ] [2121/3548] Forecasting MSEX...
[2025-12-26T20:27:18.614118] [INFO ] [sig       ] Generating forecast for: MSEX
[2025-12-26T20:27:18.614148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2025-12-26T20:27:18.625886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2025-12-26T20:27:18.626263] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2025-12-26T20:27:18.627126] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2025-12-26T20:27:18.627180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:18.627251] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:18.627282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:18.627342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:18.691446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:18.692374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:18.692462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:18.692495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:18.817813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:18.817970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:18.818012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:18.818041] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:18.821674] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: UP (p=82.69%)
[2025-12-26T20:27:18.822014] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2025-12-26T20:27:18.822185] [INFO ] [sig       ] MSEX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:18.974652] [INFO ] [LOCAL     ] Saved forecast: MSEX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MSEX.txt
[2025-12-26T20:27:18.974806] [INFO ] [sig       ] [2121/3548] Completed MSEX in 0.4s | 2.89 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-26T20:27:18.974853] [INFO ] [sig       ] [2122/3548] Forecasting MSFD...
[2025-12-26T20:27:18.974884] [INFO ] [sig       ] Generating forecast for: MSFD
[2025-12-26T20:27:18.974915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2025-12-26T20:27:18.986463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2025-12-26T20:27:18.986821] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2025-12-26T20:27:18.987649] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2025-12-26T20:27:18.987700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:18.987732] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:18.987759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:18.987816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:19.043868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:19.044471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:19.044547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:19.044596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:19.159355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:19.159509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:19.159551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:19.159613] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:19.163012] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-12-26T20:27:19.163294] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2025-12-26T20:27:19.163418] [INFO ] [sig       ] MSFD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:19.302908] [INFO ] [LOCAL     ] Saved forecast: MSFD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MSFD.txt
[2025-12-26T20:27:19.303027] [INFO ] [sig       ] [2122/3548] Completed MSFD in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-26T20:27:19.303065] [INFO ] [sig       ] [2123/3548] Forecasting MSFL...
[2025-12-26T20:27:19.303093] [INFO ] [sig       ] Generating forecast for: MSFL
[2025-12-26T20:27:19.303122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2025-12-26T20:27:19.315052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2025-12-26T20:27:19.315468] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2025-12-26T20:27:19.316308] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2025-12-26T20:27:19.316383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:19.316418] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:19.316446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:19.316506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:19.376945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:19.377826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:19.377916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:19.377960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:19.504214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:19.504371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:19.504415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:19.504446] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:19.508064] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: UP (p=95.63%)
[2025-12-26T20:27:19.508349] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2025-12-26T20:27:19.508475] [INFO ] [sig       ] MSFL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:19.661489] [INFO ] [LOCAL     ] Saved forecast: MSFL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MSFL.txt
[2025-12-26T20:27:19.661673] [INFO ] [sig       ] [2123/3548] Completed MSFL in 0.4s | 2.89 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-26T20:27:19.661719] [INFO ] [sig       ] [2124/3548] Forecasting MSGE...
[2025-12-26T20:27:19.661751] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-12-26T20:27:19.661785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-12-26T20:27:19.675645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2025-12-26T20:27:19.676096] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-12-26T20:27:19.677134] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-12-26T20:27:19.677198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:19.677237] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:19.677269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:19.677330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:19.743081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:19.743931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:19.744017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:19.744049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:19.874679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:19.874823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:19.874879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:19.874977] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:19.878800] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: DOWN (p=1.13%)
[2025-12-26T20:27:19.879187] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-12-26T20:27:19.879332] [INFO ] [sig       ] MSGE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:20.037324] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MSGE.txt
[2025-12-26T20:27:20.037528] [INFO ] [sig       ] [2124/3548] Completed MSGE in 0.4s | 2.89 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-26T20:27:20.037588] [INFO ] [sig       ] [2125/3548] Forecasting MSGM...
[2025-12-26T20:27:20.037622] [INFO ] [sig       ] Generating forecast for: MSGM
[2025-12-26T20:27:20.037669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2025-12-26T20:27:20.049028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2025-12-26T20:27:20.049389] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2025-12-26T20:27:20.050317] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2025-12-26T20:27:20.050372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:20.050406] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:20.050434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:20.050501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:20.112013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:20.112820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:20.112909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:20.112944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:20.226808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:20.226948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:20.226993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:20.227023] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:20.230482] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: DOWN (p=31.43%)
[2025-12-26T20:27:20.230780] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2025-12-26T20:27:20.230906] [INFO ] [sig       ] MSGM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:20.371765] [INFO ] [LOCAL     ] Saved forecast: MSGM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MSGM.txt
[2025-12-26T20:27:20.371881] [INFO ] [sig       ] [2125/3548] Completed MSGM in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-26T20:27:20.371919] [INFO ] [sig       ] [2126/3548] Forecasting MSGS...
[2025-12-26T20:27:20.371947] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-12-26T20:27:20.371977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-12-26T20:27:20.382502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2025-12-26T20:27:20.382834] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-12-26T20:27:20.383622] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-12-26T20:27:20.383676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:20.383707] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:20.383733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:20.383792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:20.443944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:20.444734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:20.444815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:20.444849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:20.563223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:20.563364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:20.563410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:20.563441] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:20.566905] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=64.53%)
[2025-12-26T20:27:20.567177] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-12-26T20:27:20.567310] [INFO ] [sig       ] MSGS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:20.712326] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MSGS.txt
[2025-12-26T20:27:20.712453] [INFO ] [sig       ] [2126/3548] Completed MSGS in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-26T20:27:20.712499] [INFO ] [sig       ] [2127/3548] Forecasting MSI...
[2025-12-26T20:27:20.712528] [INFO ] [sig       ] Generating forecast for: MSI
[2025-12-26T20:27:20.712559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-12-26T20:27:20.723498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2025-12-26T20:27:20.723887] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-12-26T20:27:20.724686] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-12-26T20:27:20.724738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:20.724778] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:20.724806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:20.724863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:20.782073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:20.782698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:20.782774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:20.782805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:20.902792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:20.902960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:20.903004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:20.903032] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:20.906723] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: UP (p=68.95%)
[2025-12-26T20:27:20.907039] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-12-26T20:27:20.907178] [INFO ] [sig       ] MSI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:21.052099] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MSI.txt
[2025-12-26T20:27:21.052281] [INFO ] [sig       ] [2127/3548] Completed MSI in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-26T20:27:21.052323] [INFO ] [sig       ] [2128/3548] Forecasting MSM...
[2025-12-26T20:27:21.052352] [INFO ] [sig       ] Generating forecast for: MSM
[2025-12-26T20:27:21.052384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-12-26T20:27:21.063934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2025-12-26T20:27:21.064361] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-12-26T20:27:21.065183] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-12-26T20:27:21.065236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:21.065267] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:21.065294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:21.065351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:21.122242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:21.123138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:21.123224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:21.123256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:21.241982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:21.242138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:21.242181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:21.242210] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:21.245972] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2025-12-26T20:27:21.246313] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-12-26T20:27:21.246473] [INFO ] [sig       ] MSM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:21.397991] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MSM.txt
[2025-12-26T20:27:21.398145] [INFO ] [sig       ] [2128/3548] Completed MSM in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-26T20:27:21.398185] [INFO ] [sig       ] [2129/3548] Forecasting MSTX...
[2025-12-26T20:27:21.398214] [INFO ] [sig       ] Generating forecast for: MSTX
[2025-12-26T20:27:21.398246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'.
[2025-12-26T20:27:21.409252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSTX'.
[2025-12-26T20:27:21.409564] [INFO ] [FORECASTER] Starting predict_future for MSTX
[2025-12-26T20:27:21.410387] [DEBUG] [LOCAL     ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt
[2025-12-26T20:27:21.410439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:21.410470] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:21.410497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:21.410554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:21.468156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:21.469061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:21.469150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:21.469184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:21.590039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:21.590194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:21.590238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:21.590266] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:21.593733] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: DOWN (p=18.62%)
[2025-12-26T20:27:21.594023] [INFO ] [FORECASTER] Completed predict_future for MSTX
[2025-12-26T20:27:21.594152] [INFO ] [sig       ] MSTX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:21.740411] [INFO ] [LOCAL     ] Saved forecast: MSTX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MSTX.txt
[2025-12-26T20:27:21.740592] [INFO ] [sig       ] [2129/3548] Completed MSTX in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-26T20:27:21.740635] [INFO ] [sig       ] [2130/3548] Forecasting MTB...
[2025-12-26T20:27:21.740666] [INFO ] [sig       ] Generating forecast for: MTB
[2025-12-26T20:27:21.740697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-12-26T20:27:21.751799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2025-12-26T20:27:21.752130] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-12-26T20:27:21.752947] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-12-26T20:27:21.752999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:21.753030] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:21.753056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:21.753112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:21.810113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:21.810765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:21.810841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:21.810873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:21.933546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:21.933700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:21.933759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:21.933789] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:21.937196] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: DOWN (p=25.07%)
[2025-12-26T20:27:21.937486] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-12-26T20:27:21.937654] [INFO ] [sig       ] MTB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:22.077500] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MTB.txt
[2025-12-26T20:27:22.077627] [INFO ] [sig       ] [2130/3548] Completed MTB in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-26T20:27:22.077666] [INFO ] [sig       ] [2131/3548] Forecasting MTCH...
[2025-12-26T20:27:22.077695] [INFO ] [sig       ] Generating forecast for: MTCH
[2025-12-26T20:27:22.077726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2025-12-26T20:27:22.088443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2025-12-26T20:27:22.088775] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2025-12-26T20:27:22.089587] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2025-12-26T20:27:22.089643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:22.089674] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:22.089701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:22.089757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:22.147301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:22.147963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:22.148081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:22.148115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:22.270276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:22.270416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:22.270461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:22.270492] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:22.273899] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: UP (p=68.26%)
[2025-12-26T20:27:22.274170] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2025-12-26T20:27:22.274297] [INFO ] [sig       ] MTCH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:22.423013] [INFO ] [LOCAL     ] Saved forecast: MTCH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MTCH.txt
[2025-12-26T20:27:22.423176] [INFO ] [sig       ] [2131/3548] Completed MTCH in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-26T20:27:22.423221] [INFO ] [sig       ] [2132/3548] Forecasting MTD...
[2025-12-26T20:27:22.423252] [INFO ] [sig       ] Generating forecast for: MTD
[2025-12-26T20:27:22.423284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-12-26T20:27:22.436277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTD'.
[2025-12-26T20:27:22.436620] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-12-26T20:27:22.437621] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-12-26T20:27:22.437678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:22.437711] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:22.437740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:22.437801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:22.497825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:22.498653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:22.498747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:22.498781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:22.621090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:22.621234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:22.621284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:22.621315] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:22.624743] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: UP (p=62.73%)
[2025-12-26T20:27:22.625041] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-12-26T20:27:22.625171] [INFO ] [sig       ] MTD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:22.767741] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MTD.txt
[2025-12-26T20:27:22.767866] [INFO ] [sig       ] [2132/3548] Completed MTD in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-26T20:27:22.767904] [INFO ] [sig       ] [2133/3548] Forecasting MTG...
[2025-12-26T20:27:22.767932] [INFO ] [sig       ] Generating forecast for: MTG
[2025-12-26T20:27:22.767963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-12-26T20:27:22.779150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2025-12-26T20:27:22.779462] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-12-26T20:27:22.780258] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-12-26T20:27:22.780310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:22.780344] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:22.780372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:22.780431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:22.838917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:22.839536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:22.839631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:22.839665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:22.963993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:22.964140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:22.964182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:22.964212] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:22.967946] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: UP (p=97.75%)
[2025-12-26T20:27:22.968216] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-12-26T20:27:22.968340] [INFO ] [sig       ] MTG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:23.112750] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MTG.txt
[2025-12-26T20:27:23.112878] [INFO ] [sig       ] [2133/3548] Completed MTG in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-26T20:27:23.112916] [INFO ] [sig       ] [2134/3548] Forecasting MTH...
[2025-12-26T20:27:23.112944] [INFO ] [sig       ] Generating forecast for: MTH
[2025-12-26T20:27:23.112975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-12-26T20:27:23.123401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2025-12-26T20:27:23.123724] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-12-26T20:27:23.124483] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-12-26T20:27:23.124534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:23.124606] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:23.124638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:23.124696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:23.183906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:23.184551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:23.184646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:23.184679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:23.307386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:23.307530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:23.307588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:23.307622] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:23.311162] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: UP (p=98.90%)
[2025-12-26T20:27:23.311437] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-12-26T20:27:23.311564] [INFO ] [sig       ] MTH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:23.464303] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MTH.txt
[2025-12-26T20:27:23.464483] [INFO ] [sig       ] [2134/3548] Completed MTH in 0.4s | 2.89 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-26T20:27:23.464523] [INFO ] [sig       ] [2135/3548] Forecasting MTLS...
[2025-12-26T20:27:23.464552] [INFO ] [sig       ] Generating forecast for: MTLS
[2025-12-26T20:27:23.464600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2025-12-26T20:27:23.475037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2025-12-26T20:27:23.475349] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2025-12-26T20:27:23.476163] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2025-12-26T20:27:23.476223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:23.476263] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:23.476291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:23.476352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:23.536173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:23.536852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:23.536929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:23.536961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:23.658006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:23.658140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:23.658182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:23.658211] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:23.661672] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: DOWN (p=48.53%)
[2025-12-26T20:27:23.661950] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2025-12-26T20:27:23.662076] [INFO ] [sig       ] MTLS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:23.806929] [INFO ] [LOCAL     ] Saved forecast: MTLS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MTLS.txt
[2025-12-26T20:27:23.807051] [INFO ] [sig       ] [2135/3548] Completed MTLS in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-26T20:27:23.807088] [INFO ] [sig       ] [2136/3548] Forecasting MTN...
[2025-12-26T20:27:23.807116] [INFO ] [sig       ] Generating forecast for: MTN
[2025-12-26T20:27:23.807146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-12-26T20:27:23.818023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2025-12-26T20:27:23.818367] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-12-26T20:27:23.819390] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-12-26T20:27:23.819443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:23.819475] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:23.819503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:23.819562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:23.879891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:23.880544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:23.880640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:23.880674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:24.006659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:24.007004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:24.007081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:24.007113] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:24.010933] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=92.36%)
[2025-12-26T20:27:24.011278] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-12-26T20:27:24.011422] [INFO ] [sig       ] MTN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:24.155088] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MTN.txt
[2025-12-26T20:27:24.155215] [INFO ] [sig       ] [2136/3548] Completed MTN in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-26T20:27:24.155252] [INFO ] [sig       ] [2137/3548] Forecasting MTRN...
[2025-12-26T20:27:24.155281] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-12-26T20:27:24.155311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-12-26T20:27:24.169386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2025-12-26T20:27:24.169841] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-12-26T20:27:24.171188] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-12-26T20:27:24.171255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:24.171302] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:24.171344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:24.171431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:24.232960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:24.233863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:24.233944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:24.233977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:24.357309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:24.357458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:24.357506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:24.357537] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:24.361100] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: DOWN (p=20.16%)
[2025-12-26T20:27:24.361371] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-12-26T20:27:24.361500] [INFO ] [sig       ] MTRN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:24.503841] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MTRN.txt
[2025-12-26T20:27:24.503975] [INFO ] [sig       ] [2137/3548] Completed MTRN in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-26T20:27:24.504014] [INFO ] [sig       ] [2138/3548] Forecasting MTRX...
[2025-12-26T20:27:24.504049] [INFO ] [sig       ] Generating forecast for: MTRX
[2025-12-26T20:27:24.504081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2025-12-26T20:27:24.515709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2025-12-26T20:27:24.516053] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2025-12-26T20:27:24.517062] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2025-12-26T20:27:24.517113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:24.517173] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:24.517201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:24.517260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:24.573943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:24.574615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:24.574692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:24.574724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:24.696973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:24.697113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:24.697154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:24.697182] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:24.700506] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: UP (p=92.57%)
[2025-12-26T20:27:24.700821] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2025-12-26T20:27:24.700968] [INFO ] [sig       ] MTRX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:24.844736] [INFO ] [LOCAL     ] Saved forecast: MTRX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MTRX.txt
[2025-12-26T20:27:24.844861] [INFO ] [sig       ] [2138/3548] Completed MTRX in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-26T20:27:24.844899] [INFO ] [sig       ] [2139/3548] Forecasting MTSI...
[2025-12-26T20:27:24.844927] [INFO ] [sig       ] Generating forecast for: MTSI
[2025-12-26T20:27:24.844959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2025-12-26T20:27:24.856030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2025-12-26T20:27:24.856347] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2025-12-26T20:27:24.857165] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2025-12-26T20:27:24.857216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:24.857247] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:24.857273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:24.857331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:24.915385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:24.916017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:24.916094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:24.916129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:25.038537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:25.038680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:25.038723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:25.038751] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:25.042180] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: DOWN (p=2.80%)
[2025-12-26T20:27:25.042455] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2025-12-26T20:27:25.042596] [INFO ] [sig       ] MTSI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:25.187729] [INFO ] [LOCAL     ] Saved forecast: MTSI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MTSI.txt
[2025-12-26T20:27:25.187870] [INFO ] [sig       ] [2139/3548] Completed MTSI in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-26T20:27:25.187909] [INFO ] [sig       ] [2140/3548] Forecasting MTX...
[2025-12-26T20:27:25.187937] [INFO ] [sig       ] Generating forecast for: MTX
[2025-12-26T20:27:25.187969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-12-26T20:27:25.200662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2025-12-26T20:27:25.201120] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-12-26T20:27:25.202110] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-12-26T20:27:25.202170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:25.202206] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:25.202234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:25.202303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:25.273595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:25.274676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:25.274797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:25.274842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:25.406342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:25.406493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:25.406539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:25.406583] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:25.410130] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: DOWN (p=7.67%)
[2025-12-26T20:27:25.410408] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-12-26T20:27:25.410538] [INFO ] [sig       ] MTX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:25.555502] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MTX.txt
[2025-12-26T20:27:25.555646] [INFO ] [sig       ] [2140/3548] Completed MTX in 0.4s | 2.89 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-26T20:27:25.555687] [INFO ] [sig       ] [2141/3548] Forecasting MTZ...
[2025-12-26T20:27:25.555716] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-12-26T20:27:25.555747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-12-26T20:27:25.566676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2025-12-26T20:27:25.567020] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-12-26T20:27:25.567844] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-12-26T20:27:25.567897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:25.567930] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:25.567958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:25.568018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:25.625946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:25.626610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:25.626703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:25.626739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:25.750506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:25.750665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:25.750713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:25.750788] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:25.754248] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: UP (p=61.93%)
[2025-12-26T20:27:25.754527] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-12-26T20:27:25.754676] [INFO ] [sig       ] MTZ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:25.895143] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MTZ.txt
[2025-12-26T20:27:25.895263] [INFO ] [sig       ] [2141/3548] Completed MTZ in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-26T20:27:25.895301] [INFO ] [sig       ] [2142/3548] Forecasting MUA...
[2025-12-26T20:27:25.895330] [INFO ] [sig       ] Generating forecast for: MUA
[2025-12-26T20:27:25.895360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-12-26T20:27:25.906070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2025-12-26T20:27:25.906383] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-12-26T20:27:25.907184] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-12-26T20:27:25.907236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:25.907266] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:25.907293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:25.907350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:25.965018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:25.965678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:25.965756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:25.965790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:26.088018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:26.088175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:26.088216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:26.088244] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:26.091681] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: DOWN (p=41.56%)
[2025-12-26T20:27:26.091968] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-12-26T20:27:26.092094] [INFO ] [sig       ] MUA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:26.231469] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MUA.txt
[2025-12-26T20:27:26.231650] [INFO ] [sig       ] [2142/3548] Completed MUA in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-26T20:27:26.231709] [INFO ] [sig       ] [2143/3548] Forecasting MUC...
[2025-12-26T20:27:26.231739] [INFO ] [sig       ] Generating forecast for: MUC
[2025-12-26T20:27:26.231770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-12-26T20:27:26.249533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2025-12-26T20:27:26.249883] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-12-26T20:27:26.250691] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-12-26T20:27:26.250743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:26.250776] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:26.250803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:26.250863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:26.310786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:26.311674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:26.311759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:26.311792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:26.431292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:26.431446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:26.431489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:26.431521] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:26.434865] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: DOWN (p=47.59%)
[2025-12-26T20:27:26.435135] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-12-26T20:27:26.435255] [INFO ] [sig       ] MUC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:26.579929] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MUC.txt
[2025-12-26T20:27:26.580087] [INFO ] [sig       ] [2143/3548] Completed MUC in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-26T20:27:26.580130] [INFO ] [sig       ] [2144/3548] Forecasting MUE...
[2025-12-26T20:27:26.580161] [INFO ] [sig       ] Generating forecast for: MUE
[2025-12-26T20:27:26.580205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-12-26T20:27:26.591844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUE'.
[2025-12-26T20:27:26.592309] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-12-26T20:27:26.593237] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-12-26T20:27:26.593292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:26.593324] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:26.593352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:26.593411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:26.652134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:26.652986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:26.653070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:26.653104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:26.772753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:26.772897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:26.772940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:26.772970] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:26.776521] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: DOWN (p=15.45%)
[2025-12-26T20:27:26.776824] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-12-26T20:27:26.776967] [INFO ] [sig       ] MUE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:26.919238] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MUE.txt
[2025-12-26T20:27:26.919396] [INFO ] [sig       ] [2144/3548] Completed MUE in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-26T20:27:26.919448] [INFO ] [sig       ] [2145/3548] Forecasting MUFG...
[2025-12-26T20:27:26.919488] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-12-26T20:27:26.919525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-12-26T20:27:26.932039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2025-12-26T20:27:26.932415] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-12-26T20:27:26.933346] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-12-26T20:27:26.933400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:26.933433] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:26.933461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:26.933537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:26.995251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:26.996059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:26.996144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:26.996176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:27.116927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:27.117084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:27.117138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:27.117172] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:27.120611] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: DOWN (p=5.82%)
[2025-12-26T20:27:27.120887] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-12-26T20:27:27.121010] [INFO ] [sig       ] MUFG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:27.261533] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MUFG.txt
[2025-12-26T20:27:27.261685] [INFO ] [sig       ] [2145/3548] Completed MUFG in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-26T20:27:27.261724] [INFO ] [sig       ] [2146/3548] Forecasting MUJ...
[2025-12-26T20:27:27.261753] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-12-26T20:27:27.261783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-12-26T20:27:27.272738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2025-12-26T20:27:27.273065] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-12-26T20:27:27.273875] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-12-26T20:27:27.273928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:27.273959] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:27.273988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:27.274047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:27.330430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:27.331130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:27.331216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:27.331248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:27.450751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:27.450895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:27.450937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:27.450965] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:27.454326] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2025-12-26T20:27:27.454628] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-12-26T20:27:27.454756] [INFO ] [sig       ] MUJ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:27.594441] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MUJ.txt
[2025-12-26T20:27:27.594590] [INFO ] [sig       ] [2146/3548] Completed MUJ in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-26T20:27:27.594630] [INFO ] [sig       ] [2147/3548] Forecasting MUSA...
[2025-12-26T20:27:27.594659] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-12-26T20:27:27.594689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-12-26T20:27:27.604980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2025-12-26T20:27:27.605275] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-12-26T20:27:27.606055] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-12-26T20:27:27.606119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:27.606150] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:27.606176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:27.606233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:27.662512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:27.663193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:27.663271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:27.663302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:27.782558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:27.782717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:27.782758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:27.782786] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:27.786251] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: DOWN (p=48.64%)
[2025-12-26T20:27:27.786527] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-12-26T20:27:27.786667] [INFO ] [sig       ] MUSA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:27.933792] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MUSA.txt
[2025-12-26T20:27:27.933941] [INFO ] [sig       ] [2147/3548] Completed MUSA in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-26T20:27:27.933980] [INFO ] [sig       ] [2148/3548] Forecasting MUX...
[2025-12-26T20:27:27.934009] [INFO ] [sig       ] Generating forecast for: MUX
[2025-12-26T20:27:27.934040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-12-26T20:27:27.945225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2025-12-26T20:27:27.945605] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-12-26T20:27:27.946388] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-12-26T20:27:27.946439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:27.946470] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:27.946497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:27.946555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:28.004941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:28.005896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:28.006015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:28.006066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:28.132026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:28.132180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:28.132223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:28.132252] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:28.135921] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: DOWN (p=45.44%)
[2025-12-26T20:27:28.136318] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-12-26T20:27:28.136495] [INFO ] [sig       ] MUX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:28.285906] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MUX.txt
[2025-12-26T20:27:28.286059] [INFO ] [sig       ] [2148/3548] Completed MUX in 0.4s | 2.89 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-26T20:27:28.286098] [INFO ] [sig       ] [2149/3548] Forecasting MVBF...
[2025-12-26T20:27:28.286128] [INFO ] [sig       ] Generating forecast for: MVBF
[2025-12-26T20:27:28.286158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2025-12-26T20:27:28.297446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2025-12-26T20:27:28.297849] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2025-12-26T20:27:28.298665] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2025-12-26T20:27:28.298718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:28.298750] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:28.298778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:28.298836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:28.359692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:28.360550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:28.360649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:28.360684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:28.474420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:28.474566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:28.474633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:28.474662] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:28.478004] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: DOWN (p=30.23%)
[2025-12-26T20:27:28.478273] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2025-12-26T20:27:28.478394] [INFO ] [sig       ] MVBF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:28.617687] [INFO ] [LOCAL     ] Saved forecast: MVBF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MVBF.txt
[2025-12-26T20:27:28.617825] [INFO ] [sig       ] [2149/3548] Completed MVBF in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-26T20:27:28.617863] [INFO ] [sig       ] [2150/3548] Forecasting MVF...
[2025-12-26T20:27:28.617892] [INFO ] [sig       ] Generating forecast for: MVF
[2025-12-26T20:27:28.617922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-12-26T20:27:28.628538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2025-12-26T20:27:28.628915] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-12-26T20:27:28.629735] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-12-26T20:27:28.629788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:28.629820] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:28.629848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:28.629907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:28.687277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:28.687981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:28.688062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:28.688096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:28.807588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:28.807757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:28.807800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:28.807829] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:28.811332] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=96.93%)
[2025-12-26T20:27:28.811656] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-12-26T20:27:28.811789] [INFO ] [sig       ] MVF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:28.953480] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MVF.txt
[2025-12-26T20:27:28.953639] [INFO ] [sig       ] [2150/3548] Completed MVF in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-26T20:27:28.953680] [INFO ] [sig       ] [2151/3548] Forecasting MVO...
[2025-12-26T20:27:28.953710] [INFO ] [sig       ] Generating forecast for: MVO
[2025-12-26T20:27:28.953739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-12-26T20:27:28.964377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVO'.
[2025-12-26T20:27:28.964710] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-12-26T20:27:28.965459] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-12-26T20:27:28.965509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:28.965540] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:28.965566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:28.965662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:29.023389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:29.024112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:29.024194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:29.024227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:29.147238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:29.147403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:29.147447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:29.147477] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:29.151264] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: UP (p=93.86%)
[2025-12-26T20:27:29.151606] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-12-26T20:27:29.151744] [INFO ] [sig       ] MVO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:29.290788] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MVO.txt
[2025-12-26T20:27:29.290968] [INFO ] [sig       ] [2151/3548] Completed MVO in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-26T20:27:29.291029] [INFO ] [sig       ] [2152/3548] Forecasting MWA...
[2025-12-26T20:27:29.291059] [INFO ] [sig       ] Generating forecast for: MWA
[2025-12-26T20:27:29.291091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-12-26T20:27:29.302001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2025-12-26T20:27:29.302356] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-12-26T20:27:29.303139] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-12-26T20:27:29.303190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:29.303221] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:29.303247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:29.303309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:29.360400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:29.361069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:29.361144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:29.361176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:29.480503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:29.480680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:29.480724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:29.480752] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:29.484103] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: DOWN (p=23.90%)
[2025-12-26T20:27:29.484408] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-12-26T20:27:29.484531] [INFO ] [sig       ] MWA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:29.624834] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MWA.txt
[2025-12-26T20:27:29.624988] [INFO ] [sig       ] [2152/3548] Completed MWA in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-26T20:27:29.625028] [INFO ] [sig       ] [2153/3548] Forecasting MX...
[2025-12-26T20:27:29.625057] [INFO ] [sig       ] Generating forecast for: MX
[2025-12-26T20:27:29.625089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-12-26T20:27:29.636194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2025-12-26T20:27:29.636561] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-12-26T20:27:29.637356] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-12-26T20:27:29.637407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:29.637439] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:29.637465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:29.637523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:29.694319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:29.695218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:29.695300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:29.695332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:29.811150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:29.811303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:29.811346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:29.811374] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:29.814723] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2025-12-26T20:27:29.814995] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-12-26T20:27:29.815114] [INFO ] [sig       ] MX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:29.958096] [INFO ] [LOCAL     ] Saved forecast: MX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MX.txt
[2025-12-26T20:27:29.958233] [INFO ] [sig       ] [2153/3548] Completed MX in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-26T20:27:29.958272] [INFO ] [sig       ] [2154/3548] Forecasting MXF...
[2025-12-26T20:27:29.958300] [INFO ] [sig       ] Generating forecast for: MXF
[2025-12-26T20:27:29.958330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-12-26T20:27:29.969792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2025-12-26T20:27:29.970109] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-12-26T20:27:29.970953] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-12-26T20:27:29.971004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:29.971035] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:29.971061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:29.971118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:30.028210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:30.028973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:30.029052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:30.029084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:30.145709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:30.145863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:30.145921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:30.145951] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:30.149404] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: UP (p=89.26%)
[2025-12-26T20:27:30.149693] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-12-26T20:27:30.149815] [INFO ] [sig       ] MXF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:30.290552] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MXF.txt
[2025-12-26T20:27:30.290726] [INFO ] [sig       ] [2154/3548] Completed MXF in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-26T20:27:30.290766] [INFO ] [sig       ] [2155/3548] Forecasting MXL...
[2025-12-26T20:27:30.290794] [INFO ] [sig       ] Generating forecast for: MXL
[2025-12-26T20:27:30.290825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2025-12-26T20:27:30.303080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2025-12-26T20:27:30.303429] [INFO ] [FORECASTER] Starting predict_future for MXL
[2025-12-26T20:27:30.304221] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2025-12-26T20:27:30.304272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:30.304330] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:30.304357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:30.304415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:30.361198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:30.361845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:30.361923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:30.361954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:30.480942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:30.481110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:30.481162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:30.481191] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:30.484647] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: UP (p=69.69%)
[2025-12-26T20:27:30.484929] [INFO ] [FORECASTER] Completed predict_future for MXL
[2025-12-26T20:27:30.485060] [INFO ] [sig       ] MXL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:30.627604] [INFO ] [LOCAL     ] Saved forecast: MXL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MXL.txt
[2025-12-26T20:27:30.627765] [INFO ] [sig       ] [2155/3548] Completed MXL in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-26T20:27:30.627806] [INFO ] [sig       ] [2156/3548] Forecasting MYE...
[2025-12-26T20:27:30.627836] [INFO ] [sig       ] Generating forecast for: MYE
[2025-12-26T20:27:30.627868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-12-26T20:27:30.639773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2025-12-26T20:27:30.640157] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-12-26T20:27:30.640993] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-12-26T20:27:30.641047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:30.641079] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:30.641107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:30.641165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:30.698951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:30.699832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:30.699915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:30.699949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:30.825464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:30.825635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:30.825684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:30.825713] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:30.829284] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: DOWN (p=44.51%)
[2025-12-26T20:27:30.829553] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-12-26T20:27:30.829699] [INFO ] [sig       ] MYE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:30.969496] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MYE.txt
[2025-12-26T20:27:30.969640] [INFO ] [sig       ] [2156/3548] Completed MYE in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-26T20:27:30.969680] [INFO ] [sig       ] [2157/3548] Forecasting MYGN...
[2025-12-26T20:27:30.969713] [INFO ] [sig       ] Generating forecast for: MYGN
[2025-12-26T20:27:30.969757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2025-12-26T20:27:30.981070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2025-12-26T20:27:30.981392] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2025-12-26T20:27:30.982172] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2025-12-26T20:27:30.982223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:30.982255] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:30.982280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:30.982336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:31.040635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:31.041463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:31.041545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:31.041594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:31.163311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:31.163456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:31.163499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:31.163526] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:31.166874] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: UP (p=88.96%)
[2025-12-26T20:27:31.167142] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2025-12-26T20:27:31.167261] [INFO ] [sig       ] MYGN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:31.307197] [INFO ] [LOCAL     ] Saved forecast: MYGN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MYGN.txt
[2025-12-26T20:27:31.307314] [INFO ] [sig       ] [2157/3548] Completed MYGN in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-26T20:27:31.307352] [INFO ] [sig       ] [2158/3548] Forecasting MYI...
[2025-12-26T20:27:31.307380] [INFO ] [sig       ] Generating forecast for: MYI
[2025-12-26T20:27:31.307411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-12-26T20:27:31.318699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2025-12-26T20:27:31.319026] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-12-26T20:27:31.319798] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-12-26T20:27:31.319849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:31.319894] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:31.319923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:31.319980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:31.377103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:31.377744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:31.377820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:31.377851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:31.512778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:31.512934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:31.512978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:31.513040] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:31.516831] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: UP (p=85.44%)
[2025-12-26T20:27:31.517120] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-12-26T20:27:31.517251] [INFO ] [sig       ] MYI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:31.661327] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MYI.txt
[2025-12-26T20:27:31.661468] [INFO ] [sig       ] [2158/3548] Completed MYI in 0.4s | 2.89 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-26T20:27:31.661506] [INFO ] [sig       ] [2159/3548] Forecasting MYN...
[2025-12-26T20:27:31.661535] [INFO ] [sig       ] Generating forecast for: MYN
[2025-12-26T20:27:31.661566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-12-26T20:27:31.672536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2025-12-26T20:27:31.672883] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-12-26T20:27:31.673743] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-12-26T20:27:31.673794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:31.673825] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:31.673851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:31.673916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:31.730754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:31.731354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:31.731434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:31.731465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:31.851927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:31.852077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:31.852118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:31.852146] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:31.855518] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: UP (p=88.66%)
[2025-12-26T20:27:31.855808] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-12-26T20:27:31.855930] [INFO ] [sig       ] MYN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:31.996419] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/MYN.txt
[2025-12-26T20:27:31.996544] [INFO ] [sig       ] [2159/3548] Completed MYN in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-26T20:27:31.996613] [INFO ] [sig       ] [2160/3548] Forecasting MYRG...
[2025-12-26T20:27:31.996650] [INFO ] [sig       ] Generating forecast for: MYRG
[2025-12-26T20:27:31.996685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2025-12-26T20:27:32.007934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2025-12-26T20:27:32.008263] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2025-12-26T20:27:32.009077] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2025-12-26T20:27:32.009130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:32.009162] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:32.009189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:32.009248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:32.066484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:32.067132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:32.067209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:32.067242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:32.187165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:32.187326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:32.187370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:32.187399] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:32.190948] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: DOWN (p=31.27%)
[2025-12-26T20:27:32.191233] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2025-12-26T20:27:32.191354] [INFO ] [sig       ] MYRG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:32.332402] [INFO ] [LOCAL     ] Saved forecast: MYRG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/MYRG.txt
[2025-12-26T20:27:32.332525] [INFO ] [sig       ] [2160/3548] Completed MYRG in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-26T20:27:32.332564] [INFO ] [sig       ] [2161/3548] Forecasting NA...
[2025-12-26T20:27:32.332611] [INFO ] [sig       ] Generating forecast for: NA
[2025-12-26T20:27:32.332642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2025-12-26T20:27:32.343663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2025-12-26T20:27:32.344020] [INFO ] [FORECASTER] Starting predict_future for NA
[2025-12-26T20:27:32.344844] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2025-12-26T20:27:32.344895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:32.344925] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:32.344951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:32.345008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:32.402539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:32.403230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:32.403312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:32.403343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:32.525364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:32.525513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:32.525556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:32.525603] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:32.529081] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: DOWN (p=38.30%)
[2025-12-26T20:27:32.529359] [INFO ] [FORECASTER] Completed predict_future for NA
[2025-12-26T20:27:32.529484] [INFO ] [sig       ] NA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:32.669243] [INFO ] [LOCAL     ] Saved forecast: NA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NA.txt
[2025-12-26T20:27:32.669365] [INFO ] [sig       ] [2161/3548] Completed NA in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-26T20:27:32.669403] [INFO ] [sig       ] [2162/3548] Forecasting NAAS...
[2025-12-26T20:27:32.669439] [INFO ] [sig       ] Generating forecast for: NAAS
[2025-12-26T20:27:32.669470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2025-12-26T20:27:32.679885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2025-12-26T20:27:32.680226] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2025-12-26T20:27:32.681033] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2025-12-26T20:27:32.681085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:32.681116] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:32.681142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:32.681201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:32.740177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:32.740852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:32.740932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:32.740965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:32.860632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:32.860759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:32.860800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:32.860829] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:32.864292] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: UP (p=95.02%)
[2025-12-26T20:27:32.864559] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2025-12-26T20:27:32.864703] [INFO ] [sig       ] NAAS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:33.007790] [INFO ] [LOCAL     ] Saved forecast: NAAS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NAAS.txt
[2025-12-26T20:27:33.007920] [INFO ] [sig       ] [2162/3548] Completed NAAS in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-26T20:27:33.007959] [INFO ] [sig       ] [2163/3548] Forecasting NABL...
[2025-12-26T20:27:33.007987] [INFO ] [sig       ] Generating forecast for: NABL
[2025-12-26T20:27:33.008017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-12-26T20:27:33.019884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2025-12-26T20:27:33.020207] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-12-26T20:27:33.021028] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-12-26T20:27:33.021080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:33.021112] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:33.021138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:33.021197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:33.080681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:33.081341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:33.081420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:33.081452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:33.202586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:33.202742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:33.202786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:33.202815] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:33.206337] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=51.93%)
[2025-12-26T20:27:33.206655] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-12-26T20:27:33.206791] [INFO ] [sig       ] NABL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:33.352334] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NABL.txt
[2025-12-26T20:27:33.352493] [INFO ] [sig       ] [2163/3548] Completed NABL in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-26T20:27:33.352532] [INFO ] [sig       ] [2164/3548] Forecasting NAC...
[2025-12-26T20:27:33.352561] [INFO ] [sig       ] Generating forecast for: NAC
[2025-12-26T20:27:33.352637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-12-26T20:27:33.363867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2025-12-26T20:27:33.364256] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-12-26T20:27:33.365127] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-12-26T20:27:33.365181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:33.365212] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:33.365241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:33.365299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:33.424396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:33.425290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:33.425381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:33.425415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:33.547006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:33.547159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:33.547200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:33.547229] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:33.550645] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: UP (p=63.42%)
[2025-12-26T20:27:33.550917] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-12-26T20:27:33.551040] [INFO ] [sig       ] NAC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:33.693012] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NAC.txt
[2025-12-26T20:27:33.693167] [INFO ] [sig       ] [2164/3548] Completed NAC in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-26T20:27:33.693206] [INFO ] [sig       ] [2165/3548] Forecasting NAD...
[2025-12-26T20:27:33.693235] [INFO ] [sig       ] Generating forecast for: NAD
[2025-12-26T20:27:33.693266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-12-26T20:27:33.704485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2025-12-26T20:27:33.704885] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-12-26T20:27:33.705681] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-12-26T20:27:33.705733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:33.705763] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:33.705790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:33.705847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:33.762448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:33.763235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:33.763345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:33.763378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:33.884838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:33.885006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:33.885060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:33.885122] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:33.888605] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: UP (p=83.08%)
[2025-12-26T20:27:33.888902] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-12-26T20:27:33.889029] [INFO ] [sig       ] NAD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:34.029987] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NAD.txt
[2025-12-26T20:27:34.030132] [INFO ] [sig       ] [2165/3548] Completed NAD in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-26T20:27:34.030170] [INFO ] [sig       ] [2166/3548] Forecasting NAMS...
[2025-12-26T20:27:34.030200] [INFO ] [sig       ] Generating forecast for: NAMS
[2025-12-26T20:27:34.030229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'.
[2025-12-26T20:27:34.041200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAMS'.
[2025-12-26T20:27:34.041534] [INFO ] [FORECASTER] Starting predict_future for NAMS
[2025-12-26T20:27:34.042325] [DEBUG] [LOCAL     ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt
[2025-12-26T20:27:34.042377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:34.042408] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:34.042434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:34.042492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:34.099805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:34.100637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:34.100713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:34.100745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:34.217804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:34.217953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:34.217994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:34.218022] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:34.221408] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: UP (p=69.70%)
[2025-12-26T20:27:34.221718] [INFO ] [FORECASTER] Completed predict_future for NAMS
[2025-12-26T20:27:34.221844] [INFO ] [sig       ] NAMS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:34.363008] [INFO ] [LOCAL     ] Saved forecast: NAMS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NAMS.txt
[2025-12-26T20:27:34.363164] [INFO ] [sig       ] [2166/3548] Completed NAMS in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-26T20:27:34.363203] [INFO ] [sig       ] [2167/3548] Forecasting NATH...
[2025-12-26T20:27:34.363233] [INFO ] [sig       ] Generating forecast for: NATH
[2025-12-26T20:27:34.363262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2025-12-26T20:27:34.374481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2025-12-26T20:27:34.374897] [INFO ] [FORECASTER] Starting predict_future for NATH
[2025-12-26T20:27:34.375696] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2025-12-26T20:27:34.375749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:34.375781] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:34.375807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:34.375864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:34.433030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:34.433877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:34.433957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:34.433989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:34.546544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:34.546700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:34.546741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:34.546769] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:34.550149] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: DOWN (p=9.13%)
[2025-12-26T20:27:34.550412] [INFO ] [FORECASTER] Completed predict_future for NATH
[2025-12-26T20:27:34.550532] [INFO ] [sig       ] NATH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:34.690827] [INFO ] [LOCAL     ] Saved forecast: NATH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NATH.txt
[2025-12-26T20:27:34.690948] [INFO ] [sig       ] [2167/3548] Completed NATH in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-26T20:27:34.690984] [INFO ] [sig       ] [2168/3548] Forecasting NATL...
[2025-12-26T20:27:34.691014] [INFO ] [sig       ] Generating forecast for: NATL
[2025-12-26T20:27:34.691043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-12-26T20:27:34.702154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2025-12-26T20:27:34.702517] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-12-26T20:27:34.703393] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-12-26T20:27:34.703447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:34.703479] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:34.703506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:34.703565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:34.761541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:34.762218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:34.762296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:34.762327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:34.883567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:34.883729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:34.883769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:34.883798] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:34.887147] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: DOWN (p=24.22%)
[2025-12-26T20:27:34.887419] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-12-26T20:27:34.887539] [INFO ] [sig       ] NATL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:35.028682] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NATL.txt
[2025-12-26T20:27:35.028926] [INFO ] [sig       ] [2168/3548] Completed NATL in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-26T20:27:35.028988] [INFO ] [sig       ] [2169/3548] Forecasting NAVI...
[2025-12-26T20:27:35.029030] [INFO ] [sig       ] Generating forecast for: NAVI
[2025-12-26T20:27:35.029070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2025-12-26T20:27:35.040116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2025-12-26T20:27:35.040464] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2025-12-26T20:27:35.041245] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2025-12-26T20:27:35.041296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:35.041327] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:35.041354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:35.041426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:35.098863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:35.099546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:35.099643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:35.099676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:35.217366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:35.217519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:35.217585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:35.217616] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:35.220994] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: UP (p=96.72%)
[2025-12-26T20:27:35.221259] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2025-12-26T20:27:35.221379] [INFO ] [sig       ] NAVI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:35.361945] [INFO ] [LOCAL     ] Saved forecast: NAVI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NAVI.txt
[2025-12-26T20:27:35.362067] [INFO ] [sig       ] [2169/3548] Completed NAVI in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-26T20:27:35.362104] [INFO ] [sig       ] [2170/3548] Forecasting NAZ...
[2025-12-26T20:27:35.362133] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-12-26T20:27:35.362163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-12-26T20:27:35.373072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2025-12-26T20:27:35.373385] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-12-26T20:27:35.374187] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-12-26T20:27:35.374240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:35.374272] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:35.374301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:35.374367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:35.432529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:35.433416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:35.433502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:35.433536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:35.539941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:35.540101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:35.540146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:35.540176] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:35.543699] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: UP (p=68.66%)
[2025-12-26T20:27:35.543997] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-12-26T20:27:35.544130] [INFO ] [sig       ] NAZ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:35.692371] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NAZ.txt
[2025-12-26T20:27:35.692592] [INFO ] [sig       ] [2170/3548] Completed NAZ in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-26T20:27:35.692645] [INFO ] [sig       ] [2171/3548] Forecasting NB...
[2025-12-26T20:27:35.692677] [INFO ] [sig       ] Generating forecast for: NB
[2025-12-26T20:27:35.692710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2025-12-26T20:27:35.703393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2025-12-26T20:27:35.703810] [INFO ] [FORECASTER] Starting predict_future for NB
[2025-12-26T20:27:35.704626] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2025-12-26T20:27:35.704695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:35.704729] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:35.704755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:35.704813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:35.762902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:35.763809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:35.763902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:35.763938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:35.881363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:35.881515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:35.881557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:35.881607] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:35.884967] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: DOWN (p=44.62%)
[2025-12-26T20:27:35.885234] [INFO ] [FORECASTER] Completed predict_future for NB
[2025-12-26T20:27:35.885358] [INFO ] [sig       ] NB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:36.024420] [INFO ] [LOCAL     ] Saved forecast: NB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NB.txt
[2025-12-26T20:27:36.024658] [INFO ] [sig       ] [2171/3548] Completed NB in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-26T20:27:36.024712] [INFO ] [sig       ] [2172/3548] Forecasting NBB...
[2025-12-26T20:27:36.024750] [INFO ] [sig       ] Generating forecast for: NBB
[2025-12-26T20:27:36.024789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-12-26T20:27:36.037552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2025-12-26T20:27:36.038009] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-12-26T20:27:36.038832] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-12-26T20:27:36.038912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:36.038974] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:36.039003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:36.039066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:36.095896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:36.096737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:36.096821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:36.096854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:36.215971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:36.216146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:36.216190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:36.216221] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:36.219702] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=5.49%)
[2025-12-26T20:27:36.220007] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-12-26T20:27:36.220151] [INFO ] [sig       ] NBB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:36.372569] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NBB.txt
[2025-12-26T20:27:36.372767] [INFO ] [sig       ] [2172/3548] Completed NBB in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-26T20:27:36.372808] [INFO ] [sig       ] [2173/3548] Forecasting NBBK...
[2025-12-26T20:27:36.372837] [INFO ] [sig       ] Generating forecast for: NBBK
[2025-12-26T20:27:36.372869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2025-12-26T20:27:36.384848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2025-12-26T20:27:36.385254] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2025-12-26T20:27:36.386082] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2025-12-26T20:27:36.386135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:36.386167] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:36.386193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:36.386250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:36.445397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:36.446262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:36.446349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:36.446382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:36.569549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:36.569719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:36.569762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:36.569793] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:36.573250] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=23.44%)
[2025-12-26T20:27:36.573542] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2025-12-26T20:27:36.573689] [INFO ] [sig       ] NBBK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:36.720664] [INFO ] [LOCAL     ] Saved forecast: NBBK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NBBK.txt
[2025-12-26T20:27:36.720806] [INFO ] [sig       ] [2173/3548] Completed NBBK in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-26T20:27:36.720846] [INFO ] [sig       ] [2174/3548] Forecasting NBHC...
[2025-12-26T20:27:36.720874] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-12-26T20:27:36.720904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-12-26T20:27:36.732450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2025-12-26T20:27:36.732803] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-12-26T20:27:36.733607] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-12-26T20:27:36.733658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:36.733690] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:36.733717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:36.733774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:36.789896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:36.790496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:36.790589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:36.790623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:36.906549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:36.906721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:36.906763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:36.906791] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:36.910194] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: DOWN (p=9.57%)
[2025-12-26T20:27:36.910464] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-12-26T20:27:36.910607] [INFO ] [sig       ] NBHC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:37.049439] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NBHC.txt
[2025-12-26T20:27:37.049598] [INFO ] [sig       ] [2174/3548] Completed NBHC in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-26T20:27:37.049639] [INFO ] [sig       ] [2175/3548] Forecasting NBIX...
[2025-12-26T20:27:37.049668] [INFO ] [sig       ] Generating forecast for: NBIX
[2025-12-26T20:27:37.049700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2025-12-26T20:27:37.060661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2025-12-26T20:27:37.061022] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2025-12-26T20:27:37.061820] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2025-12-26T20:27:37.061870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:37.061900] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:37.061925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:37.061982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:37.118977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:37.119761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:37.119841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:37.119873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:37.240848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:37.241023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:37.241069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:37.241129] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:37.244680] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: DOWN (p=22.03%)
[2025-12-26T20:27:37.244954] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2025-12-26T20:27:37.245078] [INFO ] [sig       ] NBIX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:37.385761] [INFO ] [LOCAL     ] Saved forecast: NBIX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NBIX.txt
[2025-12-26T20:27:37.385907] [INFO ] [sig       ] [2175/3548] Completed NBIX in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-26T20:27:37.385945] [INFO ] [sig       ] [2176/3548] Forecasting NBN...
[2025-12-26T20:27:37.385976] [INFO ] [sig       ] Generating forecast for: NBN
[2025-12-26T20:27:37.386006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2025-12-26T20:27:37.397171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2025-12-26T20:27:37.397486] [INFO ] [FORECASTER] Starting predict_future for NBN
[2025-12-26T20:27:37.398262] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2025-12-26T20:27:37.398314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:37.398344] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:37.398370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:37.398428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:37.455201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:37.456125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:37.456210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:37.456243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:37.571048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:37.571196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:37.571238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:37.571266] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:37.574592] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: UP (p=96.59%)
[2025-12-26T20:27:37.574877] [INFO ] [FORECASTER] Completed predict_future for NBN
[2025-12-26T20:27:37.574999] [INFO ] [sig       ] NBN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:37.714548] [INFO ] [LOCAL     ] Saved forecast: NBN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NBN.txt
[2025-12-26T20:27:37.714722] [INFO ] [sig       ] [2176/3548] Completed NBN in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-26T20:27:37.714762] [INFO ] [sig       ] [2177/3548] Forecasting NBTB...
[2025-12-26T20:27:37.714793] [INFO ] [sig       ] Generating forecast for: NBTB
[2025-12-26T20:27:37.714822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2025-12-26T20:27:37.726827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2025-12-26T20:27:37.727262] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2025-12-26T20:27:37.728099] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2025-12-26T20:27:37.728152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:37.728200] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:37.728229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:37.728289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:37.785590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:37.786437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:37.786517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:37.786549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:37.907059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:37.907212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:37.907253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:37.907283] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:37.910761] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2025-12-26T20:27:37.911064] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2025-12-26T20:27:37.911198] [INFO ] [sig       ] NBTB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:38.054798] [INFO ] [LOCAL     ] Saved forecast: NBTB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NBTB.txt
[2025-12-26T20:27:38.054954] [INFO ] [sig       ] [2177/3548] Completed NBTB in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-26T20:27:38.054993] [INFO ] [sig       ] [2178/3548] Forecasting NBXG...
[2025-12-26T20:27:38.055022] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-12-26T20:27:38.055053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-12-26T20:27:38.065793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2025-12-26T20:27:38.066119] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-12-26T20:27:38.066961] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-12-26T20:27:38.067014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:38.067045] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:38.067072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:38.067132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:38.125229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:38.126115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:38.126203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:38.126236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:38.247823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:38.248011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:38.248056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:38.248086] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:38.251635] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: DOWN (p=30.03%)
[2025-12-26T20:27:38.251979] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-12-26T20:27:38.252127] [INFO ] [sig       ] NBXG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:38.396010] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NBXG.txt
[2025-12-26T20:27:38.396165] [INFO ] [sig       ] [2178/3548] Completed NBXG in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-26T20:27:38.396205] [INFO ] [sig       ] [2179/3548] Forecasting NC...
[2025-12-26T20:27:38.396233] [INFO ] [sig       ] Generating forecast for: NC
[2025-12-26T20:27:38.396265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-12-26T20:27:38.406602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2025-12-26T20:27:38.406964] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-12-26T20:27:38.407778] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-12-26T20:27:38.407830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:38.407862] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:38.407888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:38.407946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:38.465045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:38.465684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:38.465760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:38.465796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:38.568173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:38.568282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:38.568320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:38.568348] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:38.571616] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: UP (p=86.62%)
[2025-12-26T20:27:38.571882] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-12-26T20:27:38.572001] [INFO ] [sig       ] NC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:38.711683] [INFO ] [LOCAL     ] Saved forecast: NC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NC.txt
[2025-12-26T20:27:38.711810] [INFO ] [sig       ] [2179/3548] Completed NC in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-26T20:27:38.711848] [INFO ] [sig       ] [2180/3548] Forecasting NCA...
[2025-12-26T20:27:38.711877] [INFO ] [sig       ] Generating forecast for: NCA
[2025-12-26T20:27:38.711907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-12-26T20:27:38.722566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2025-12-26T20:27:38.722961] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-12-26T20:27:38.723766] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-12-26T20:27:38.723817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:38.723847] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:38.723873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:38.723930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:38.780713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:38.781627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:38.781713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:38.781746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:38.905117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:38.905383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:38.905426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:38.905454] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:38.908896] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: DOWN (p=9.37%)
[2025-12-26T20:27:38.909172] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-12-26T20:27:38.909292] [INFO ] [sig       ] NCA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:39.048484] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NCA.txt
[2025-12-26T20:27:39.048632] [INFO ] [sig       ] [2180/3548] Completed NCA in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-26T20:27:39.048675] [INFO ] [sig       ] [2181/3548] Forecasting NCLH...
[2025-12-26T20:27:39.048705] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-12-26T20:27:39.048734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-12-26T20:27:39.059838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2025-12-26T20:27:39.060177] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-12-26T20:27:39.060966] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-12-26T20:27:39.061017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:39.061048] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:39.061074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:39.061132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:39.117226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:39.117899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:39.117976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:39.118008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:39.236699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:39.236860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:39.236904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:39.236939] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:39.240364] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: UP (p=81.93%)
[2025-12-26T20:27:39.240664] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-12-26T20:27:39.240793] [INFO ] [sig       ] NCLH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:39.378995] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NCLH.txt
[2025-12-26T20:27:39.379125] [INFO ] [sig       ] [2181/3548] Completed NCLH in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-26T20:27:39.379163] [INFO ] [sig       ] [2182/3548] Forecasting NCMI...
[2025-12-26T20:27:39.379193] [INFO ] [sig       ] Generating forecast for: NCMI
[2025-12-26T20:27:39.379222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2025-12-26T20:27:39.390029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2025-12-26T20:27:39.390356] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2025-12-26T20:27:39.391153] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2025-12-26T20:27:39.391205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:39.391251] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:39.391280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:39.391338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:39.447425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:39.448078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:39.448180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:39.448214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:39.571442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:39.571610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:39.571658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:39.571689] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:39.575117] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: UP (p=87.48%)
[2025-12-26T20:27:39.575397] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2025-12-26T20:27:39.575526] [INFO ] [sig       ] NCMI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:39.718791] [INFO ] [LOCAL     ] Saved forecast: NCMI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NCMI.txt
[2025-12-26T20:27:39.718967] [INFO ] [sig       ] [2182/3548] Completed NCMI in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-26T20:27:39.719010] [INFO ] [sig       ] [2183/3548] Forecasting NCNA...
[2025-12-26T20:27:39.719040] [INFO ] [sig       ] Generating forecast for: NCNA
[2025-12-26T20:27:39.719069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2025-12-26T20:27:39.730994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2025-12-26T20:27:39.731376] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2025-12-26T20:27:39.732235] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2025-12-26T20:27:39.732289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:39.732321] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:39.732348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:39.732409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:39.789193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:39.790061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:39.790146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:39.790178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:39.902788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:39.902941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:39.902983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:39.903012] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:39.906368] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: DOWN (p=21.18%)
[2025-12-26T20:27:39.906658] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2025-12-26T20:27:39.906782] [INFO ] [sig       ] NCNA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:40.045647] [INFO ] [LOCAL     ] Saved forecast: NCNA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NCNA.txt
[2025-12-26T20:27:40.045794] [INFO ] [sig       ] [2183/3548] Completed NCNA in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-26T20:27:40.045832] [INFO ] [sig       ] [2184/3548] Forecasting NCNO...
[2025-12-26T20:27:40.045862] [INFO ] [sig       ] Generating forecast for: NCNO
[2025-12-26T20:27:40.045892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2025-12-26T20:27:40.056847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2025-12-26T20:27:40.057222] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2025-12-26T20:27:40.058034] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2025-12-26T20:27:40.058087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:40.058119] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:40.058147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:40.058205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:40.115308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:40.116130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:40.116212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:40.116244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:40.237892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:40.238021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:40.238063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:40.238091] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:40.241451] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: UP (p=73.85%)
[2025-12-26T20:27:40.241745] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2025-12-26T20:27:40.241871] [INFO ] [sig       ] NCNO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:40.383985] [INFO ] [LOCAL     ] Saved forecast: NCNO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NCNO.txt
[2025-12-26T20:27:40.384116] [INFO ] [sig       ] [2184/3548] Completed NCNO in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-26T20:27:40.384155] [INFO ] [sig       ] [2185/3548] Forecasting NCTY...
[2025-12-26T20:27:40.384184] [INFO ] [sig       ] Generating forecast for: NCTY
[2025-12-26T20:27:40.384213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2025-12-26T20:27:40.394882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2025-12-26T20:27:40.395204] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2025-12-26T20:27:40.395987] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2025-12-26T20:27:40.396039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:40.396070] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:40.396097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:40.396154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:40.453924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:40.454803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:40.454895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:40.454928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:40.573408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:40.573553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:40.573611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:40.573642] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:40.577007] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: DOWN (p=27.65%)
[2025-12-26T20:27:40.577304] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2025-12-26T20:27:40.577432] [INFO ] [sig       ] NCTY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:40.716068] [INFO ] [LOCAL     ] Saved forecast: NCTY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NCTY.txt
[2025-12-26T20:27:40.716218] [INFO ] [sig       ] [2185/3548] Completed NCTY in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-26T20:27:40.716274] [INFO ] [sig       ] [2186/3548] Forecasting NCZ...
[2025-12-26T20:27:40.716306] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-12-26T20:27:40.716335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-12-26T20:27:40.729200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2025-12-26T20:27:40.729696] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-12-26T20:27:40.730675] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-12-26T20:27:40.730735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:40.730769] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:40.730797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:40.730856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:40.799470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:40.800463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:40.800561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:40.800651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:40.920721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:40.920877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:40.920920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:40.920949] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:40.924315] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: DOWN (p=29.49%)
[2025-12-26T20:27:40.924606] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-12-26T20:27:40.924730] [INFO ] [sig       ] NCZ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:41.069728] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NCZ.txt
[2025-12-26T20:27:41.069876] [INFO ] [sig       ] [2186/3548] Completed NCZ in 0.4s | 2.89 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-26T20:27:41.069915] [INFO ] [sig       ] [2187/3548] Forecasting NDAQ...
[2025-12-26T20:27:41.069944] [INFO ] [sig       ] Generating forecast for: NDAQ
[2025-12-26T20:27:41.069976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2025-12-26T20:27:41.080603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2025-12-26T20:27:41.080931] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2025-12-26T20:27:41.081722] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2025-12-26T20:27:41.081773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:41.081804] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:41.081831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:41.081889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:41.139122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:41.139980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:41.140060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:41.140091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:41.261397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:41.261551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:41.261624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:41.261658] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:41.265021] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: DOWN (p=3.17%)
[2025-12-26T20:27:41.265289] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2025-12-26T20:27:41.265446] [INFO ] [sig       ] NDAQ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:41.416358] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NDAQ.txt
[2025-12-26T20:27:41.416495] [INFO ] [sig       ] [2187/3548] Completed NDAQ in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-26T20:27:41.416535] [INFO ] [sig       ] [2188/3548] Forecasting NDMO...
[2025-12-26T20:27:41.416566] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-12-26T20:27:41.416615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-12-26T20:27:41.427355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2025-12-26T20:27:41.427705] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-12-26T20:27:41.428478] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-12-26T20:27:41.428528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:41.428560] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:41.428612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:41.428671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:41.485558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:41.486360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:41.486440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:41.486471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:41.606321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:41.606469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:41.606511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:41.606540] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:41.609925] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: DOWN (p=41.10%)
[2025-12-26T20:27:41.610204] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-12-26T20:27:41.610331] [INFO ] [sig       ] NDMO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:41.760952] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NDMO.txt
[2025-12-26T20:27:41.761117] [INFO ] [sig       ] [2188/3548] Completed NDMO in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-26T20:27:41.761164] [INFO ] [sig       ] [2189/3548] Forecasting NDRA...
[2025-12-26T20:27:41.761200] [INFO ] [sig       ] Generating forecast for: NDRA
[2025-12-26T20:27:41.761235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2025-12-26T20:27:41.772243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2025-12-26T20:27:41.772561] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2025-12-26T20:27:41.773343] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2025-12-26T20:27:41.773394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:41.773463] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:41.773491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:41.773549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:41.831119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:41.831965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:41.832063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:41.832096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:41.951620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:41.951768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:41.951827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:41.951857] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:41.955171] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: DOWN (p=7.92%)
[2025-12-26T20:27:41.955440] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2025-12-26T20:27:41.955560] [INFO ] [sig       ] NDRA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:42.106451] [INFO ] [LOCAL     ] Saved forecast: NDRA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NDRA.txt
[2025-12-26T20:27:42.106613] [INFO ] [sig       ] [2189/3548] Completed NDRA in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-26T20:27:42.106654] [INFO ] [sig       ] [2190/3548] Forecasting NDSN...
[2025-12-26T20:27:42.106684] [INFO ] [sig       ] Generating forecast for: NDSN
[2025-12-26T20:27:42.106714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2025-12-26T20:27:42.117320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2025-12-26T20:27:42.117673] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2025-12-26T20:27:42.118437] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2025-12-26T20:27:42.118487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:42.118518] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:42.118544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:42.118625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:42.180373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:42.181298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:42.181384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:42.181426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:42.309553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:42.309732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:42.309780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:42.309808] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:42.313568] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: DOWN (p=28.64%)
[2025-12-26T20:27:42.313896] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2025-12-26T20:27:42.314054] [INFO ] [sig       ] NDSN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:42.472794] [INFO ] [LOCAL     ] Saved forecast: NDSN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NDSN.txt
[2025-12-26T20:27:42.472940] [INFO ] [sig       ] [2190/3548] Completed NDSN in 0.4s | 2.89 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-26T20:27:42.472978] [INFO ] [sig       ] [2191/3548] Forecasting NE...
[2025-12-26T20:27:42.473006] [INFO ] [sig       ] Generating forecast for: NE
[2025-12-26T20:27:42.473037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-12-26T20:27:42.484252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2025-12-26T20:27:42.484622] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-12-26T20:27:42.485423] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-12-26T20:27:42.485476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:42.485509] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:42.485537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:42.485613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:42.543056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:42.543873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:42.543982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:42.544018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:42.664617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:42.664767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:42.664810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:42.664839] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:42.668341] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: UP (p=57.54%)
[2025-12-26T20:27:42.668629] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-12-26T20:27:42.668754] [INFO ] [sig       ] NE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:42.816638] [INFO ] [LOCAL     ] Saved forecast: NE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NE.txt
[2025-12-26T20:27:42.816792] [INFO ] [sig       ] [2191/3548] Completed NE in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-26T20:27:42.816831] [INFO ] [sig       ] [2192/3548] Forecasting NEA...
[2025-12-26T20:27:42.816860] [INFO ] [sig       ] Generating forecast for: NEA
[2025-12-26T20:27:42.816892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-12-26T20:27:42.827871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2025-12-26T20:27:42.828219] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-12-26T20:27:42.829045] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-12-26T20:27:42.829096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:42.829127] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:42.829154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:42.829211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:42.886099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:42.886936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:42.887017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:42.887049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:43.011073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:43.011229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:43.011272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:43.011335] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:43.014838] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=24.66%)
[2025-12-26T20:27:43.015115] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-12-26T20:27:43.015241] [INFO ] [sig       ] NEA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:43.167732] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NEA.txt
[2025-12-26T20:27:43.167887] [INFO ] [sig       ] [2192/3548] Completed NEA in 0.4s | 2.89 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-26T20:27:43.167927] [INFO ] [sig       ] [2193/3548] Forecasting NECB...
[2025-12-26T20:27:43.167957] [INFO ] [sig       ] Generating forecast for: NECB
[2025-12-26T20:27:43.167987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2025-12-26T20:27:43.179129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2025-12-26T20:27:43.179523] [INFO ] [FORECASTER] Starting predict_future for NECB
[2025-12-26T20:27:43.180324] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2025-12-26T20:27:43.180378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:43.180409] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:43.180452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:43.180511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:43.239505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:43.240424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:43.240508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:43.240541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:43.364278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:43.364471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:43.364538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:43.364597] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:43.368521] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: UP (p=97.28%)
[2025-12-26T20:27:43.368864] [INFO ] [FORECASTER] Completed predict_future for NECB
[2025-12-26T20:27:43.369034] [INFO ] [sig       ] NECB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:43.527144] [INFO ] [LOCAL     ] Saved forecast: NECB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NECB.txt
[2025-12-26T20:27:43.527308] [INFO ] [sig       ] [2193/3548] Completed NECB in 0.4s | 2.89 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-26T20:27:43.527533] [INFO ] [sig       ] [2194/3548] Forecasting NEE...
[2025-12-26T20:27:43.527597] [INFO ] [sig       ] Generating forecast for: NEE
[2025-12-26T20:27:43.527636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-12-26T20:27:43.540080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2025-12-26T20:27:43.540654] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-12-26T20:27:43.541513] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-12-26T20:27:43.541605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:43.541652] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:43.541682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:43.541742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:43.609895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:43.610795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:43.610895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:43.610939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:43.734933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:43.735095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:43.735139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:43.735170] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:43.738745] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-26T20:27:43.739050] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-12-26T20:27:43.739178] [INFO ] [sig       ] NEE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:43.885899] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NEE.txt
[2025-12-26T20:27:43.886038] [INFO ] [sig       ] [2194/3548] Completed NEE in 0.4s | 2.89 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-26T20:27:43.886077] [INFO ] [sig       ] [2195/3548] Forecasting NEGG...
[2025-12-26T20:27:43.886106] [INFO ] [sig       ] Generating forecast for: NEGG
[2025-12-26T20:27:43.886137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2025-12-26T20:27:43.897408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2025-12-26T20:27:43.897774] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2025-12-26T20:27:43.898643] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2025-12-26T20:27:43.898696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:43.898728] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:43.898755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:43.898814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:43.957449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:43.958298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:43.958380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:43.958414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:44.082841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:44.083008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:44.083057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:44.083087] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:44.086917] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: DOWN (p=21.76%)
[2025-12-26T20:27:44.087226] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2025-12-26T20:27:44.087362] [INFO ] [sig       ] NEGG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:44.241943] [INFO ] [LOCAL     ] Saved forecast: NEGG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NEGG.txt
[2025-12-26T20:27:44.242094] [INFO ] [sig       ] [2195/3548] Completed NEGG in 0.4s | 2.89 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-26T20:27:44.242134] [INFO ] [sig       ] [2196/3548] Forecasting NEM...
[2025-12-26T20:27:44.242163] [INFO ] [sig       ] Generating forecast for: NEM
[2025-12-26T20:27:44.242194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-12-26T20:27:44.253675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2025-12-26T20:27:44.254027] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-12-26T20:27:44.254809] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-12-26T20:27:44.254861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:44.254892] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:44.254919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:44.254981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:44.311500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:44.312354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:44.312438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:44.312470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:44.449609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:44.449766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:44.449808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:44.449836] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:44.453245] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: UP (p=96.02%)
[2025-12-26T20:27:44.453560] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-12-26T20:27:44.453714] [INFO ] [sig       ] NEM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:44.596865] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NEM.txt
[2025-12-26T20:27:44.597034] [INFO ] [sig       ] [2196/3548] Completed NEM in 0.4s | 2.89 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-26T20:27:44.597079] [INFO ] [sig       ] [2197/3548] Forecasting NEO...
[2025-12-26T20:27:44.597109] [INFO ] [sig       ] Generating forecast for: NEO
[2025-12-26T20:27:44.597166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'.
[2025-12-26T20:27:44.608741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEO'.
[2025-12-26T20:27:44.609177] [INFO ] [FORECASTER] Starting predict_future for NEO
[2025-12-26T20:27:44.610070] [DEBUG] [LOCAL     ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt
[2025-12-26T20:27:44.610129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:44.610171] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:44.610211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:44.610283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:44.672897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:44.673961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:44.674067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:44.674117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:44.801362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:44.801512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:44.801554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:44.801600] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:44.804943] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-12-26T20:27:44.805230] [INFO ] [FORECASTER] Completed predict_future for NEO
[2025-12-26T20:27:44.805356] [INFO ] [sig       ] NEO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:44.945034] [INFO ] [LOCAL     ] Saved forecast: NEO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NEO.txt
[2025-12-26T20:27:44.945168] [INFO ] [sig       ] [2197/3548] Completed NEO in 0.3s | 2.89 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-26T20:27:44.945206] [INFO ] [sig       ] [2198/3548] Forecasting NEOG...
[2025-12-26T20:27:44.945235] [INFO ] [sig       ] Generating forecast for: NEOG
[2025-12-26T20:27:44.945266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2025-12-26T20:27:44.959959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2025-12-26T20:27:44.960362] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2025-12-26T20:27:44.961195] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2025-12-26T20:27:44.961246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:44.961277] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:44.961303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:44.961361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:45.018007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:45.018877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:45.018972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:45.019004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:45.136868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:45.137022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:45.137063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:45.137091] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:45.140699] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: UP (p=89.49%)
[2025-12-26T20:27:45.140987] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2025-12-26T20:27:45.141126] [INFO ] [sig       ] NEOG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:45.281921] [INFO ] [LOCAL     ] Saved forecast: NEOG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NEOG.txt
[2025-12-26T20:27:45.282074] [INFO ] [sig       ] [2198/3548] Completed NEOG in 0.3s | 2.89 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-26T20:27:45.282114] [INFO ] [sig       ] [2199/3548] Forecasting NEON...
[2025-12-26T20:27:45.282144] [INFO ] [sig       ] Generating forecast for: NEON
[2025-12-26T20:27:45.282174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2025-12-26T20:27:45.292899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2025-12-26T20:27:45.293239] [INFO ] [FORECASTER] Starting predict_future for NEON
[2025-12-26T20:27:45.294015] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2025-12-26T20:27:45.294065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:45.294096] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:45.294124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:45.294180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:45.351094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:45.351860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:45.351973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:45.352006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:45.470680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:45.470831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:45.470873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:45.470902] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:45.474261] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: DOWN (p=27.69%)
[2025-12-26T20:27:45.474527] [INFO ] [FORECASTER] Completed predict_future for NEON
[2025-12-26T20:27:45.474667] [INFO ] [sig       ] NEON: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:45.622925] [INFO ] [LOCAL     ] Saved forecast: NEON	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NEON.txt
[2025-12-26T20:27:45.623096] [INFO ] [sig       ] [2199/3548] Completed NEON in 0.3s | 2.89 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-26T20:27:45.623146] [INFO ] [sig       ] [2200/3548] Forecasting NEXA...
[2025-12-26T20:27:45.623178] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-12-26T20:27:45.623209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-12-26T20:27:45.634643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2025-12-26T20:27:45.634991] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-12-26T20:27:45.635890] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-12-26T20:27:45.635951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:45.635998] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:45.636034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:45.636094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:45.703925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:45.704881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:45.704976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:45.705025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:45.833359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:45.833518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:45.833569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:45.833682] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:45.837488] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: DOWN (p=11.93%)
[2025-12-26T20:27:45.837802] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-12-26T20:27:45.837950] [INFO ] [sig       ] NEXA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:46.002619] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NEXA.txt
[2025-12-26T20:27:46.002769] [INFO ] [sig       ] [2200/3548] Completed NEXA in 0.4s | 2.89 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-26T20:27:46.002807] [INFO ] [sig       ] [2201/3548] Forecasting NEXN...
[2025-12-26T20:27:46.002836] [INFO ] [sig       ] Generating forecast for: NEXN
[2025-12-26T20:27:46.002866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2025-12-26T20:27:46.013835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2025-12-26T20:27:46.014183] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2025-12-26T20:27:46.014964] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2025-12-26T20:27:46.015015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:46.015046] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:46.015072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:46.015129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:46.071879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:46.072734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:46.072819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:46.072872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:46.193983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:46.194131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:46.194175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:46.194205] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:46.197563] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: UP (p=81.86%)
[2025-12-26T20:27:46.197860] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2025-12-26T20:27:46.197985] [INFO ] [sig       ] NEXN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:46.345204] [INFO ] [LOCAL     ] Saved forecast: NEXN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NEXN.txt
[2025-12-26T20:27:46.345356] [INFO ] [sig       ] [2201/3548] Completed NEXN in 0.3s | 2.89 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-26T20:27:46.345396] [INFO ] [sig       ] [2202/3548] Forecasting NFBK...
[2025-12-26T20:27:46.345424] [INFO ] [sig       ] Generating forecast for: NFBK
[2025-12-26T20:27:46.345454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2025-12-26T20:27:46.357305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2025-12-26T20:27:46.357758] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2025-12-26T20:27:46.358545] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2025-12-26T20:27:46.358615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:46.358649] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:46.358675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:46.358745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:46.416466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:46.417352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:46.417435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:46.417467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:46.539637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:46.539792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:46.539834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:46.539864] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:46.543424] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: DOWN (p=7.36%)
[2025-12-26T20:27:46.543734] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2025-12-26T20:27:46.543867] [INFO ] [sig       ] NFBK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:46.686348] [INFO ] [LOCAL     ] Saved forecast: NFBK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NFBK.txt
[2025-12-26T20:27:46.686533] [INFO ] [sig       ] [2202/3548] Completed NFBK in 0.3s | 2.89 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-26T20:27:46.686589] [INFO ] [sig       ] [2203/3548] Forecasting NFE...
[2025-12-26T20:27:46.686631] [INFO ] [sig       ] Generating forecast for: NFE
[2025-12-26T20:27:46.686665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2025-12-26T20:27:46.697823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2025-12-26T20:27:46.698147] [INFO ] [FORECASTER] Starting predict_future for NFE
[2025-12-26T20:27:46.702080] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2025-12-26T20:27:46.702189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:46.702223] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:46.702249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:46.702307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:46.759427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:46.760217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:46.760297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:46.760328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:46.882428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:46.882598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:46.882639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:46.882668] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:46.885976] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: DOWN (p=5.04%)
[2025-12-26T20:27:46.886240] [INFO ] [FORECASTER] Completed predict_future for NFE
[2025-12-26T20:27:46.886361] [INFO ] [sig       ] NFE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:47.026765] [INFO ] [LOCAL     ] Saved forecast: NFE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NFE.txt
[2025-12-26T20:27:47.026911] [INFO ] [sig       ] [2203/3548] Completed NFE in 0.3s | 2.89 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-26T20:27:47.026950] [INFO ] [sig       ] [2204/3548] Forecasting NFG...
[2025-12-26T20:27:47.026980] [INFO ] [sig       ] Generating forecast for: NFG
[2025-12-26T20:27:47.027010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-12-26T20:27:47.039060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2025-12-26T20:27:47.039449] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-12-26T20:27:47.040237] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-12-26T20:27:47.040288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:47.040319] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:47.040345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:47.040419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:47.097071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:47.097914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:47.097995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:47.098027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:47.216078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:47.216232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:47.216275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:47.216304] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:47.219876] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: UP (p=90.29%)
[2025-12-26T20:27:47.220162] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-12-26T20:27:47.220290] [INFO ] [sig       ] NFG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:47.389522] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NFG.txt
[2025-12-26T20:27:47.389699] [INFO ] [sig       ] [2204/3548] Completed NFG in 0.4s | 2.89 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-26T20:27:47.389740] [INFO ] [sig       ] [2205/3548] Forecasting NFJ...
[2025-12-26T20:27:47.389769] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-12-26T20:27:47.389800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-12-26T20:27:47.400891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2025-12-26T20:27:47.401241] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-12-26T20:27:47.402032] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-12-26T20:27:47.402084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:47.402116] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:47.402142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:47.402199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:47.458086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:47.458854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:47.458959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:47.458990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:47.581961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:47.582131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:47.582174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:47.582205] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:47.585679] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: UP (p=97.05%)
[2025-12-26T20:27:47.585971] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-12-26T20:27:47.586096] [INFO ] [sig       ] NFJ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:47.724198] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NFJ.txt
[2025-12-26T20:27:47.724338] [INFO ] [sig       ] [2205/3548] Completed NFJ in 0.3s | 2.89 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-26T20:27:47.724377] [INFO ] [sig       ] [2206/3548] Forecasting NFLX...
[2025-12-26T20:27:47.724407] [INFO ] [sig       ] Generating forecast for: NFLX
[2025-12-26T20:27:47.724436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2025-12-26T20:27:47.735775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2025-12-26T20:27:47.736133] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2025-12-26T20:27:47.736929] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2025-12-26T20:27:47.737011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:47.737067] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:47.737094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:47.737152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:47.793283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:47.794057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:47.794138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:47.794171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:47.912065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:47.912220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:47.912261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:47.912290] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:47.915652] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: UP (p=63.29%)
[2025-12-26T20:27:47.915923] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2025-12-26T20:27:47.916047] [INFO ] [sig       ] NFLX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:48.064519] [INFO ] [LOCAL     ] Saved forecast: NFLX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NFLX.txt
[2025-12-26T20:27:48.064707] [INFO ] [sig       ] [2206/3548] Completed NFLX in 0.3s | 2.89 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-26T20:27:48.064754] [INFO ] [sig       ] [2207/3548] Forecasting NFTY...
[2025-12-26T20:27:48.064785] [INFO ] [sig       ] Generating forecast for: NFTY
[2025-12-26T20:27:48.064817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2025-12-26T20:27:48.076392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2025-12-26T20:27:48.076815] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2025-12-26T20:27:48.077627] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2025-12-26T20:27:48.077686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:48.077721] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:48.077747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:48.077805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:48.133829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:48.134601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:48.134682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:48.134714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:48.255158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:48.255541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:48.255618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:48.255651] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:48.259894] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: UP (p=91.19%)
[2025-12-26T20:27:48.260185] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2025-12-26T20:27:48.260318] [INFO ] [sig       ] NFTY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:48.411754] [INFO ] [LOCAL     ] Saved forecast: NFTY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NFTY.txt
[2025-12-26T20:27:48.411953] [INFO ] [sig       ] [2207/3548] Completed NFTY in 0.3s | 2.89 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-26T20:27:48.412007] [INFO ] [sig       ] [2208/3548] Forecasting NGG...
[2025-12-26T20:27:48.412039] [INFO ] [sig       ] Generating forecast for: NGG
[2025-12-26T20:27:48.412069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-12-26T20:27:48.423347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2025-12-26T20:27:48.423722] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-12-26T20:27:48.424529] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-12-26T20:27:48.424604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:48.424640] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:48.424668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:48.424727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:48.485775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:48.486656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:48.486743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:48.486776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:48.614427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:48.614598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:48.614643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:48.614672] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:48.618298] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: UP (p=94.42%)
[2025-12-26T20:27:48.618589] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-12-26T20:27:48.618736] [INFO ] [sig       ] NGG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:48.771141] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NGG.txt
[2025-12-26T20:27:48.771298] [INFO ] [sig       ] [2208/3548] Completed NGG in 0.4s | 2.89 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-26T20:27:48.771350] [INFO ] [sig       ] [2209/3548] Forecasting NGL...
[2025-12-26T20:27:48.771396] [INFO ] [sig       ] Generating forecast for: NGL
[2025-12-26T20:27:48.771442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-12-26T20:27:48.783278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2025-12-26T20:27:48.783662] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-12-26T20:27:48.784489] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-12-26T20:27:48.784541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:48.784591] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:48.784623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:48.784682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:48.846217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:48.847042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:48.847126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:48.847159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:48.972986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:48.973152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:48.973215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:48.973285] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:48.977049] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: UP (p=63.91%)
[2025-12-26T20:27:48.977336] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-12-26T20:27:48.977474] [INFO ] [sig       ] NGL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:49.125115] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NGL.txt
[2025-12-26T20:27:49.125260] [INFO ] [sig       ] [2209/3548] Completed NGL in 0.4s | 2.89 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-26T20:27:49.125305] [INFO ] [sig       ] [2210/3548] Forecasting NGNE...
[2025-12-26T20:27:49.125335] [INFO ] [sig       ] Generating forecast for: NGNE
[2025-12-26T20:27:49.125367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2025-12-26T20:27:49.137330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2025-12-26T20:27:49.137673] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2025-12-26T20:27:49.138496] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2025-12-26T20:27:49.138549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:49.138608] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:49.138637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:49.138696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:49.195710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:49.196491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:49.196587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:49.196621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:49.314545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:49.314705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:49.314749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:49.314777] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:49.318166] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: DOWN (p=13.93%)
[2025-12-26T20:27:49.318434] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2025-12-26T20:27:49.318557] [INFO ] [sig       ] NGNE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:49.458117] [INFO ] [LOCAL     ] Saved forecast: NGNE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NGNE.txt
[2025-12-26T20:27:49.458243] [INFO ] [sig       ] [2210/3548] Completed NGNE in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-26T20:27:49.458282] [INFO ] [sig       ] [2211/3548] Forecasting NGS...
[2025-12-26T20:27:49.458321] [INFO ] [sig       ] Generating forecast for: NGS
[2025-12-26T20:27:49.458362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-12-26T20:27:49.469418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2025-12-26T20:27:49.469743] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-12-26T20:27:49.470501] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-12-26T20:27:49.470553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:49.470605] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:49.470633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:49.470691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:49.527362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:49.528082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:49.528178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:49.528211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:49.645538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:49.645714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:49.645757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:49.645786] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:49.649167] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: UP (p=81.17%)
[2025-12-26T20:27:49.649469] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-12-26T20:27:49.649616] [INFO ] [sig       ] NGS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:49.789203] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NGS.txt
[2025-12-26T20:27:49.789321] [INFO ] [sig       ] [2211/3548] Completed NGS in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-26T20:27:49.789360] [INFO ] [sig       ] [2212/3548] Forecasting NGVC...
[2025-12-26T20:27:49.789389] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-12-26T20:27:49.789420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-12-26T20:27:49.800130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2025-12-26T20:27:49.800441] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-12-26T20:27:49.801227] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-12-26T20:27:49.801279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:49.801309] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:49.801335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:49.801405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:49.858311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:49.859112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:49.859193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:49.859225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:49.977562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:49.977734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:49.977777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:49.977819] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:49.981218] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: UP (p=95.17%)
[2025-12-26T20:27:49.981492] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-12-26T20:27:49.981636] [INFO ] [sig       ] NGVC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:50.125897] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NGVC.txt
[2025-12-26T20:27:50.126053] [INFO ] [sig       ] [2212/3548] Completed NGVC in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-26T20:27:50.126093] [INFO ] [sig       ] [2213/3548] Forecasting NHI...
[2025-12-26T20:27:50.126121] [INFO ] [sig       ] Generating forecast for: NHI
[2025-12-26T20:27:50.126152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-12-26T20:27:50.136963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2025-12-26T20:27:50.137336] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-12-26T20:27:50.138122] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-12-26T20:27:50.138174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:50.138215] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:50.138252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:50.138324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:50.196102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:50.196752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:50.196832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:50.196865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:50.315038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:50.315187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:50.315251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:50.315282] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:50.318772] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=41.02%)
[2025-12-26T20:27:50.319064] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-12-26T20:27:50.319193] [INFO ] [sig       ] NHI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:50.459057] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NHI.txt
[2025-12-26T20:27:50.459185] [INFO ] [sig       ] [2213/3548] Completed NHI in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-26T20:27:50.459224] [INFO ] [sig       ] [2214/3548] Forecasting NHTC...
[2025-12-26T20:27:50.459252] [INFO ] [sig       ] Generating forecast for: NHTC
[2025-12-26T20:27:50.459282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2025-12-26T20:27:50.473697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2025-12-26T20:27:50.474193] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2025-12-26T20:27:50.475293] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2025-12-26T20:27:50.475358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:50.475402] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:50.475439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:50.475525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:50.542080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:50.543026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:50.543124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:50.543159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:50.667096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:50.667258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:50.667301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:50.667329] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:50.670864] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: DOWN (p=39.53%)
[2025-12-26T20:27:50.671182] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2025-12-26T20:27:50.671313] [INFO ] [sig       ] NHTC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:50.815870] [INFO ] [LOCAL     ] Saved forecast: NHTC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NHTC.txt
[2025-12-26T20:27:50.816022] [INFO ] [sig       ] [2214/3548] Completed NHTC in 0.4s | 2.89 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-26T20:27:50.816061] [INFO ] [sig       ] [2215/3548] Forecasting NI...
[2025-12-26T20:27:50.816091] [INFO ] [sig       ] Generating forecast for: NI
[2025-12-26T20:27:50.816126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-12-26T20:27:50.830514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2025-12-26T20:27:50.830927] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-12-26T20:27:50.831774] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-12-26T20:27:50.831827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:50.831859] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:50.831885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:50.831942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:50.889699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:50.890474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:50.890559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:50.890610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:51.015659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:51.015837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:51.015891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:51.015930] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:51.020155] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2025-12-26T20:27:51.020453] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-12-26T20:27:51.020606] [INFO ] [sig       ] NI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:51.169648] [INFO ] [LOCAL     ] Saved forecast: NI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NI.txt
[2025-12-26T20:27:51.169806] [INFO ] [sig       ] [2215/3548] Completed NI in 0.4s | 2.89 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-26T20:27:51.169845] [INFO ] [sig       ] [2216/3548] Forecasting NIC...
[2025-12-26T20:27:51.169874] [INFO ] [sig       ] Generating forecast for: NIC
[2025-12-26T20:27:51.169904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-12-26T20:27:51.181520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2025-12-26T20:27:51.181871] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-12-26T20:27:51.182682] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-12-26T20:27:51.182734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:51.182766] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:51.182792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:51.182851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:51.240034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:51.240752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:51.240866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:51.240901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:51.360423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:51.360596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:51.360642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:51.360670] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:51.364146] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: DOWN (p=8.08%)
[2025-12-26T20:27:51.364430] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-12-26T20:27:51.364553] [INFO ] [sig       ] NIC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:51.510208] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NIC.txt
[2025-12-26T20:27:51.510343] [INFO ] [sig       ] [2216/3548] Completed NIC in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-26T20:27:51.510382] [INFO ] [sig       ] [2217/3548] Forecasting NICE...
[2025-12-26T20:27:51.510412] [INFO ] [sig       ] Generating forecast for: NICE
[2025-12-26T20:27:51.510443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2025-12-26T20:27:51.521697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2025-12-26T20:27:51.522039] [INFO ] [FORECASTER] Starting predict_future for NICE
[2025-12-26T20:27:51.522832] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2025-12-26T20:27:51.522884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:51.522929] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:51.522961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:51.523021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:51.580819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:51.581533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:51.581624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:51.581658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:51.703415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:51.703551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:51.703613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:51.703647] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:51.707036] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: DOWN (p=25.96%)
[2025-12-26T20:27:51.707310] [INFO ] [FORECASTER] Completed predict_future for NICE
[2025-12-26T20:27:51.707431] [INFO ] [sig       ] NICE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:51.848153] [INFO ] [LOCAL     ] Saved forecast: NICE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NICE.txt
[2025-12-26T20:27:51.848280] [INFO ] [sig       ] [2217/3548] Completed NICE in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-26T20:27:51.848318] [INFO ] [sig       ] [2218/3548] Forecasting NIE...
[2025-12-26T20:27:51.848346] [INFO ] [sig       ] Generating forecast for: NIE
[2025-12-26T20:27:51.848377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-12-26T20:27:51.860051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2025-12-26T20:27:51.860409] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-12-26T20:27:51.861203] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-12-26T20:27:51.861254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:51.861285] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:51.861312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:51.861369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:51.919469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:51.920293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:51.920394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:51.920429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:52.039280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:52.039433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:52.039473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:52.039502] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:52.042869] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: DOWN (p=33.41%)
[2025-12-26T20:27:52.043135] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-12-26T20:27:52.043258] [INFO ] [sig       ] NIE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:52.191884] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NIE.txt
[2025-12-26T20:27:52.192055] [INFO ] [sig       ] [2218/3548] Completed NIE in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-26T20:27:52.192097] [INFO ] [sig       ] [2219/3548] Forecasting NIKL...
[2025-12-26T20:27:52.192126] [INFO ] [sig       ] Generating forecast for: NIKL
[2025-12-26T20:27:52.192158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2025-12-26T20:27:52.203398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2025-12-26T20:27:52.203761] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2025-12-26T20:27:52.204611] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2025-12-26T20:27:52.204664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:52.204697] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:52.204724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:52.204782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:52.261426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:52.262156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:52.262242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:52.262274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:52.375868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:52.376028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:52.376070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:52.376098] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:52.379481] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: UP (p=76.22%)
[2025-12-26T20:27:52.379774] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2025-12-26T20:27:52.379902] [INFO ] [sig       ] NIKL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:52.519044] [INFO ] [LOCAL     ] Saved forecast: NIKL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NIKL.txt
[2025-12-26T20:27:52.519241] [INFO ] [sig       ] [2219/3548] Completed NIKL in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-26T20:27:52.519288] [INFO ] [sig       ] [2220/3548] Forecasting NIM...
[2025-12-26T20:27:52.519316] [INFO ] [sig       ] Generating forecast for: NIM
[2025-12-26T20:27:52.519350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-12-26T20:27:52.529887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2025-12-26T20:27:52.530193] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-12-26T20:27:52.530974] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-12-26T20:27:52.531026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:52.531057] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:52.531083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:52.531140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:52.588060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:52.588860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:52.588965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:52.588999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:52.694936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:52.695089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:52.695132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:52.695159] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:52.698495] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: DOWN (p=4.94%)
[2025-12-26T20:27:52.698779] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-12-26T20:27:52.698916] [INFO ] [sig       ] NIM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:52.839134] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NIM.txt
[2025-12-26T20:27:52.839289] [INFO ] [sig       ] [2220/3548] Completed NIM in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-26T20:27:52.839329] [INFO ] [sig       ] [2221/3548] Forecasting NIO...
[2025-12-26T20:27:52.839385] [INFO ] [sig       ] Generating forecast for: NIO
[2025-12-26T20:27:52.839419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-12-26T20:27:52.850549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2025-12-26T20:27:52.850891] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-12-26T20:27:52.851682] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-12-26T20:27:52.851733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:52.851764] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:52.851791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:52.851848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:52.909382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:52.910027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:52.910108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:52.910150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:53.038431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:53.038609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:53.038654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:53.038685] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:53.042189] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: DOWN (p=49.03%)
[2025-12-26T20:27:53.042460] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-12-26T20:27:53.042603] [INFO ] [sig       ] NIO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:53.187220] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NIO.txt
[2025-12-26T20:27:53.187365] [INFO ] [sig       ] [2221/3548] Completed NIO in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-26T20:27:53.187406] [INFO ] [sig       ] [2222/3548] Forecasting NIPG...
[2025-12-26T20:27:53.187436] [INFO ] [sig       ] Generating forecast for: NIPG
[2025-12-26T20:27:53.187467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'.
[2025-12-26T20:27:53.198502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIPG'.
[2025-12-26T20:27:53.198821] [INFO ] [FORECASTER] Starting predict_future for NIPG
[2025-12-26T20:27:53.199649] [DEBUG] [LOCAL     ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt
[2025-12-26T20:27:53.199700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:53.199733] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:53.199760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:53.199818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:53.257109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:53.257780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:53.257860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:53.257895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:53.370355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:53.370516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:53.370561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:53.370612] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:53.374140] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: UP (p=84.31%)
[2025-12-26T20:27:53.374425] [INFO ] [FORECASTER] Completed predict_future for NIPG
[2025-12-26T20:27:53.374552] [INFO ] [sig       ] NIPG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:53.516474] [INFO ] [LOCAL     ] Saved forecast: NIPG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NIPG.txt
[2025-12-26T20:27:53.516631] [INFO ] [sig       ] [2222/3548] Completed NIPG in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-26T20:27:53.516673] [INFO ] [sig       ] [2223/3548] Forecasting NISN...
[2025-12-26T20:27:53.516702] [INFO ] [sig       ] Generating forecast for: NISN
[2025-12-26T20:27:53.516733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'.
[2025-12-26T20:27:53.527775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NISN'.
[2025-12-26T20:27:53.528091] [INFO ] [FORECASTER] Starting predict_future for NISN
[2025-12-26T20:27:53.528912] [DEBUG] [LOCAL     ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt
[2025-12-26T20:27:53.528971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:53.529055] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:53.529085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:53.529156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:53.586092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:53.586831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:53.586909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:53.586940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:53.693330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:53.693489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:53.693531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:53.693559] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:53.696921] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: DOWN (p=30.86%)
[2025-12-26T20:27:53.697191] [INFO ] [FORECASTER] Completed predict_future for NISN
[2025-12-26T20:27:53.697312] [INFO ] [sig       ] NISN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:53.843296] [INFO ] [LOCAL     ] Saved forecast: NISN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NISN.txt
[2025-12-26T20:27:53.843456] [INFO ] [sig       ] [2223/3548] Completed NISN in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-26T20:27:53.843498] [INFO ] [sig       ] [2224/3548] Forecasting NITO...
[2025-12-26T20:27:53.843527] [INFO ] [sig       ] Generating forecast for: NITO
[2025-12-26T20:27:53.843558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'.
[2025-12-26T20:27:53.855092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NITO'.
[2025-12-26T20:27:53.855491] [INFO ] [FORECASTER] Starting predict_future for NITO
[2025-12-26T20:27:53.856295] [DEBUG] [LOCAL     ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt
[2025-12-26T20:27:53.856348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:53.856378] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:53.856404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:53.856461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:53.914555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:53.915497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:53.915598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:53.915637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:54.033104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:54.033264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:54.033306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:54.033354] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:54.036736] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: DOWN (p=49.17%)
[2025-12-26T20:27:54.037009] [INFO ] [FORECASTER] Completed predict_future for NITO
[2025-12-26T20:27:54.037131] [INFO ] [sig       ] NITO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:54.176424] [INFO ] [LOCAL     ] Saved forecast: NITO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NITO.txt
[2025-12-26T20:27:54.176594] [INFO ] [sig       ] [2224/3548] Completed NITO in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-26T20:27:54.176636] [INFO ] [sig       ] [2225/3548] Forecasting NKSH...
[2025-12-26T20:27:54.176667] [INFO ] [sig       ] Generating forecast for: NKSH
[2025-12-26T20:27:54.176699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2025-12-26T20:27:54.187325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2025-12-26T20:27:54.187658] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2025-12-26T20:27:54.188414] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2025-12-26T20:27:54.188465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:54.188497] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:54.188524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:54.188599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:54.245225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:54.245938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:54.246017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:54.246049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:54.349491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:54.349660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:54.349704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:54.349734] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:54.353120] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-26T20:27:54.353402] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2025-12-26T20:27:54.353529] [INFO ] [sig       ] NKSH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:54.494165] [INFO ] [LOCAL     ] Saved forecast: NKSH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NKSH.txt
[2025-12-26T20:27:54.494307] [INFO ] [sig       ] [2225/3548] Completed NKSH in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-26T20:27:54.494347] [INFO ] [sig       ] [2226/3548] Forecasting NKTX...
[2025-12-26T20:27:54.494376] [INFO ] [sig       ] Generating forecast for: NKTX
[2025-12-26T20:27:54.494615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2025-12-26T20:27:54.506401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2025-12-26T20:27:54.506742] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2025-12-26T20:27:54.507513] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2025-12-26T20:27:54.507564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:54.507619] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:54.507646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:54.507702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:54.565859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:54.566603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:54.566685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:54.566736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:54.679940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:54.680094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:54.680136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:54.680196] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:54.683623] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: UP (p=78.03%)
[2025-12-26T20:27:54.683908] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2025-12-26T20:27:54.684034] [INFO ] [sig       ] NKTX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:54.875314] [INFO ] [LOCAL     ] Saved forecast: NKTX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NKTX.txt
[2025-12-26T20:27:54.875451] [INFO ] [sig       ] [2226/3548] Completed NKTX in 0.4s | 2.89 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-26T20:27:54.875489] [INFO ] [sig       ] [2227/3548] Forecasting NKX...
[2025-12-26T20:27:54.875519] [INFO ] [sig       ] Generating forecast for: NKX
[2025-12-26T20:27:54.875550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-12-26T20:27:54.887061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2025-12-26T20:27:54.887382] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-12-26T20:27:54.888162] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-12-26T20:27:54.888218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:54.888250] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:54.888276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:54.888334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:54.946291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:54.947361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:54.947445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:54.947478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:55.069729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:55.069893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:55.069935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:55.069963] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:55.073597] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=96.53%)
[2025-12-26T20:27:55.073893] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-12-26T20:27:55.074025] [INFO ] [sig       ] NKX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:55.228048] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NKX.txt
[2025-12-26T20:27:55.228211] [INFO ] [sig       ] [2227/3548] Completed NKX in 0.4s | 2.89 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-26T20:27:55.228251] [INFO ] [sig       ] [2228/3548] Forecasting NLOP...
[2025-12-26T20:27:55.228280] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-12-26T20:27:55.228312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-12-26T20:27:55.240779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2025-12-26T20:27:55.241244] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-12-26T20:27:55.242142] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-12-26T20:27:55.242201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:55.242232] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:55.242297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:55.242359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:55.303956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:55.304992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:55.305121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:55.305172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:55.431915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:55.432078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:55.432122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:55.432152] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:55.435853] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: UP (p=65.44%)
[2025-12-26T20:27:55.436182] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-12-26T20:27:55.436320] [INFO ] [sig       ] NLOP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:55.631459] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NLOP.txt
[2025-12-26T20:27:55.631647] [INFO ] [sig       ] [2228/3548] Completed NLOP in 0.4s | 2.89 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-26T20:27:55.631690] [INFO ] [sig       ] [2229/3548] Forecasting NLY...
[2025-12-26T20:27:55.631718] [INFO ] [sig       ] Generating forecast for: NLY
[2025-12-26T20:27:55.631750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-12-26T20:27:55.645722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2025-12-26T20:27:55.646147] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-12-26T20:27:55.646975] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-12-26T20:27:55.647028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:55.647059] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:55.647085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:55.647144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:55.734022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:55.735268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:55.735412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:55.735470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:55.892095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:55.892295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:55.892367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:55.892418] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:55.897778] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: UP (p=81.70%)
[2025-12-26T20:27:55.898286] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-12-26T20:27:55.898471] [INFO ] [sig       ] NLY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:56.120602] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NLY.txt
[2025-12-26T20:27:56.120830] [INFO ] [sig       ] [2229/3548] Completed NLY in 0.5s | 2.89 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-26T20:27:56.120888] [INFO ] [sig       ] [2230/3548] Forecasting NMAI...
[2025-12-26T20:27:56.120927] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-12-26T20:27:56.120968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-12-26T20:27:56.139149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2025-12-26T20:27:56.139659] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-12-26T20:27:56.140541] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-12-26T20:27:56.140618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:56.140652] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:56.140679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:56.140736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:56.216124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:56.217119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:56.217218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:56.217253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:56.339153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:56.339316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:56.339362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:56.339392] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:56.342939] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=73.35%)
[2025-12-26T20:27:56.343240] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-12-26T20:27:56.343373] [INFO ] [sig       ] NMAI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:56.486913] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NMAI.txt
[2025-12-26T20:27:56.487079] [INFO ] [sig       ] [2230/3548] Completed NMAI in 0.4s | 2.89 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-26T20:27:56.487121] [INFO ] [sig       ] [2231/3548] Forecasting NMCO...
[2025-12-26T20:27:56.487151] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-12-26T20:27:56.487183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-12-26T20:27:56.499768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2025-12-26T20:27:56.500217] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-12-26T20:27:56.501060] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-12-26T20:27:56.501113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:56.501146] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:56.501175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:56.501234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:56.560264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:56.561163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:56.561248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:56.561282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:56.687621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:56.687773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:56.687814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:56.687842] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:56.691269] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: DOWN (p=19.31%)
[2025-12-26T20:27:56.691546] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-12-26T20:27:56.691691] [INFO ] [sig       ] NMCO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:56.834705] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NMCO.txt
[2025-12-26T20:27:56.834871] [INFO ] [sig       ] [2231/3548] Completed NMCO in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-26T20:27:56.834911] [INFO ] [sig       ] [2232/3548] Forecasting NMFC...
[2025-12-26T20:27:56.834939] [INFO ] [sig       ] Generating forecast for: NMFC
[2025-12-26T20:27:56.834978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2025-12-26T20:27:56.846905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2025-12-26T20:27:56.847287] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2025-12-26T20:27:56.848148] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2025-12-26T20:27:56.848203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:56.848246] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:56.848282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:56.848357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:56.908772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:56.909709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:56.909795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:56.909831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:57.029688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:57.029845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:57.029892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:57.029922] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:57.033642] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: UP (p=84.22%)
[2025-12-26T20:27:57.033934] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2025-12-26T20:27:57.034064] [INFO ] [sig       ] NMFC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:57.177831] [INFO ] [LOCAL     ] Saved forecast: NMFC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NMFC.txt
[2025-12-26T20:27:57.177992] [INFO ] [sig       ] [2232/3548] Completed NMFC in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-26T20:27:57.178032] [INFO ] [sig       ] [2233/3548] Forecasting NMG...
[2025-12-26T20:27:57.178060] [INFO ] [sig       ] Generating forecast for: NMG
[2025-12-26T20:27:57.178091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-12-26T20:27:57.190838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2025-12-26T20:27:57.191253] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-12-26T20:27:57.192113] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-12-26T20:27:57.192169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:57.192203] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:57.192235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:57.192296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:57.252809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:57.253713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:57.253828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:57.253865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:57.374307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:57.374459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:57.374504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:57.374534] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:57.378172] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: UP (p=82.38%)
[2025-12-26T20:27:57.378458] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-12-26T20:27:57.378622] [INFO ] [sig       ] NMG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:57.523243] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NMG.txt
[2025-12-26T20:27:57.523402] [INFO ] [sig       ] [2233/3548] Completed NMG in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-26T20:27:57.523455] [INFO ] [sig       ] [2234/3548] Forecasting NMI...
[2025-12-26T20:27:57.523493] [INFO ] [sig       ] Generating forecast for: NMI
[2025-12-26T20:27:57.523526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-12-26T20:27:57.534850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2025-12-26T20:27:57.535180] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-12-26T20:27:57.535974] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-12-26T20:27:57.536026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:57.536057] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:57.536084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:57.536142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:57.596242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:57.596942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:57.597024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:57.597059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:57.702955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:57.703109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:57.703152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:57.703182] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:57.706723] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: DOWN (p=0.71%)
[2025-12-26T20:27:57.707005] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-12-26T20:27:57.707134] [INFO ] [sig       ] NMI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:57.856754] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NMI.txt
[2025-12-26T20:27:57.856936] [INFO ] [sig       ] [2234/3548] Completed NMI in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-26T20:27:57.856981] [INFO ] [sig       ] [2235/3548] Forecasting NMIH...
[2025-12-26T20:27:57.857010] [INFO ] [sig       ] Generating forecast for: NMIH
[2025-12-26T20:27:57.857043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2025-12-26T20:27:57.868865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2025-12-26T20:27:57.869291] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2025-12-26T20:27:57.870133] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2025-12-26T20:27:57.870186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:57.870220] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:57.870248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:57.870307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:57.930741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:57.931507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:57.931607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:57.931644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:58.044700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:58.044856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:58.044900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:58.044931] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:58.048493] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: UP (p=68.94%)
[2025-12-26T20:27:58.048800] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2025-12-26T20:27:58.048951] [INFO ] [sig       ] NMIH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:58.200215] [INFO ] [LOCAL     ] Saved forecast: NMIH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NMIH.txt
[2025-12-26T20:27:58.200361] [INFO ] [sig       ] [2235/3548] Completed NMIH in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-26T20:27:58.200403] [INFO ] [sig       ] [2236/3548] Forecasting NMM...
[2025-12-26T20:27:58.200434] [INFO ] [sig       ] Generating forecast for: NMM
[2025-12-26T20:27:58.200466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-12-26T20:27:58.213778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2025-12-26T20:27:58.214207] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-12-26T20:27:58.215074] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-12-26T20:27:58.215130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:58.215163] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:58.215192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:58.215252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:58.276959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:58.277882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:58.277971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:58.278005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:58.399051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:58.399210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:58.399262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:58.399297] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:58.402819] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=38.19%)
[2025-12-26T20:27:58.403118] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-12-26T20:27:58.403245] [INFO ] [sig       ] NMM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:58.550836] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NMM.txt
[2025-12-26T20:27:58.551041] [INFO ] [sig       ] [2236/3548] Completed NMM in 0.4s | 2.89 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-26T20:27:58.551106] [INFO ] [sig       ] [2237/3548] Forecasting NMRA...
[2025-12-26T20:27:58.551148] [INFO ] [sig       ] Generating forecast for: NMRA
[2025-12-26T20:27:58.551188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2025-12-26T20:27:58.562811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2025-12-26T20:27:58.563167] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2025-12-26T20:27:58.564020] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2025-12-26T20:27:58.564074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:58.564108] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:58.564138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:58.564198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:58.624476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:58.625236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:58.625317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:58.625351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:58.744175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:58.744347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:58.744389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:58.744417] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:58.747789] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2025-12-26T20:27:58.748069] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2025-12-26T20:27:58.748192] [INFO ] [sig       ] NMRA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:27:58.892266] [INFO ] [LOCAL     ] Saved forecast: NMRA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NMRA.txt
[2025-12-26T20:27:58.892430] [INFO ] [sig       ] [2237/3548] Completed NMRA in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-26T20:27:58.892470] [INFO ] [sig       ] [2238/3548] Forecasting NMRK...
[2025-12-26T20:27:58.892498] [INFO ] [sig       ] Generating forecast for: NMRK
[2025-12-26T20:27:58.892529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2025-12-26T20:27:58.904174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2025-12-26T20:27:58.904531] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2025-12-26T20:27:58.905335] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2025-12-26T20:27:58.905387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:58.905418] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:58.905445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:58.905503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:58.962396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:58.963260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:58.963350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:58.963382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:59.087241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:59.087398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:59.087439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:59.087467] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:59.090917] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: DOWN (p=31.15%)
[2025-12-26T20:27:59.091194] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2025-12-26T20:27:59.091337] [INFO ] [sig       ] NMRK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:59.234023] [INFO ] [LOCAL     ] Saved forecast: NMRK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NMRK.txt
[2025-12-26T20:27:59.234178] [INFO ] [sig       ] [2238/3548] Completed NMRK in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-26T20:27:59.234218] [INFO ] [sig       ] [2239/3548] Forecasting NN...
[2025-12-26T20:27:59.234247] [INFO ] [sig       ] Generating forecast for: NN
[2025-12-26T20:27:59.234279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2025-12-26T20:27:59.245737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2025-12-26T20:27:59.246093] [INFO ] [FORECASTER] Starting predict_future for NN
[2025-12-26T20:27:59.246933] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2025-12-26T20:27:59.246987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:59.247020] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:59.247048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:59.247106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:59.304359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:59.305236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:59.305322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:59.305354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:59.424206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:59.424357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:59.424400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:59.424428] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:59.427789] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-12-26T20:27:59.428054] [INFO ] [FORECASTER] Completed predict_future for NN
[2025-12-26T20:27:59.428175] [INFO ] [sig       ] NN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:59.569286] [INFO ] [LOCAL     ] Saved forecast: NN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NN.txt
[2025-12-26T20:27:59.569466] [INFO ] [sig       ] [2239/3548] Completed NN in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-26T20:27:59.569506] [INFO ] [sig       ] [2240/3548] Forecasting NNDM...
[2025-12-26T20:27:59.569535] [INFO ] [sig       ] Generating forecast for: NNDM
[2025-12-26T20:27:59.569566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2025-12-26T20:27:59.581153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2025-12-26T20:27:59.581568] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2025-12-26T20:27:59.582429] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2025-12-26T20:27:59.582484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:59.582555] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:59.582609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:59.582687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:59.642223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:59.643070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:59.643150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:59.643182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:27:59.766014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:27:59.766171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:27:59.766214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:27:59.766244] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:27:59.769813] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: DOWN (p=1.92%)
[2025-12-26T20:27:59.770114] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2025-12-26T20:27:59.770246] [INFO ] [sig       ] NNDM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:27:59.914100] [INFO ] [LOCAL     ] Saved forecast: NNDM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NNDM.txt
[2025-12-26T20:27:59.914269] [INFO ] [sig       ] [2240/3548] Completed NNDM in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-26T20:27:59.914320] [INFO ] [sig       ] [2241/3548] Forecasting NNE...
[2025-12-26T20:27:59.914350] [INFO ] [sig       ] Generating forecast for: NNE
[2025-12-26T20:27:59.914381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2025-12-26T20:27:59.925540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2025-12-26T20:27:59.925958] [INFO ] [FORECASTER] Starting predict_future for NNE
[2025-12-26T20:27:59.926790] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2025-12-26T20:27:59.926886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:27:59.926921] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:27:59.926950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:27:59.927010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:27:59.986155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:27:59.987045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:27:59.987132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:27:59.987166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:00.129980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:00.130133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:00.130175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:00.130204] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:00.133715] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: DOWN (p=35.24%)
[2025-12-26T20:28:00.134032] [INFO ] [FORECASTER] Completed predict_future for NNE
[2025-12-26T20:28:00.134167] [INFO ] [sig       ] NNE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:00.276956] [INFO ] [LOCAL     ] Saved forecast: NNE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NNE.txt
[2025-12-26T20:28:00.277104] [INFO ] [sig       ] [2241/3548] Completed NNE in 0.4s | 2.89 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-26T20:28:00.277145] [INFO ] [sig       ] [2242/3548] Forecasting NNI...
[2025-12-26T20:28:00.277176] [INFO ] [sig       ] Generating forecast for: NNI
[2025-12-26T20:28:00.277208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-12-26T20:28:00.289227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2025-12-26T20:28:00.289661] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-12-26T20:28:00.290487] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-12-26T20:28:00.290543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:00.290601] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:00.290632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:00.290692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:00.347140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:00.348039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:00.348121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:00.348154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:00.469232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:00.469393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:00.469437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:00.469467] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:00.472996] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: DOWN (p=7.19%)
[2025-12-26T20:28:00.473317] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-12-26T20:28:00.473456] [INFO ] [sig       ] NNI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:00.615707] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NNI.txt
[2025-12-26T20:28:00.615844] [INFO ] [sig       ] [2242/3548] Completed NNI in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-26T20:28:00.615883] [INFO ] [sig       ] [2243/3548] Forecasting NNN...
[2025-12-26T20:28:00.615911] [INFO ] [sig       ] Generating forecast for: NNN
[2025-12-26T20:28:00.615942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-12-26T20:28:00.626912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2025-12-26T20:28:00.627234] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-12-26T20:28:00.628026] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-12-26T20:28:00.628078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:00.628108] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:00.628135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:00.628192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:00.685428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:00.686222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:00.686304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:00.686336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:00.804929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:00.805084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:00.805129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:00.805191] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:00.808656] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: UP (p=87.82%)
[2025-12-26T20:28:00.808956] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-12-26T20:28:00.809085] [INFO ] [sig       ] NNN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:00.950358] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NNN.txt
[2025-12-26T20:28:00.950496] [INFO ] [sig       ] [2243/3548] Completed NNN in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-26T20:28:00.950534] [INFO ] [sig       ] [2244/3548] Forecasting NNOX...
[2025-12-26T20:28:00.950564] [INFO ] [sig       ] Generating forecast for: NNOX
[2025-12-26T20:28:00.950624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2025-12-26T20:28:00.961555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2025-12-26T20:28:00.961926] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2025-12-26T20:28:00.962712] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2025-12-26T20:28:00.962764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:00.962795] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:00.962821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:00.962878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:01.020629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:01.021454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:01.021536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:01.021570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:01.148612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:01.148762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:01.148805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:01.148833] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:01.152193] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: UP (p=56.01%)
[2025-12-26T20:28:01.152472] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2025-12-26T20:28:01.152617] [INFO ] [sig       ] NNOX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:01.294098] [INFO ] [LOCAL     ] Saved forecast: NNOX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NNOX.txt
[2025-12-26T20:28:01.294238] [INFO ] [sig       ] [2244/3548] Completed NNOX in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-26T20:28:01.294283] [INFO ] [sig       ] [2245/3548] Forecasting NNY...
[2025-12-26T20:28:01.294321] [INFO ] [sig       ] Generating forecast for: NNY
[2025-12-26T20:28:01.294364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-12-26T20:28:01.304726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2025-12-26T20:28:01.305069] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-12-26T20:28:01.305861] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-12-26T20:28:01.305912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:01.305943] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:01.305969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:01.306027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:01.364088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:01.364933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:01.365015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:01.365049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:01.475275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:01.475431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:01.475484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:01.475515] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:01.478995] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=18.71%)
[2025-12-26T20:28:01.479266] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-12-26T20:28:01.479389] [INFO ] [sig       ] NNY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:01.626723] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NNY.txt
[2025-12-26T20:28:01.626875] [INFO ] [sig       ] [2245/3548] Completed NNY in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-26T20:28:01.626914] [INFO ] [sig       ] [2246/3548] Forecasting NOA...
[2025-12-26T20:28:01.626943] [INFO ] [sig       ] Generating forecast for: NOA
[2025-12-26T20:28:01.626975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-12-26T20:28:01.637933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2025-12-26T20:28:01.638330] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-12-26T20:28:01.639187] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-12-26T20:28:01.639241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:01.639273] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:01.639300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:01.639359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:01.697533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:01.698378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:01.698461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:01.698493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:01.830829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:01.830994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:01.831039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:01.831067] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:01.834806] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: UP (p=98.32%)
[2025-12-26T20:28:01.835204] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-12-26T20:28:01.835399] [INFO ] [sig       ] NOA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:01.983277] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NOA.txt
[2025-12-26T20:28:01.983439] [INFO ] [sig       ] [2246/3548] Completed NOA in 0.4s | 2.89 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-26T20:28:01.983478] [INFO ] [sig       ] [2247/3548] Forecasting NOAH...
[2025-12-26T20:28:01.983507] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-12-26T20:28:01.983538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-12-26T20:28:01.994599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2025-12-26T20:28:01.994986] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-12-26T20:28:01.995786] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-12-26T20:28:01.995839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:01.995870] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:01.995897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:01.995954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:02.053178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:02.054048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:02.054129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:02.054160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:02.172130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:02.172283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:02.172326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:02.172355] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:02.175761] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-12-26T20:28:02.176043] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-12-26T20:28:02.176168] [INFO ] [sig       ] NOAH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:02.322958] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NOAH.txt
[2025-12-26T20:28:02.323130] [INFO ] [sig       ] [2247/3548] Completed NOAH in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-26T20:28:02.323175] [INFO ] [sig       ] [2248/3548] Forecasting NODK...
[2025-12-26T20:28:02.323205] [INFO ] [sig       ] Generating forecast for: NODK
[2025-12-26T20:28:02.323236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2025-12-26T20:28:02.333930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2025-12-26T20:28:02.334283] [INFO ] [FORECASTER] Starting predict_future for NODK
[2025-12-26T20:28:02.335115] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2025-12-26T20:28:02.335167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:02.335198] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:02.335224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:02.335280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:02.395075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:02.395956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:02.396040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:02.396074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:02.496824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:02.496978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:02.497040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:02.497070] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:02.500461] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: UP (p=73.05%)
[2025-12-26T20:28:02.500752] [INFO ] [FORECASTER] Completed predict_future for NODK
[2025-12-26T20:28:02.500875] [INFO ] [sig       ] NODK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:02.650055] [INFO ] [LOCAL     ] Saved forecast: NODK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NODK.txt
[2025-12-26T20:28:02.650240] [INFO ] [sig       ] [2248/3548] Completed NODK in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-26T20:28:02.650286] [INFO ] [sig       ] [2249/3548] Forecasting NOG...
[2025-12-26T20:28:02.650321] [INFO ] [sig       ] Generating forecast for: NOG
[2025-12-26T20:28:02.650360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-12-26T20:28:02.663438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2025-12-26T20:28:02.663808] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-12-26T20:28:02.664676] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-12-26T20:28:02.664731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:02.664764] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:02.664791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:02.664850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:02.724018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:02.724754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:02.724837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:02.724871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:02.848532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:02.848704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:02.848749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:02.848779] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:02.852247] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: DOWN (p=30.13%)
[2025-12-26T20:28:02.852529] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-12-26T20:28:02.852674] [INFO ] [sig       ] NOG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:02.998045] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NOG.txt
[2025-12-26T20:28:02.998191] [INFO ] [sig       ] [2249/3548] Completed NOG in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-26T20:28:02.998231] [INFO ] [sig       ] [2250/3548] Forecasting NOMD...
[2025-12-26T20:28:02.998259] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-12-26T20:28:02.998289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-12-26T20:28:03.013010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2025-12-26T20:28:03.013358] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-12-26T20:28:03.014158] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-12-26T20:28:03.014210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:03.014241] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:03.014268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:03.014325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:03.070250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:03.070944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:03.071067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:03.071102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:03.187363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:03.187518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:03.187560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:03.187608] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:03.190984] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=5.54%)
[2025-12-26T20:28:03.191255] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-12-26T20:28:03.191376] [INFO ] [sig       ] NOMD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:03.330255] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NOMD.txt
[2025-12-26T20:28:03.330385] [INFO ] [sig       ] [2250/3548] Completed NOMD in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-26T20:28:03.330424] [INFO ] [sig       ] [2251/3548] Forecasting NOTE...
[2025-12-26T20:28:03.330454] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-12-26T20:28:03.330484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-12-26T20:28:03.341182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2025-12-26T20:28:03.341490] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-12-26T20:28:03.342282] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-12-26T20:28:03.342335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:03.342365] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:03.342391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:03.342453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:03.398766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:03.399438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:03.399521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:03.399554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:03.515174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:03.515323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:03.515364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:03.515393] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:03.518748] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2025-12-26T20:28:03.519049] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-12-26T20:28:03.519170] [INFO ] [sig       ] NOTE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:03.667633] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NOTE.txt
[2025-12-26T20:28:03.667776] [INFO ] [sig       ] [2251/3548] Completed NOTE in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-26T20:28:03.667817] [INFO ] [sig       ] [2252/3548] Forecasting NPCE...
[2025-12-26T20:28:03.667846] [INFO ] [sig       ] Generating forecast for: NPCE
[2025-12-26T20:28:03.667877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2025-12-26T20:28:03.679074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2025-12-26T20:28:03.679411] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2025-12-26T20:28:03.680261] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2025-12-26T20:28:03.680312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:03.680358] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:03.680386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:03.680447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:03.739914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:03.740748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:03.740831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:03.740865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:03.859084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:03.859236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:03.859280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:03.859310] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:03.862748] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: DOWN (p=20.13%)
[2025-12-26T20:28:03.863031] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2025-12-26T20:28:03.863157] [INFO ] [sig       ] NPCE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:04.004030] [INFO ] [LOCAL     ] Saved forecast: NPCE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NPCE.txt
[2025-12-26T20:28:04.004165] [INFO ] [sig       ] [2252/3548] Completed NPCE in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-26T20:28:04.004204] [INFO ] [sig       ] [2253/3548] Forecasting NPFD...
[2025-12-26T20:28:04.004232] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-12-26T20:28:04.004262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-12-26T20:28:04.015395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2025-12-26T20:28:04.015747] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-12-26T20:28:04.016513] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-12-26T20:28:04.016564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:04.016616] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:04.016643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:04.016700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:04.073757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:04.074387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:04.074466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:04.074500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:04.198129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:04.198314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:04.198369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:04.198410] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:04.203327] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=51.07%)
[2025-12-26T20:28:04.203754] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-12-26T20:28:04.203935] [INFO ] [sig       ] NPFD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:04.354274] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NPFD.txt
[2025-12-26T20:28:04.354436] [INFO ] [sig       ] [2253/3548] Completed NPFD in 0.4s | 2.89 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-26T20:28:04.354483] [INFO ] [sig       ] [2254/3548] Forecasting NPK...
[2025-12-26T20:28:04.354514] [INFO ] [sig       ] Generating forecast for: NPK
[2025-12-26T20:28:04.354545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-12-26T20:28:04.366342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2025-12-26T20:28:04.366830] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-12-26T20:28:04.367763] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-12-26T20:28:04.367817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:04.367863] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:04.367889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:04.367947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:04.428155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:04.429187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:04.429289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:04.429324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:04.554627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:04.554794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:04.554838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:04.554867] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:04.558373] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=88.06%)
[2025-12-26T20:28:04.558698] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-12-26T20:28:04.558836] [INFO ] [sig       ] NPK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:04.714083] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NPK.txt
[2025-12-26T20:28:04.714242] [INFO ] [sig       ] [2254/3548] Completed NPK in 0.4s | 2.89 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-26T20:28:04.714283] [INFO ] [sig       ] [2255/3548] Forecasting NPO...
[2025-12-26T20:28:04.714312] [INFO ] [sig       ] Generating forecast for: NPO
[2025-12-26T20:28:04.714344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-12-26T20:28:04.725405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2025-12-26T20:28:04.725816] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-12-26T20:28:04.726660] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-12-26T20:28:04.726712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:04.726743] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:04.726769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:04.726827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:04.785624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:04.786488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:04.786594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:04.786630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:04.905531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:04.905704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:04.905749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:04.905779] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:04.909276] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: DOWN (p=28.50%)
[2025-12-26T20:28:04.909563] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-12-26T20:28:04.909710] [INFO ] [sig       ] NPO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:05.054118] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NPO.txt
[2025-12-26T20:28:05.054277] [INFO ] [sig       ] [2255/3548] Completed NPO in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-26T20:28:05.054318] [INFO ] [sig       ] [2256/3548] Forecasting NQP...
[2025-12-26T20:28:05.054356] [INFO ] [sig       ] Generating forecast for: NQP
[2025-12-26T20:28:05.054390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-12-26T20:28:05.065534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2025-12-26T20:28:05.065977] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-12-26T20:28:05.066825] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-12-26T20:28:05.066878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:05.066911] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:05.066939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:05.066997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:05.128001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:05.128939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:05.129028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:05.129060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:05.256104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:05.256269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:05.256323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:05.256354] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:05.259841] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: UP (p=54.41%)
[2025-12-26T20:28:05.260139] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-12-26T20:28:05.260263] [INFO ] [sig       ] NQP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:05.400795] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NQP.txt
[2025-12-26T20:28:05.400911] [INFO ] [sig       ] [2256/3548] Completed NQP in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-26T20:28:05.400949] [INFO ] [sig       ] [2257/3548] Forecasting NRC...
[2025-12-26T20:28:05.400977] [INFO ] [sig       ] Generating forecast for: NRC
[2025-12-26T20:28:05.401008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2025-12-26T20:28:05.412316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2025-12-26T20:28:05.412699] [INFO ] [FORECASTER] Starting predict_future for NRC
[2025-12-26T20:28:05.413501] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2025-12-26T20:28:05.413554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:05.413634] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:05.413665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:05.413725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:05.472501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:05.473193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:05.473269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:05.473301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:05.589677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:05.589823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:05.589866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:05.589894] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:05.593216] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: DOWN (p=21.23%)
[2025-12-26T20:28:05.593486] [INFO ] [FORECASTER] Completed predict_future for NRC
[2025-12-26T20:28:05.593626] [INFO ] [sig       ] NRC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:05.734292] [INFO ] [LOCAL     ] Saved forecast: NRC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NRC.txt
[2025-12-26T20:28:05.734416] [INFO ] [sig       ] [2257/3548] Completed NRC in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-26T20:28:05.734455] [INFO ] [sig       ] [2258/3548] Forecasting NRDS...
[2025-12-26T20:28:05.734484] [INFO ] [sig       ] Generating forecast for: NRDS
[2025-12-26T20:28:05.734514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2025-12-26T20:28:05.745894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2025-12-26T20:28:05.746193] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2025-12-26T20:28:05.746980] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2025-12-26T20:28:05.747031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:05.747061] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:05.747088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:05.747144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:05.804162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:05.804810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:05.804886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:05.804917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:05.925768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:05.925931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:05.925980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:05.926009] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:05.929504] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: UP (p=82.33%)
[2025-12-26T20:28:05.929794] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2025-12-26T20:28:05.929922] [INFO ] [sig       ] NRDS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:06.069507] [INFO ] [LOCAL     ] Saved forecast: NRDS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NRDS.txt
[2025-12-26T20:28:06.069649] [INFO ] [sig       ] [2258/3548] Completed NRDS in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-26T20:28:06.069689] [INFO ] [sig       ] [2259/3548] Forecasting NREF...
[2025-12-26T20:28:06.069719] [INFO ] [sig       ] Generating forecast for: NREF
[2025-12-26T20:28:06.069748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-12-26T20:28:06.080655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2025-12-26T20:28:06.080948] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-12-26T20:28:06.081762] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-12-26T20:28:06.081815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:06.081846] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:06.081873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:06.081935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:06.139245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:06.140130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:06.140218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:06.140248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:06.268215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:06.268377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:06.268421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:06.268469] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:06.272076] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: UP (p=95.27%)
[2025-12-26T20:28:06.272398] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-12-26T20:28:06.272537] [INFO ] [sig       ] NREF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:06.422043] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NREF.txt
[2025-12-26T20:28:06.422190] [INFO ] [sig       ] [2259/3548] Completed NREF in 0.4s | 2.89 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-26T20:28:06.422229] [INFO ] [sig       ] [2260/3548] Forecasting NRG...
[2025-12-26T20:28:06.422259] [INFO ] [sig       ] Generating forecast for: NRG
[2025-12-26T20:28:06.422289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-12-26T20:28:06.433369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2025-12-26T20:28:06.433764] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-12-26T20:28:06.434526] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-12-26T20:28:06.434604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:06.434638] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:06.434665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:06.434723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:06.494743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:06.495730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:06.495823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:06.495858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:06.622123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:06.622273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:06.622316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:06.622408] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:06.626002] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: UP (p=88.73%)
[2025-12-26T20:28:06.626282] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-12-26T20:28:06.626408] [INFO ] [sig       ] NRG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:06.775899] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NRG.txt
[2025-12-26T20:28:06.776049] [INFO ] [sig       ] [2260/3548] Completed NRG in 0.4s | 2.89 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-26T20:28:06.776088] [INFO ] [sig       ] [2261/3548] Forecasting NRIM...
[2025-12-26T20:28:06.776118] [INFO ] [sig       ] Generating forecast for: NRIM
[2025-12-26T20:28:06.776161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2025-12-26T20:28:06.788041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2025-12-26T20:28:06.788368] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2025-12-26T20:28:06.789283] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2025-12-26T20:28:06.789334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:06.789365] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:06.789391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:06.789466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:06.845543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:06.846193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:06.846270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:06.846301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:06.969563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:06.969740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:06.969782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:06.969810] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:06.973196] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: DOWN (p=19.07%)
[2025-12-26T20:28:06.973476] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2025-12-26T20:28:06.973624] [INFO ] [sig       ] NRIM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:07.121007] [INFO ] [LOCAL     ] Saved forecast: NRIM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NRIM.txt
[2025-12-26T20:28:07.121141] [INFO ] [sig       ] [2261/3548] Completed NRIM in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-26T20:28:07.121178] [INFO ] [sig       ] [2262/3548] Forecasting NRIX...
[2025-12-26T20:28:07.121207] [INFO ] [sig       ] Generating forecast for: NRIX
[2025-12-26T20:28:07.121236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2025-12-26T20:28:07.132097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2025-12-26T20:28:07.132385] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2025-12-26T20:28:07.133157] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2025-12-26T20:28:07.133207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:07.133237] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:07.133263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:07.133320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:07.190070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:07.190726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:07.190803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:07.190834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:07.313609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:07.313728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:07.313767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:07.313795] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:07.316998] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: DOWN (p=28.93%)
[2025-12-26T20:28:07.317260] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2025-12-26T20:28:07.317382] [INFO ] [sig       ] NRIX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:07.456966] [INFO ] [LOCAL     ] Saved forecast: NRIX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NRIX.txt
[2025-12-26T20:28:07.457071] [INFO ] [sig       ] [2262/3548] Completed NRIX in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-26T20:28:07.457108] [INFO ] [sig       ] [2263/3548] Forecasting NRK...
[2025-12-26T20:28:07.457137] [INFO ] [sig       ] Generating forecast for: NRK
[2025-12-26T20:28:07.457166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-12-26T20:28:07.467535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2025-12-26T20:28:07.467841] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-12-26T20:28:07.468600] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-12-26T20:28:07.468651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:07.468681] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:07.468708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:07.468781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:07.524853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:07.525512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:07.525613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:07.525647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:07.638924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:07.639078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:07.639119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:07.639147] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:07.642485] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-26T20:28:07.642767] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-12-26T20:28:07.642888] [INFO ] [sig       ] NRK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:07.780663] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NRK.txt
[2025-12-26T20:28:07.780775] [INFO ] [sig       ] [2263/3548] Completed NRK in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-26T20:28:07.780813] [INFO ] [sig       ] [2264/3548] Forecasting NRP...
[2025-12-26T20:28:07.780842] [INFO ] [sig       ] Generating forecast for: NRP
[2025-12-26T20:28:07.780872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-12-26T20:28:07.791347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2025-12-26T20:28:07.791678] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-12-26T20:28:07.792429] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-12-26T20:28:07.792480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:07.792512] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:07.792539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:07.792625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:07.848869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:07.849536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:07.849633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:07.849666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:07.967187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:07.967335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:07.967378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:07.967406] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:07.970812] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: DOWN (p=18.88%)
[2025-12-26T20:28:07.971105] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-12-26T20:28:07.971247] [INFO ] [sig       ] NRP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:08.109697] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NRP.txt
[2025-12-26T20:28:08.109824] [INFO ] [sig       ] [2264/3548] Completed NRP in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-26T20:28:08.109862] [INFO ] [sig       ] [2265/3548] Forecasting NRXP...
[2025-12-26T20:28:08.109890] [INFO ] [sig       ] Generating forecast for: NRXP
[2025-12-26T20:28:08.109920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2025-12-26T20:28:08.121149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2025-12-26T20:28:08.121463] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2025-12-26T20:28:08.122256] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2025-12-26T20:28:08.122323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:08.122354] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:08.122379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:08.122437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:08.179284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:08.179924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:08.180000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:08.180031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:08.296778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:08.296897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:08.296935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:08.296963] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:08.300198] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: DOWN (p=6.88%)
[2025-12-26T20:28:08.300462] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2025-12-26T20:28:08.300599] [INFO ] [sig       ] NRXP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:08.442917] [INFO ] [LOCAL     ] Saved forecast: NRXP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NRXP.txt
[2025-12-26T20:28:08.443054] [INFO ] [sig       ] [2265/3548] Completed NRXP in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-26T20:28:08.443092] [INFO ] [sig       ] [2266/3548] Forecasting NSC...
[2025-12-26T20:28:08.443121] [INFO ] [sig       ] Generating forecast for: NSC
[2025-12-26T20:28:08.443152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-12-26T20:28:08.454393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2025-12-26T20:28:08.454775] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-12-26T20:28:08.455550] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-12-26T20:28:08.455618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:08.455649] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:08.455695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:08.455755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:08.514680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:08.515671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:08.515764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:08.515799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:08.638906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:08.639071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:08.639121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:08.639151] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:08.642730] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: DOWN (p=4.77%)
[2025-12-26T20:28:08.643015] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-12-26T20:28:08.643145] [INFO ] [sig       ] NSC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:08.788829] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NSC.txt
[2025-12-26T20:28:08.789017] [INFO ] [sig       ] [2266/3548] Completed NSC in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-26T20:28:08.789059] [INFO ] [sig       ] [2267/3548] Forecasting NSP...
[2025-12-26T20:28:08.789090] [INFO ] [sig       ] Generating forecast for: NSP
[2025-12-26T20:28:08.789119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-12-26T20:28:08.800598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2025-12-26T20:28:08.800972] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-12-26T20:28:08.801807] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-12-26T20:28:08.801861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:08.801894] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:08.801921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:08.801980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:08.860754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:08.861633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:08.861767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:08.861802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:08.983847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:08.984003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:08.984050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:08.984081] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:08.987530] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: UP (p=53.35%)
[2025-12-26T20:28:08.987838] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-12-26T20:28:08.987970] [INFO ] [sig       ] NSP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:09.135243] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NSP.txt
[2025-12-26T20:28:09.135400] [INFO ] [sig       ] [2267/3548] Completed NSP in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-26T20:28:09.135443] [INFO ] [sig       ] [2268/3548] Forecasting NSSC...
[2025-12-26T20:28:09.135475] [INFO ] [sig       ] Generating forecast for: NSSC
[2025-12-26T20:28:09.135505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2025-12-26T20:28:09.148615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2025-12-26T20:28:09.148976] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2025-12-26T20:28:09.149912] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2025-12-26T20:28:09.149966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:09.149998] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:09.150025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:09.150084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:09.207617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:09.208249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:09.208337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:09.208370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:09.332243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:09.332400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:09.332447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:09.332477] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:09.336033] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: UP (p=83.84%)
[2025-12-26T20:28:09.336368] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2025-12-26T20:28:09.336508] [INFO ] [sig       ] NSSC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:09.478505] [INFO ] [LOCAL     ] Saved forecast: NSSC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NSSC.txt
[2025-12-26T20:28:09.478659] [INFO ] [sig       ] [2268/3548] Completed NSSC in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-26T20:28:09.478700] [INFO ] [sig       ] [2269/3548] Forecasting NTAP...
[2025-12-26T20:28:09.478729] [INFO ] [sig       ] Generating forecast for: NTAP
[2025-12-26T20:28:09.478759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2025-12-26T20:28:09.490171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2025-12-26T20:28:09.490497] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2025-12-26T20:28:09.491296] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2025-12-26T20:28:09.491349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:09.491380] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:09.491407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:09.491467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:09.549933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:09.550597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:09.550691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:09.550724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:09.676364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:09.676531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:09.676600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:09.676633] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:09.680405] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: DOWN (p=11.03%)
[2025-12-26T20:28:09.680799] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2025-12-26T20:28:09.680944] [INFO ] [sig       ] NTAP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:09.824184] [INFO ] [LOCAL     ] Saved forecast: NTAP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NTAP.txt
[2025-12-26T20:28:09.824340] [INFO ] [sig       ] [2269/3548] Completed NTAP in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-26T20:28:09.824379] [INFO ] [sig       ] [2270/3548] Forecasting NTB...
[2025-12-26T20:28:09.824410] [INFO ] [sig       ] Generating forecast for: NTB
[2025-12-26T20:28:09.824440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-12-26T20:28:09.836737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2025-12-26T20:28:09.837124] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-12-26T20:28:09.837995] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-12-26T20:28:09.838049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:09.838083] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:09.838111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:09.838170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:09.896076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:09.896944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:09.897023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:09.897054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:10.014333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:10.014491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:10.014535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:10.014566] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:10.018099] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: DOWN (p=40.50%)
[2025-12-26T20:28:10.018447] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-12-26T20:28:10.018599] [INFO ] [sig       ] NTB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:10.164742] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NTB.txt
[2025-12-26T20:28:10.164920] [INFO ] [sig       ] [2270/3548] Completed NTB in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-26T20:28:10.164960] [INFO ] [sig       ] [2271/3548] Forecasting NTES...
[2025-12-26T20:28:10.164989] [INFO ] [sig       ] Generating forecast for: NTES
[2025-12-26T20:28:10.165025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2025-12-26T20:28:10.176178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2025-12-26T20:28:10.176613] [INFO ] [FORECASTER] Starting predict_future for NTES
[2025-12-26T20:28:10.177471] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2025-12-26T20:28:10.177526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:10.177563] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:10.177618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:10.177680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:10.235761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:10.236641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:10.236724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:10.236755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:10.359808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:10.359968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:10.360010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:10.360038] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:10.363476] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: UP (p=84.31%)
[2025-12-26T20:28:10.363791] [INFO ] [FORECASTER] Completed predict_future for NTES
[2025-12-26T20:28:10.363922] [INFO ] [sig       ] NTES: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:10.506410] [INFO ] [LOCAL     ] Saved forecast: NTES	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NTES.txt
[2025-12-26T20:28:10.506562] [INFO ] [sig       ] [2271/3548] Completed NTES in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-26T20:28:10.506627] [INFO ] [sig       ] [2272/3548] Forecasting NTIC...
[2025-12-26T20:28:10.506657] [INFO ] [sig       ] Generating forecast for: NTIC
[2025-12-26T20:28:10.506686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2025-12-26T20:28:10.517019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2025-12-26T20:28:10.517322] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2025-12-26T20:28:10.518239] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2025-12-26T20:28:10.518291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:10.518322] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:10.518349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:10.518407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:10.575255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:10.576135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:10.576221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:10.576254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:10.680848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:10.681004] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-26T20:28:10.681063] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:10.681093] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:10.684625] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: UP (p=70.17%)
[2025-12-26T20:28:10.684951] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2025-12-26T20:28:10.685081] [INFO ] [sig       ] NTIC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:10.828630] [INFO ] [LOCAL     ] Saved forecast: NTIC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NTIC.txt
[2025-12-26T20:28:10.828787] [INFO ] [sig       ] [2272/3548] Completed NTIC in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-26T20:28:10.828827] [INFO ] [sig       ] [2273/3548] Forecasting NTLA...
[2025-12-26T20:28:10.828856] [INFO ] [sig       ] Generating forecast for: NTLA
[2025-12-26T20:28:10.828908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2025-12-26T20:28:10.840328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2025-12-26T20:28:10.840727] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2025-12-26T20:28:10.841497] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2025-12-26T20:28:10.841548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:10.841603] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:10.841632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:10.841690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:10.900040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:10.900899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:10.900980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:10.901013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:11.026340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:11.026497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:11.026538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:11.026584] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:11.030035] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2025-12-26T20:28:11.030306] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2025-12-26T20:28:11.030429] [INFO ] [sig       ] NTLA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:11.171652] [INFO ] [LOCAL     ] Saved forecast: NTLA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NTLA.txt
[2025-12-26T20:28:11.171798] [INFO ] [sig       ] [2273/3548] Completed NTLA in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-26T20:28:11.171835] [INFO ] [sig       ] [2274/3548] Forecasting NTNX...
[2025-12-26T20:28:11.171863] [INFO ] [sig       ] Generating forecast for: NTNX
[2025-12-26T20:28:11.171893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2025-12-26T20:28:11.183134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2025-12-26T20:28:11.183451] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2025-12-26T20:28:11.184246] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2025-12-26T20:28:11.184297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:11.184355] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:11.184383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:11.184441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:11.241519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:11.242286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:11.242365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:11.242397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:11.361713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:11.361849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:11.361896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:11.361924] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:11.365266] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: UP (p=96.79%)
[2025-12-26T20:28:11.365536] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2025-12-26T20:28:11.365681] [INFO ] [sig       ] NTNX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:11.505977] [INFO ] [LOCAL     ] Saved forecast: NTNX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NTNX.txt
[2025-12-26T20:28:11.506140] [INFO ] [sig       ] [2274/3548] Completed NTNX in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-26T20:28:11.506180] [INFO ] [sig       ] [2275/3548] Forecasting NTRA...
[2025-12-26T20:28:11.506208] [INFO ] [sig       ] Generating forecast for: NTRA
[2025-12-26T20:28:11.506239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2025-12-26T20:28:11.517503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2025-12-26T20:28:11.517845] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2025-12-26T20:28:11.518621] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2025-12-26T20:28:11.518672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:11.518703] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:11.518729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:11.518786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:11.575269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:11.576103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:11.576201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:11.576233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:11.698163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:11.698316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:11.698359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:11.698388] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:11.701973] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: UP (p=75.97%)
[2025-12-26T20:28:11.702263] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2025-12-26T20:28:11.702392] [INFO ] [sig       ] NTRA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:11.853531] [INFO ] [LOCAL     ] Saved forecast: NTRA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NTRA.txt
[2025-12-26T20:28:11.853685] [INFO ] [sig       ] [2275/3548] Completed NTRA in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-26T20:28:11.853724] [INFO ] [sig       ] [2276/3548] Forecasting NTRB...
[2025-12-26T20:28:11.853754] [INFO ] [sig       ] Generating forecast for: NTRB
[2025-12-26T20:28:11.853783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2025-12-26T20:28:11.864034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2025-12-26T20:28:11.864350] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2025-12-26T20:28:11.865118] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2025-12-26T20:28:11.865169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:11.865216] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:11.865243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:11.865301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:11.921841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:11.922538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:11.922640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:11.922673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:12.034063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:12.034212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:12.034261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:12.034292] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:12.037731] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: DOWN (p=11.75%)
[2025-12-26T20:28:12.038001] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2025-12-26T20:28:12.038123] [INFO ] [sig       ] NTRB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:12.192655] [INFO ] [LOCAL     ] Saved forecast: NTRB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NTRB.txt
[2025-12-26T20:28:12.192823] [INFO ] [sig       ] [2276/3548] Completed NTRB in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-26T20:28:12.192865] [INFO ] [sig       ] [2277/3548] Forecasting NTRS...
[2025-12-26T20:28:12.192898] [INFO ] [sig       ] Generating forecast for: NTRS
[2025-12-26T20:28:12.192938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2025-12-26T20:28:12.205228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2025-12-26T20:28:12.205565] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2025-12-26T20:28:12.206406] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2025-12-26T20:28:12.206459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:12.206492] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:12.206520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:12.206596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:12.263996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:12.264773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:12.264854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:12.264888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:12.384041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:12.384194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:12.384236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:12.384304] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:12.387798] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: DOWN (p=18.20%)
[2025-12-26T20:28:12.388068] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2025-12-26T20:28:12.388190] [INFO ] [sig       ] NTRS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:12.535209] [INFO ] [LOCAL     ] Saved forecast: NTRS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NTRS.txt
[2025-12-26T20:28:12.535340] [INFO ] [sig       ] [2277/3548] Completed NTRS in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-26T20:28:12.535378] [INFO ] [sig       ] [2278/3548] Forecasting NTRSO...
[2025-12-26T20:28:12.535407] [INFO ] [sig       ] Generating forecast for: NTRSO
[2025-12-26T20:28:12.535437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2025-12-26T20:28:12.546539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2025-12-26T20:28:12.546905] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2025-12-26T20:28:12.547700] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2025-12-26T20:28:12.547752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:12.547783] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:12.547810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:12.547867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:12.604811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:12.605452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:12.605534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:12.605566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:12.724540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:12.724707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:12.724752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:12.724782] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:12.728252] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: DOWN (p=9.97%)
[2025-12-26T20:28:12.728530] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2025-12-26T20:28:12.728674] [INFO ] [sig       ] NTRSO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:12.886019] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NTRSO.txt
[2025-12-26T20:28:12.886171] [INFO ] [sig       ] [2278/3548] Completed NTRSO in 0.4s | 2.89 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-26T20:28:12.886210] [INFO ] [sig       ] [2279/3548] Forecasting NUKK...
[2025-12-26T20:28:12.886241] [INFO ] [sig       ] Generating forecast for: NUKK
[2025-12-26T20:28:12.886270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'.
[2025-12-26T20:28:12.898091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUKK'.
[2025-12-26T20:28:12.898466] [INFO ] [FORECASTER] Starting predict_future for NUKK
[2025-12-26T20:28:12.899325] [DEBUG] [LOCAL     ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt
[2025-12-26T20:28:12.899379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:12.899411] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:12.899438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:12.899502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:12.959345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:12.960249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:12.960340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:12.960374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:13.083133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:13.083298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:13.083347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:13.083385] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:13.086940] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: DOWN (p=24.64%)
[2025-12-26T20:28:13.087226] [INFO ] [FORECASTER] Completed predict_future for NUKK
[2025-12-26T20:28:13.087364] [INFO ] [sig       ] NUKK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:13.235222] [INFO ] [LOCAL     ] Saved forecast: NUKK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NUKK.txt
[2025-12-26T20:28:13.235383] [INFO ] [sig       ] [2279/3548] Completed NUKK in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-26T20:28:13.235452] [INFO ] [sig       ] [2280/3548] Forecasting NUS...
[2025-12-26T20:28:13.235486] [INFO ] [sig       ] Generating forecast for: NUS
[2025-12-26T20:28:13.235520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-12-26T20:28:13.247219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2025-12-26T20:28:13.247637] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-12-26T20:28:13.248426] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-12-26T20:28:13.248479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:13.248512] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:13.248539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:13.248628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:13.306816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:13.307683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:13.307768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:13.307801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:13.433459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:13.433639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:13.433685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:13.433715] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:13.437231] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: UP (p=55.91%)
[2025-12-26T20:28:13.437550] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-12-26T20:28:13.437716] [INFO ] [sig       ] NUS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:13.620249] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NUS.txt
[2025-12-26T20:28:13.620430] [INFO ] [sig       ] [2280/3548] Completed NUS in 0.4s | 2.89 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-26T20:28:13.620477] [INFO ] [sig       ] [2281/3548] Forecasting NUTX...
[2025-12-26T20:28:13.620508] [INFO ] [sig       ] Generating forecast for: NUTX
[2025-12-26T20:28:13.620540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2025-12-26T20:28:13.632355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2025-12-26T20:28:13.632784] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2025-12-26T20:28:13.633641] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2025-12-26T20:28:13.633697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:13.633730] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:13.633758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:13.633819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:13.695138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:13.696083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:13.696180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:13.696214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:13.821884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:13.822037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:13.822082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:13.822114] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:13.825706] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: UP (p=67.85%)
[2025-12-26T20:28:13.826015] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2025-12-26T20:28:13.826185] [INFO ] [sig       ] NUTX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:13.975555] [INFO ] [LOCAL     ] Saved forecast: NUTX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NUTX.txt
[2025-12-26T20:28:13.975731] [INFO ] [sig       ] [2281/3548] Completed NUTX in 0.4s | 2.89 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-26T20:28:13.975772] [INFO ] [sig       ] [2282/3548] Forecasting NUVB...
[2025-12-26T20:28:13.975802] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-12-26T20:28:13.975833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-12-26T20:28:13.987013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2025-12-26T20:28:13.987329] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-12-26T20:28:13.988144] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-12-26T20:28:13.988198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:13.988230] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:13.988258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:13.988316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:14.045982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:14.046896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:14.046995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:14.047041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:14.175747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:14.175926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:14.175983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:14.176014] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:14.179636] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: UP (p=78.21%)
[2025-12-26T20:28:14.179914] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-12-26T20:28:14.180044] [INFO ] [sig       ] NUVB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:14.326993] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NUVB.txt
[2025-12-26T20:28:14.327141] [INFO ] [sig       ] [2282/3548] Completed NUVB in 0.4s | 2.89 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-26T20:28:14.327180] [INFO ] [sig       ] [2283/3548] Forecasting NUVL...
[2025-12-26T20:28:14.327209] [INFO ] [sig       ] Generating forecast for: NUVL
[2025-12-26T20:28:14.327239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2025-12-26T20:28:14.338729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2025-12-26T20:28:14.339095] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2025-12-26T20:28:14.339937] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2025-12-26T20:28:14.339990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:14.340023] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:14.340050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:14.340109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:14.398051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:14.398741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:14.398819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:14.398851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:14.519876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:14.520026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:14.520109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:14.520140] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:14.523485] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: DOWN (p=3.05%)
[2025-12-26T20:28:14.523779] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2025-12-26T20:28:14.523901] [INFO ] [sig       ] NUVL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:14.666520] [INFO ] [LOCAL     ] Saved forecast: NUVL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NUVL.txt
[2025-12-26T20:28:14.666663] [INFO ] [sig       ] [2283/3548] Completed NUVL in 0.3s | 2.89 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-26T20:28:14.666704] [INFO ] [sig       ] [2284/3548] Forecasting NUWE...
[2025-12-26T20:28:14.666734] [INFO ] [sig       ] Generating forecast for: NUWE
[2025-12-26T20:28:14.666763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2025-12-26T20:28:14.677621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2025-12-26T20:28:14.677923] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2025-12-26T20:28:14.678750] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2025-12-26T20:28:14.678804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:14.678836] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:14.678865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:14.679143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:14.740900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:14.741828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:14.741943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:14.741984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:14.861236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:14.861387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:14.861429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:14.861457] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:14.864816] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: UP (p=52.86%)
[2025-12-26T20:28:14.865086] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2025-12-26T20:28:14.865208] [INFO ] [sig       ] NUWE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:15.007715] [INFO ] [LOCAL     ] Saved forecast: NUWE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NUWE.txt
[2025-12-26T20:28:15.007871] [INFO ] [sig       ] [2284/3548] Completed NUWE in 0.3s | 2.89 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-26T20:28:15.007912] [INFO ] [sig       ] [2285/3548] Forecasting NVAX...
[2025-12-26T20:28:15.007944] [INFO ] [sig       ] Generating forecast for: NVAX
[2025-12-26T20:28:15.007973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2025-12-26T20:28:15.019101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2025-12-26T20:28:15.019493] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2025-12-26T20:28:15.020358] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2025-12-26T20:28:15.020412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:15.020445] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:15.020473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:15.020532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:15.080090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:15.080992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:15.081072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:15.081105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:15.202461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:15.202634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:15.202679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:15.202708] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:15.206092] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: DOWN (p=2.29%)
[2025-12-26T20:28:15.206359] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2025-12-26T20:28:15.206481] [INFO ] [sig       ] NVAX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:15.348199] [INFO ] [LOCAL     ] Saved forecast: NVAX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NVAX.txt
[2025-12-26T20:28:15.348350] [INFO ] [sig       ] [2285/3548] Completed NVAX in 0.3s | 2.89 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-26T20:28:15.348389] [INFO ] [sig       ] [2286/3548] Forecasting NVD...
[2025-12-26T20:28:15.348419] [INFO ] [sig       ] Generating forecast for: NVD
[2025-12-26T20:28:15.348448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2025-12-26T20:28:15.359813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2025-12-26T20:28:15.360204] [INFO ] [FORECASTER] Starting predict_future for NVD
[2025-12-26T20:28:15.361083] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2025-12-26T20:28:15.361142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:15.361175] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:15.361203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:15.361262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:15.423146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:15.424141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:15.424245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:15.424279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:15.539153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:15.539306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:15.539349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:15.539378] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:15.542800] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: UP (p=96.20%)
[2025-12-26T20:28:15.543069] [INFO ] [FORECASTER] Completed predict_future for NVD
[2025-12-26T20:28:15.543192] [INFO ] [sig       ] NVD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:15.686235] [INFO ] [LOCAL     ] Saved forecast: NVD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NVD.txt
[2025-12-26T20:28:15.686389] [INFO ] [sig       ] [2286/3548] Completed NVD in 0.3s | 2.89 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-26T20:28:15.686430] [INFO ] [sig       ] [2287/3548] Forecasting NVDA...
[2025-12-26T20:28:15.686461] [INFO ] [sig       ] Generating forecast for: NVDA
[2025-12-26T20:28:15.686492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2025-12-26T20:28:15.698836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2025-12-26T20:28:15.699295] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2025-12-26T20:28:15.700134] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2025-12-26T20:28:15.700186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:15.700237] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:15.700265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:15.700322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:15.757381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:15.758270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:15.758353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:15.758385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:15.883307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:15.883465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:15.883507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:15.883538] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:15.886950] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: DOWN (p=48.18%)
[2025-12-26T20:28:15.887227] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2025-12-26T20:28:15.887356] [INFO ] [sig       ] NVDA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:16.028615] [INFO ] [LOCAL     ] Saved forecast: NVDA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NVDA.txt
[2025-12-26T20:28:16.028802] [INFO ] [sig       ] [2287/3548] Completed NVDA in 0.3s | 2.89 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-26T20:28:16.028843] [INFO ] [sig       ] [2288/3548] Forecasting NVDD...
[2025-12-26T20:28:16.028874] [INFO ] [sig       ] Generating forecast for: NVDD
[2025-12-26T20:28:16.028937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2025-12-26T20:28:16.044221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2025-12-26T20:28:16.044647] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2025-12-26T20:28:16.045426] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2025-12-26T20:28:16.045478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:16.045510] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:16.045537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:16.045612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:16.102109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:16.102911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:16.102990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:16.103022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:16.226025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:16.226176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:16.226219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:16.226247] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:16.229600] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: UP (p=71.57%)
[2025-12-26T20:28:16.229873] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2025-12-26T20:28:16.230000] [INFO ] [sig       ] NVDD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:16.369411] [INFO ] [LOCAL     ] Saved forecast: NVDD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NVDD.txt
[2025-12-26T20:28:16.369556] [INFO ] [sig       ] [2288/3548] Completed NVDD in 0.3s | 2.89 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-26T20:28:16.369615] [INFO ] [sig       ] [2289/3548] Forecasting NVDL...
[2025-12-26T20:28:16.369645] [INFO ] [sig       ] Generating forecast for: NVDL
[2025-12-26T20:28:16.369677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2025-12-26T20:28:16.380850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2025-12-26T20:28:16.381208] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2025-12-26T20:28:16.382001] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2025-12-26T20:28:16.382054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:16.382086] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:16.382112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:16.382169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:16.440314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:16.440991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:16.441069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:16.441100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:16.562218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:16.562374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:16.562415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:16.562443] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:16.565804] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: DOWN (p=7.51%)
[2025-12-26T20:28:16.566075] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2025-12-26T20:28:16.566196] [INFO ] [sig       ] NVDL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:16.712148] [INFO ] [LOCAL     ] Saved forecast: NVDL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NVDL.txt
[2025-12-26T20:28:16.712288] [INFO ] [sig       ] [2289/3548] Completed NVDL in 0.3s | 2.89 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-26T20:28:16.712326] [INFO ] [sig       ] [2290/3548] Forecasting NVDS...
[2025-12-26T20:28:16.712355] [INFO ] [sig       ] Generating forecast for: NVDS
[2025-12-26T20:28:16.712385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2025-12-26T20:28:16.722833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2025-12-26T20:28:16.723157] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2025-12-26T20:28:16.723962] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2025-12-26T20:28:16.724013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:16.724045] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:16.724071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:16.724128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:16.781518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:16.782335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:16.782417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:16.782449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:16.907114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:16.907383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:16.907432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:16.907463] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:16.911071] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=26.92%)
[2025-12-26T20:28:16.911342] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2025-12-26T20:28:16.911465] [INFO ] [sig       ] NVDS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:17.052827] [INFO ] [LOCAL     ] Saved forecast: NVDS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NVDS.txt
[2025-12-26T20:28:17.052974] [INFO ] [sig       ] [2290/3548] Completed NVDS in 0.3s | 2.89 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-26T20:28:17.053013] [INFO ] [sig       ] [2291/3548] Forecasting NVEC...
[2025-12-26T20:28:17.053057] [INFO ] [sig       ] Generating forecast for: NVEC
[2025-12-26T20:28:17.053090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2025-12-26T20:28:17.063877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2025-12-26T20:28:17.064233] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2025-12-26T20:28:17.065015] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2025-12-26T20:28:17.065066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:17.065125] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:17.065152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:17.065210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:17.122303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:17.123200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:17.123280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:17.123312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:17.240818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:17.240975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:17.241017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:17.241045] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:17.244406] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: DOWN (p=2.87%)
[2025-12-26T20:28:17.244707] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2025-12-26T20:28:17.244832] [INFO ] [sig       ] NVEC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:17.387201] [INFO ] [LOCAL     ] Saved forecast: NVEC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NVEC.txt
[2025-12-26T20:28:17.387356] [INFO ] [sig       ] [2291/3548] Completed NVEC in 0.3s | 2.89 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-26T20:28:17.387396] [INFO ] [sig       ] [2292/3548] Forecasting NVG...
[2025-12-26T20:28:17.387426] [INFO ] [sig       ] Generating forecast for: NVG
[2025-12-26T20:28:17.387456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-12-26T20:28:17.399122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2025-12-26T20:28:17.399510] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-12-26T20:28:17.400312] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-12-26T20:28:17.400364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:17.400396] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:17.400421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:17.400478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:17.463080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:17.464043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:17.464126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:17.464159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:17.595078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:17.595233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:17.595277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:17.595307] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:17.598800] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: DOWN (p=12.15%)
[2025-12-26T20:28:17.599147] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-12-26T20:28:17.599286] [INFO ] [sig       ] NVG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:17.744084] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NVG.txt
[2025-12-26T20:28:17.744248] [INFO ] [sig       ] [2292/3548] Completed NVG in 0.4s | 2.89 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-26T20:28:17.744286] [INFO ] [sig       ] [2293/3548] Forecasting NVGS...
[2025-12-26T20:28:17.744315] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-12-26T20:28:17.744345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-12-26T20:28:17.756603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2025-12-26T20:28:17.756988] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-12-26T20:28:17.757812] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-12-26T20:28:17.757875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:17.757914] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:17.757942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:17.758000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:17.817231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:17.818139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:17.818222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:17.818256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:17.942305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:17.942460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:17.942504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:17.942532] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:17.945926] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: DOWN (p=46.25%)
[2025-12-26T20:28:17.946206] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-12-26T20:28:17.946334] [INFO ] [sig       ] NVGS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:18.093585] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NVGS.txt
[2025-12-26T20:28:18.093753] [INFO ] [sig       ] [2293/3548] Completed NVGS in 0.3s | 2.89 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-26T20:28:18.093791] [INFO ] [sig       ] [2294/3548] Forecasting NVMI...
[2025-12-26T20:28:18.093821] [INFO ] [sig       ] Generating forecast for: NVMI
[2025-12-26T20:28:18.093852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2025-12-26T20:28:18.104988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2025-12-26T20:28:18.105380] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2025-12-26T20:28:18.106245] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2025-12-26T20:28:18.106299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:18.106329] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:18.106355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:18.106412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:18.164464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:18.165367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:18.165454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:18.165487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:18.288808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:18.288980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:18.289026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:18.289124] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:18.292724] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: DOWN (p=32.29%)
[2025-12-26T20:28:18.293039] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2025-12-26T20:28:18.293177] [INFO ] [sig       ] NVMI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:18.445504] [INFO ] [LOCAL     ] Saved forecast: NVMI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NVMI.txt
[2025-12-26T20:28:18.445680] [INFO ] [sig       ] [2294/3548] Completed NVMI in 0.4s | 2.89 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-26T20:28:18.445722] [INFO ] [sig       ] [2295/3548] Forecasting NVO...
[2025-12-26T20:28:18.445752] [INFO ] [sig       ] Generating forecast for: NVO
[2025-12-26T20:28:18.445782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-12-26T20:28:18.457160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2025-12-26T20:28:18.457564] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-12-26T20:28:18.458419] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-12-26T20:28:18.458473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:18.458505] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:18.458531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:18.458620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:18.517799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:18.518703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:18.518792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:18.518826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:18.644341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:18.644492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:18.644533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:18.644561] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:18.647976] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: DOWN (p=28.69%)
[2025-12-26T20:28:18.648242] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-12-26T20:28:18.648365] [INFO ] [sig       ] NVO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:18.791974] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NVO.txt
[2025-12-26T20:28:18.792101] [INFO ] [sig       ] [2295/3548] Completed NVO in 0.3s | 2.89 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-26T20:28:18.792140] [INFO ] [sig       ] [2296/3548] Forecasting NVRI...
[2025-12-26T20:28:18.792169] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-12-26T20:28:18.792199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-12-26T20:28:18.803526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2025-12-26T20:28:18.803852] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-12-26T20:28:18.804636] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-12-26T20:28:18.804688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:18.804720] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:18.804746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:18.804804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:18.861379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:18.862107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:18.862184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:18.862233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:18.982873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:18.983023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:18.983065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:18.983093] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:18.986421] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: DOWN (p=9.27%)
[2025-12-26T20:28:18.986718] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-12-26T20:28:18.986845] [INFO ] [sig       ] NVRI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:19.127717] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NVRI.txt
[2025-12-26T20:28:19.127867] [INFO ] [sig       ] [2296/3548] Completed NVRI in 0.3s | 2.89 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-26T20:28:19.127906] [INFO ] [sig       ] [2297/3548] Forecasting NVS...
[2025-12-26T20:28:19.127935] [INFO ] [sig       ] Generating forecast for: NVS
[2025-12-26T20:28:19.127967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-12-26T20:28:19.139272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2025-12-26T20:28:19.139687] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-12-26T20:28:19.140596] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-12-26T20:28:19.140652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:19.140685] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:19.140726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:19.140831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:19.199138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:19.199999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:19.200081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:19.200113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:19.324030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:19.324182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:19.324222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:19.324251] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:19.327696] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: DOWN (p=34.53%)
[2025-12-26T20:28:19.327971] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-12-26T20:28:19.328099] [INFO ] [sig       ] NVS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:19.478765] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NVS.txt
[2025-12-26T20:28:19.478967] [INFO ] [sig       ] [2297/3548] Completed NVS in 0.4s | 2.89 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-26T20:28:19.479014] [INFO ] [sig       ] [2298/3548] Forecasting NVTS...
[2025-12-26T20:28:19.479045] [INFO ] [sig       ] Generating forecast for: NVTS
[2025-12-26T20:28:19.479080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2025-12-26T20:28:19.490043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2025-12-26T20:28:19.490455] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2025-12-26T20:28:19.491344] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2025-12-26T20:28:19.491399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:19.491430] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:19.491485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:19.491545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:19.548392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:19.549308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:19.549397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:19.549429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:19.662679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:19.662834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:19.662884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:19.662914] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:19.666304] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: DOWN (p=5.09%)
[2025-12-26T20:28:19.666611] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2025-12-26T20:28:19.666738] [INFO ] [sig       ] NVTS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:19.806896] [INFO ] [LOCAL     ] Saved forecast: NVTS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NVTS.txt
[2025-12-26T20:28:19.807024] [INFO ] [sig       ] [2298/3548] Completed NVTS in 0.3s | 2.89 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-26T20:28:19.807062] [INFO ] [sig       ] [2299/3548] Forecasting NWBI...
[2025-12-26T20:28:19.807091] [INFO ] [sig       ] Generating forecast for: NWBI
[2025-12-26T20:28:19.807120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2025-12-26T20:28:19.818485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2025-12-26T20:28:19.818860] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2025-12-26T20:28:19.819742] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2025-12-26T20:28:19.819794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:19.819825] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:19.819851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:19.819909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:19.877440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:19.878103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:19.878182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:19.878215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:19.999800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:19.999969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:20.000013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:20.000043] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:20.003457] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: UP (p=94.69%)
[2025-12-26T20:28:20.003764] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2025-12-26T20:28:20.003900] [INFO ] [sig       ] NWBI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:20.153649] [INFO ] [LOCAL     ] Saved forecast: NWBI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NWBI.txt
[2025-12-26T20:28:20.153795] [INFO ] [sig       ] [2299/3548] Completed NWBI in 0.3s | 2.89 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-26T20:28:20.153835] [INFO ] [sig       ] [2300/3548] Forecasting NWE...
[2025-12-26T20:28:20.153863] [INFO ] [sig       ] Generating forecast for: NWE
[2025-12-26T20:28:20.153893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2025-12-26T20:28:20.167031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2025-12-26T20:28:20.167458] [INFO ] [FORECASTER] Starting predict_future for NWE
[2025-12-26T20:28:20.168420] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2025-12-26T20:28:20.168480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:20.168517] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:20.168549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:20.168646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:20.230081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:20.230945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:20.231026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:20.231058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:20.351663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:20.351821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:20.351875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:20.351907] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:20.355372] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2025-12-26T20:28:20.355670] [INFO ] [FORECASTER] Completed predict_future for NWE
[2025-12-26T20:28:20.355809] [INFO ] [sig       ] NWE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:20.517882] [INFO ] [LOCAL     ] Saved forecast: NWE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NWE.txt
[2025-12-26T20:28:20.518045] [INFO ] [sig       ] [2300/3548] Completed NWE in 0.4s | 2.89 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-26T20:28:20.518084] [INFO ] [sig       ] [2301/3548] Forecasting NWFL...
[2025-12-26T20:28:20.518113] [INFO ] [sig       ] Generating forecast for: NWFL
[2025-12-26T20:28:20.518142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2025-12-26T20:28:20.530217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2025-12-26T20:28:20.530649] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2025-12-26T20:28:20.531431] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2025-12-26T20:28:20.531490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:20.531528] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:20.531562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:20.531664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:20.590905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:20.591757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:20.591872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:20.591904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:20.705001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:20.705164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:20.705212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:20.705243] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:20.708759] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: UP (p=99.38%)
[2025-12-26T20:28:20.709071] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2025-12-26T20:28:20.709210] [INFO ] [sig       ] NWFL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:20.875156] [INFO ] [LOCAL     ] Saved forecast: NWFL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NWFL.txt
[2025-12-26T20:28:20.875319] [INFO ] [sig       ] [2301/3548] Completed NWFL in 0.4s | 2.89 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-26T20:28:20.875358] [INFO ] [sig       ] [2302/3548] Forecasting NWG...
[2025-12-26T20:28:20.875387] [INFO ] [sig       ] Generating forecast for: NWG
[2025-12-26T20:28:20.875425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-12-26T20:28:20.886471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2025-12-26T20:28:20.886816] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-12-26T20:28:20.887599] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-12-26T20:28:20.887651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:20.887682] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:20.887709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:20.887766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:20.947146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:20.947855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:20.947935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:20.947968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:21.067417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:21.067588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:21.067632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:21.067661] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:21.071025] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: UP (p=88.03%)
[2025-12-26T20:28:21.071288] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-12-26T20:28:21.071408] [INFO ] [sig       ] NWG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:21.215671] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NWG.txt
[2025-12-26T20:28:21.215811] [INFO ] [sig       ] [2302/3548] Completed NWG in 0.3s | 2.89 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-26T20:28:21.215850] [INFO ] [sig       ] [2303/3548] Forecasting NWL...
[2025-12-26T20:28:21.215878] [INFO ] [sig       ] Generating forecast for: NWL
[2025-12-26T20:28:21.215909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2025-12-26T20:28:21.226869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2025-12-26T20:28:21.227192] [INFO ] [FORECASTER] Starting predict_future for NWL
[2025-12-26T20:28:21.227966] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2025-12-26T20:28:21.228017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:21.228049] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:21.228074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:21.228132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:21.285370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:21.286062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:21.286142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:21.286176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:21.410594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:21.410746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:21.410788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:21.410817] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:21.414151] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: DOWN (p=34.69%)
[2025-12-26T20:28:21.414424] [INFO ] [FORECASTER] Completed predict_future for NWL
[2025-12-26T20:28:21.414547] [INFO ] [sig       ] NWL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:21.554210] [INFO ] [LOCAL     ] Saved forecast: NWL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NWL.txt
[2025-12-26T20:28:21.554345] [INFO ] [sig       ] [2303/3548] Completed NWL in 0.3s | 2.89 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-26T20:28:21.554383] [INFO ] [sig       ] [2304/3548] Forecasting NWPX...
[2025-12-26T20:28:21.554412] [INFO ] [sig       ] Generating forecast for: NWPX
[2025-12-26T20:28:21.554442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2025-12-26T20:28:21.566461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2025-12-26T20:28:21.566818] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2025-12-26T20:28:21.567599] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2025-12-26T20:28:21.567651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:21.567682] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:21.567708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:21.567764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:21.624417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:21.625065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:21.625142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:21.625175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:21.750622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:21.750798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:21.750851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:21.750883] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:21.754364] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: UP (p=74.32%)
[2025-12-26T20:28:21.754654] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2025-12-26T20:28:21.754778] [INFO ] [sig       ] NWPX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:21.896993] [INFO ] [LOCAL     ] Saved forecast: NWPX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NWPX.txt
[2025-12-26T20:28:21.897148] [INFO ] [sig       ] [2304/3548] Completed NWPX in 0.3s | 2.89 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-26T20:28:21.897188] [INFO ] [sig       ] [2305/3548] Forecasting NWS...
[2025-12-26T20:28:21.897217] [INFO ] [sig       ] Generating forecast for: NWS
[2025-12-26T20:28:21.897248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2025-12-26T20:28:21.908469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2025-12-26T20:28:21.908827] [INFO ] [FORECASTER] Starting predict_future for NWS
[2025-12-26T20:28:21.909643] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2025-12-26T20:28:21.909694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:21.909725] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:21.909750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:21.909807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:21.966819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:21.967430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:21.967504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:21.967536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:22.084396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:22.084550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:22.084609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:22.084638] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:22.088030] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: UP (p=72.75%)
[2025-12-26T20:28:22.088297] [INFO ] [FORECASTER] Completed predict_future for NWS
[2025-12-26T20:28:22.088417] [INFO ] [sig       ] NWS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:22.228708] [INFO ] [LOCAL     ] Saved forecast: NWS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NWS.txt
[2025-12-26T20:28:22.228905] [INFO ] [sig       ] [2305/3548] Completed NWS in 0.3s | 2.89 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-26T20:28:22.228946] [INFO ] [sig       ] [2306/3548] Forecasting NWSA...
[2025-12-26T20:28:22.228976] [INFO ] [sig       ] Generating forecast for: NWSA
[2025-12-26T20:28:22.229005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2025-12-26T20:28:22.240002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2025-12-26T20:28:22.240382] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2025-12-26T20:28:22.241173] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2025-12-26T20:28:22.241225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:22.241256] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:22.241282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:22.241339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:22.297908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:22.298787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:22.298873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:22.298923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:22.419099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:22.419293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:22.419350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:22.419379] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:22.422966] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: UP (p=64.12%)
[2025-12-26T20:28:22.423262] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2025-12-26T20:28:22.423388] [INFO ] [sig       ] NWSA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:22.564529] [INFO ] [LOCAL     ] Saved forecast: NWSA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NWSA.txt
[2025-12-26T20:28:22.564682] [INFO ] [sig       ] [2306/3548] Completed NWSA in 0.3s | 2.89 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-26T20:28:22.564722] [INFO ] [sig       ] [2307/3548] Forecasting NX...
[2025-12-26T20:28:22.564752] [INFO ] [sig       ] Generating forecast for: NX
[2025-12-26T20:28:22.564782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-12-26T20:28:22.576215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2025-12-26T20:28:22.576563] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-12-26T20:28:22.577348] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-12-26T20:28:22.577399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:22.577430] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:22.577456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:22.577513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:22.633895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:22.634788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:22.634869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:22.634900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:22.755649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:22.755832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:22.755877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:22.755906] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:22.759326] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: DOWN (p=16.33%)
[2025-12-26T20:28:22.759625] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-12-26T20:28:22.759751] [INFO ] [sig       ] NX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:22.900137] [INFO ] [LOCAL     ] Saved forecast: NX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NX.txt
[2025-12-26T20:28:22.900281] [INFO ] [sig       ] [2307/3548] Completed NX in 0.3s | 2.89 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-26T20:28:22.900319] [INFO ] [sig       ] [2308/3548] Forecasting NXC...
[2025-12-26T20:28:22.900349] [INFO ] [sig       ] Generating forecast for: NXC
[2025-12-26T20:28:22.900379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-12-26T20:28:22.911613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXC'.
[2025-12-26T20:28:22.911993] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-12-26T20:28:22.912820] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-12-26T20:28:22.912874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:22.912935] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:22.912963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:22.913020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:22.969325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:22.970157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:22.970239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:22.970271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:23.074634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:23.074823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:23.074867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:23.074895] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:23.078327] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: UP (p=57.15%)
[2025-12-26T20:28:23.078615] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-12-26T20:28:23.078738] [INFO ] [sig       ] NXC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:23.222535] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NXC.txt
[2025-12-26T20:28:23.222712] [INFO ] [sig       ] [2308/3548] Completed NXC in 0.3s | 2.89 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-26T20:28:23.222751] [INFO ] [sig       ] [2309/3548] Forecasting NXE...
[2025-12-26T20:28:23.222780] [INFO ] [sig       ] Generating forecast for: NXE
[2025-12-26T20:28:23.222810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-12-26T20:28:23.234216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2025-12-26T20:28:23.234634] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-12-26T20:28:23.235412] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-12-26T20:28:23.235463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:23.235494] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:23.235521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:23.235604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:23.292438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:23.293346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:23.293426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:23.293459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:23.413693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:23.413851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:23.413892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:23.413921] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:23.417310] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: DOWN (p=3.98%)
[2025-12-26T20:28:23.417600] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-12-26T20:28:23.417729] [INFO ] [sig       ] NXE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:23.566003] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NXE.txt
[2025-12-26T20:28:23.566136] [INFO ] [sig       ] [2309/3548] Completed NXE in 0.3s | 2.89 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-26T20:28:23.566174] [INFO ] [sig       ] [2310/3548] Forecasting NXG...
[2025-12-26T20:28:23.566203] [INFO ] [sig       ] Generating forecast for: NXG
[2025-12-26T20:28:23.566234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-12-26T20:28:23.577260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2025-12-26T20:28:23.577615] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-12-26T20:28:23.578380] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-12-26T20:28:23.578430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:23.578462] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:23.578489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:23.578547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:23.651138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:23.652085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:23.652175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:23.652211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:23.773988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:23.774165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:23.774228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:23.774265] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:23.777946] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: UP (p=71.59%)
[2025-12-26T20:28:23.778237] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-12-26T20:28:23.778370] [INFO ] [sig       ] NXG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:23.918402] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NXG.txt
[2025-12-26T20:28:23.918530] [INFO ] [sig       ] [2310/3548] Completed NXG in 0.4s | 2.89 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-26T20:28:23.918584] [INFO ] [sig       ] [2311/3548] Forecasting NXGL...
[2025-12-26T20:28:23.918618] [INFO ] [sig       ] Generating forecast for: NXGL
[2025-12-26T20:28:23.918649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2025-12-26T20:28:23.932708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2025-12-26T20:28:23.933248] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2025-12-26T20:28:23.934360] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2025-12-26T20:28:23.934431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:23.934523] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:23.934565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:23.934682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:24.003036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:24.004063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:24.004172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:24.004212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:24.122252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:24.122400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:24.122443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:24.122506] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:24.126116] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: DOWN (p=44.57%)
[2025-12-26T20:28:24.126443] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2025-12-26T20:28:24.126598] [INFO ] [sig       ] NXGL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:24.272053] [INFO ] [LOCAL     ] Saved forecast: NXGL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NXGL.txt
[2025-12-26T20:28:24.272205] [INFO ] [sig       ] [2311/3548] Completed NXGL in 0.4s | 2.89 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-26T20:28:24.272243] [INFO ] [sig       ] [2312/3548] Forecasting NXP...
[2025-12-26T20:28:24.272273] [INFO ] [sig       ] Generating forecast for: NXP
[2025-12-26T20:28:24.272304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-12-26T20:28:24.283288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2025-12-26T20:28:24.283660] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-12-26T20:28:24.284439] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-12-26T20:28:24.284491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:24.284523] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:24.284549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:24.284623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:24.344405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:24.345192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:24.345275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:24.345309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:24.464603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:24.464755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:24.464795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:24.464823] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:24.468166] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: UP (p=81.38%)
[2025-12-26T20:28:24.468440] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-12-26T20:28:24.468559] [INFO ] [sig       ] NXP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:24.609801] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NXP.txt
[2025-12-26T20:28:24.609951] [INFO ] [sig       ] [2312/3548] Completed NXP in 0.3s | 2.89 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-26T20:28:24.610004] [INFO ] [sig       ] [2313/3548] Forecasting NXPI...
[2025-12-26T20:28:24.610040] [INFO ] [sig       ] Generating forecast for: NXPI
[2025-12-26T20:28:24.610082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'.
[2025-12-26T20:28:24.623595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXPI'.
[2025-12-26T20:28:24.624223] [INFO ] [FORECASTER] Starting predict_future for NXPI
[2025-12-26T20:28:24.625158] [DEBUG] [LOCAL     ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt
[2025-12-26T20:28:24.625212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:24.625246] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:24.625272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:24.625332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:24.689163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:24.690536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:24.690666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:24.690714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:24.836254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:24.836490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:24.836548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:24.836598] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:24.840747] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-12-26T20:28:24.841057] [INFO ] [FORECASTER] Completed predict_future for NXPI
[2025-12-26T20:28:24.841195] [INFO ] [sig       ] NXPI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:24.983966] [INFO ] [LOCAL     ] Saved forecast: NXPI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NXPI.txt
[2025-12-26T20:28:24.984467] [INFO ] [sig       ] [2313/3548] Completed NXPI in 0.4s | 2.89 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-26T20:28:24.984513] [INFO ] [sig       ] [2314/3548] Forecasting NYXH...
[2025-12-26T20:28:24.984543] [INFO ] [sig       ] Generating forecast for: NYXH
[2025-12-26T20:28:24.984622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2025-12-26T20:28:24.996764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2025-12-26T20:28:24.997187] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2025-12-26T20:28:24.998039] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2025-12-26T20:28:24.998092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:24.998124] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:24.998149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:24.998207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:25.055312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:25.056064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:25.056154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:25.056186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:25.183604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:25.183811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:25.183871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:25.183909] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:25.188505] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: UP (p=75.21%)
[2025-12-26T20:28:25.188991] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2025-12-26T20:28:25.189190] [INFO ] [sig       ] NYXH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:25.342292] [INFO ] [LOCAL     ] Saved forecast: NYXH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/NYXH.txt
[2025-12-26T20:28:25.342424] [INFO ] [sig       ] [2314/3548] Completed NYXH in 0.4s | 2.89 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-26T20:28:25.342477] [INFO ] [sig       ] [2315/3548] Forecasting NZF...
[2025-12-26T20:28:25.342508] [INFO ] [sig       ] Generating forecast for: NZF
[2025-12-26T20:28:25.342538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-12-26T20:28:25.353564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2025-12-26T20:28:25.353898] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-12-26T20:28:25.354683] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-12-26T20:28:25.354734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:25.354765] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:25.354791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:25.354849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:25.411070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:25.411721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:25.411796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:25.411828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:25.531159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:25.531307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:25.531349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:25.531378] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:25.534743] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: DOWN (p=15.12%)
[2025-12-26T20:28:25.535036] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-12-26T20:28:25.535160] [INFO ] [sig       ] NZF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:25.676057] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/NZF.txt
[2025-12-26T20:28:25.676193] [INFO ] [sig       ] [2315/3548] Completed NZF in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-26T20:28:25.676233] [INFO ] [sig       ] [2316/3548] Forecasting OABI...
[2025-12-26T20:28:25.676263] [INFO ] [sig       ] Generating forecast for: OABI
[2025-12-26T20:28:25.676294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2025-12-26T20:28:25.687235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2025-12-26T20:28:25.687593] [INFO ] [FORECASTER] Starting predict_future for OABI
[2025-12-26T20:28:25.688419] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2025-12-26T20:28:25.688472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:25.688503] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:25.688531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:25.688619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:25.745231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:25.745863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:25.745941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:25.745975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:25.868436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:25.868611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:25.868655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:25.868682] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:25.872075] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: UP (p=64.11%)
[2025-12-26T20:28:25.872352] [INFO ] [FORECASTER] Completed predict_future for OABI
[2025-12-26T20:28:25.872493] [INFO ] [sig       ] OABI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:26.011398] [INFO ] [LOCAL     ] Saved forecast: OABI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OABI.txt
[2025-12-26T20:28:26.011549] [INFO ] [sig       ] [2316/3548] Completed OABI in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-26T20:28:26.011605] [INFO ] [sig       ] [2317/3548] Forecasting OBDC...
[2025-12-26T20:28:26.011642] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-12-26T20:28:26.011673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-12-26T20:28:26.023801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2025-12-26T20:28:26.024188] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-12-26T20:28:26.025001] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-12-26T20:28:26.025055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:26.025087] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:26.025114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:26.025173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:26.083792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:26.084877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:26.084968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:26.085000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:26.203975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:26.204132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:26.204176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:26.204205] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:26.207624] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: DOWN (p=2.14%)
[2025-12-26T20:28:26.207899] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-12-26T20:28:26.208029] [INFO ] [sig       ] OBDC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:26.350017] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OBDC.txt
[2025-12-26T20:28:26.350195] [INFO ] [sig       ] [2317/3548] Completed OBDC in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-26T20:28:26.350236] [INFO ] [sig       ] [2318/3548] Forecasting OBIL...
[2025-12-26T20:28:26.350264] [INFO ] [sig       ] Generating forecast for: OBIL
[2025-12-26T20:28:26.350296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2025-12-26T20:28:26.361088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2025-12-26T20:28:26.361419] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2025-12-26T20:28:26.362210] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2025-12-26T20:28:26.362261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:26.362291] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:26.362319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:26.362376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:26.418493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:26.419426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:26.419547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:26.419600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:26.524777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:26.524941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:26.525006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:26.525035] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:26.528433] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=62.79%)
[2025-12-26T20:28:26.528729] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2025-12-26T20:28:26.528856] [INFO ] [sig       ] OBIL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:26.668709] [INFO ] [LOCAL     ] Saved forecast: OBIL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OBIL.txt
[2025-12-26T20:28:26.668843] [INFO ] [sig       ] [2318/3548] Completed OBIL in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-26T20:28:26.668899] [INFO ] [sig       ] [2319/3548] Forecasting OBIO...
[2025-12-26T20:28:26.668931] [INFO ] [sig       ] Generating forecast for: OBIO
[2025-12-26T20:28:26.668964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2025-12-26T20:28:26.680181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2025-12-26T20:28:26.680592] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2025-12-26T20:28:26.681371] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2025-12-26T20:28:26.681422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:26.681453] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:26.681480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:26.681537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:26.738551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:26.739439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:26.739523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:26.739554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:26.853124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:26.853279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:26.853321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:26.853349] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:26.856793] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: UP (p=95.29%)
[2025-12-26T20:28:26.857106] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2025-12-26T20:28:26.857239] [INFO ] [sig       ] OBIO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:26.997769] [INFO ] [LOCAL     ] Saved forecast: OBIO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OBIO.txt
[2025-12-26T20:28:26.997923] [INFO ] [sig       ] [2319/3548] Completed OBIO in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-26T20:28:26.997963] [INFO ] [sig       ] [2320/3548] Forecasting OBK...
[2025-12-26T20:28:26.997992] [INFO ] [sig       ] Generating forecast for: OBK
[2025-12-26T20:28:26.998023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-12-26T20:28:27.009507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2025-12-26T20:28:27.009824] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-12-26T20:28:27.010633] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-12-26T20:28:27.010684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:27.010716] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:27.010743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:27.010801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:27.068235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:27.069562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:27.069830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:27.069867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:27.197591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:27.197750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:27.197796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:27.197824] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:27.201350] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: UP (p=83.51%)
[2025-12-26T20:28:27.201670] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-12-26T20:28:27.201803] [INFO ] [sig       ] OBK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:27.352113] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OBK.txt
[2025-12-26T20:28:27.352283] [INFO ] [sig       ] [2320/3548] Completed OBK in 0.4s | 2.89 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-26T20:28:27.352323] [INFO ] [sig       ] [2321/3548] Forecasting OC...
[2025-12-26T20:28:27.352353] [INFO ] [sig       ] Generating forecast for: OC
[2025-12-26T20:28:27.352386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-12-26T20:28:27.364101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2025-12-26T20:28:27.364430] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-12-26T20:28:27.365250] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-12-26T20:28:27.365301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:27.365332] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:27.365358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:27.365415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:27.421755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:27.422697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:27.422783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:27.422815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:27.541670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:27.541828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:27.541872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:27.541901] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:27.545269] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: UP (p=85.29%)
[2025-12-26T20:28:27.545535] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-12-26T20:28:27.545678] [INFO ] [sig       ] OC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:27.687958] [INFO ] [LOCAL     ] Saved forecast: OC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OC.txt
[2025-12-26T20:28:27.688146] [INFO ] [sig       ] [2321/3548] Completed OC in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-26T20:28:27.688185] [INFO ] [sig       ] [2322/3548] Forecasting OCCI...
[2025-12-26T20:28:27.688215] [INFO ] [sig       ] Generating forecast for: OCCI
[2025-12-26T20:28:27.688245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2025-12-26T20:28:27.699231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2025-12-26T20:28:27.699658] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2025-12-26T20:28:27.700441] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2025-12-26T20:28:27.700492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:27.700539] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:27.700566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:27.700646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:27.757395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:27.758225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:27.758304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:27.758336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:27.875879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:27.876034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:27.876079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:27.876110] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:27.879611] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: UP (p=74.62%)
[2025-12-26T20:28:27.879890] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2025-12-26T20:28:27.880018] [INFO ] [sig       ] OCCI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:28.024944] [INFO ] [LOCAL     ] Saved forecast: OCCI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OCCI.txt
[2025-12-26T20:28:28.025111] [INFO ] [sig       ] [2322/3548] Completed OCCI in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-26T20:28:28.025151] [INFO ] [sig       ] [2323/3548] Forecasting OCFC...
[2025-12-26T20:28:28.025181] [INFO ] [sig       ] Generating forecast for: OCFC
[2025-12-26T20:28:28.025212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2025-12-26T20:28:28.036678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2025-12-26T20:28:28.037071] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2025-12-26T20:28:28.037906] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2025-12-26T20:28:28.037961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:28.037996] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:28.038023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:28.038082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:28.095438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:28.096306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:28.096390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:28.096422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:28.221477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:28.221650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:28.221697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:28.221726] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:28.225200] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: UP (p=98.68%)
[2025-12-26T20:28:28.225484] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2025-12-26T20:28:28.225631] [INFO ] [sig       ] OCFC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:28.369970] [INFO ] [LOCAL     ] Saved forecast: OCFC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OCFC.txt
[2025-12-26T20:28:28.370105] [INFO ] [sig       ] [2323/3548] Completed OCFC in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-26T20:28:28.370143] [INFO ] [sig       ] [2324/3548] Forecasting OCGN...
[2025-12-26T20:28:28.370172] [INFO ] [sig       ] Generating forecast for: OCGN
[2025-12-26T20:28:28.370202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2025-12-26T20:28:28.382700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2025-12-26T20:28:28.383158] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2025-12-26T20:28:28.384030] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2025-12-26T20:28:28.384085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:28.384120] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:28.384148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:28.384207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:28.445072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:28.446006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:28.446093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:28.446124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:28.564787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:28.564948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:28.564990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:28.565020] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:28.568411] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: DOWN (p=15.93%)
[2025-12-26T20:28:28.568717] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2025-12-26T20:28:28.568847] [INFO ] [sig       ] OCGN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:28.712466] [INFO ] [LOCAL     ] Saved forecast: OCGN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OCGN.txt
[2025-12-26T20:28:28.712645] [INFO ] [sig       ] [2324/3548] Completed OCGN in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-26T20:28:28.712688] [INFO ] [sig       ] [2325/3548] Forecasting OCSL...
[2025-12-26T20:28:28.712718] [INFO ] [sig       ] Generating forecast for: OCSL
[2025-12-26T20:28:28.712749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2025-12-26T20:28:28.724062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2025-12-26T20:28:28.724455] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2025-12-26T20:28:28.725261] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2025-12-26T20:28:28.725313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:28.725395] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:28.725424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:28.725482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:28.782260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:28.783135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:28.783214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:28.783246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:28.907370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:28.907510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:28.907552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:28.907598] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:28.910981] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: UP (p=68.64%)
[2025-12-26T20:28:28.911247] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2025-12-26T20:28:28.911369] [INFO ] [sig       ] OCSL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:29.050907] [INFO ] [LOCAL     ] Saved forecast: OCSL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OCSL.txt
[2025-12-26T20:28:29.051029] [INFO ] [sig       ] [2325/3548] Completed OCSL in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-26T20:28:29.051067] [INFO ] [sig       ] [2326/3548] Forecasting OCUL...
[2025-12-26T20:28:29.051103] [INFO ] [sig       ] Generating forecast for: OCUL
[2025-12-26T20:28:29.051134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2025-12-26T20:28:29.062349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2025-12-26T20:28:29.062725] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2025-12-26T20:28:29.063490] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2025-12-26T20:28:29.063541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:29.063591] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:29.063622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:29.063679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:29.119460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:29.120152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:29.120231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:29.120262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:29.238269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:29.238419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:29.238460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:29.238488] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:29.241881] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: DOWN (p=44.52%)
[2025-12-26T20:28:29.242173] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2025-12-26T20:28:29.242307] [INFO ] [sig       ] OCUL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:29.381897] [INFO ] [LOCAL     ] Saved forecast: OCUL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OCUL.txt
[2025-12-26T20:28:29.382016] [INFO ] [sig       ] [2326/3548] Completed OCUL in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-26T20:28:29.382054] [INFO ] [sig       ] [2327/3548] Forecasting ODC...
[2025-12-26T20:28:29.382082] [INFO ] [sig       ] Generating forecast for: ODC
[2025-12-26T20:28:29.382112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-12-26T20:28:29.392770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2025-12-26T20:28:29.393107] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-12-26T20:28:29.393886] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-12-26T20:28:29.393937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:29.393969] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:29.393996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:29.394053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:29.449754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:29.450358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:29.450439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:29.450471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:29.564133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:29.564277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:29.564318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:29.564347] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:29.567687] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=67.13%)
[2025-12-26T20:28:29.567968] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-12-26T20:28:29.568090] [INFO ] [sig       ] ODC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:29.710435] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ODC.txt
[2025-12-26T20:28:29.710560] [INFO ] [sig       ] [2327/3548] Completed ODC in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-26T20:28:29.710617] [INFO ] [sig       ] [2328/3548] Forecasting ODD...
[2025-12-26T20:28:29.710647] [INFO ] [sig       ] Generating forecast for: ODD
[2025-12-26T20:28:29.710678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2025-12-26T20:28:29.721298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2025-12-26T20:28:29.721624] [INFO ] [FORECASTER] Starting predict_future for ODD
[2025-12-26T20:28:29.722402] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2025-12-26T20:28:29.722454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:29.722485] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:29.722511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:29.722567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:29.778456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:29.779103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:29.779180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:29.779212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:29.898525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:29.898688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:29.898731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:29.898791] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:29.902178] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: UP (p=99.34%)
[2025-12-26T20:28:29.902443] [INFO ] [FORECASTER] Completed predict_future for ODD
[2025-12-26T20:28:29.902570] [INFO ] [sig       ] ODD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:30.041214] [INFO ] [LOCAL     ] Saved forecast: ODD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ODD.txt
[2025-12-26T20:28:30.041368] [INFO ] [sig       ] [2328/3548] Completed ODD in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-26T20:28:30.041407] [INFO ] [sig       ] [2329/3548] Forecasting ODFL...
[2025-12-26T20:28:30.041437] [INFO ] [sig       ] Generating forecast for: ODFL
[2025-12-26T20:28:30.041469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2025-12-26T20:28:30.053791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2025-12-26T20:28:30.054185] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2025-12-26T20:28:30.054999] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2025-12-26T20:28:30.055053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:30.055085] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:30.055112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:30.055171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:30.112118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:30.112758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:30.112835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:30.112866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:30.234189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:30.234337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:30.234377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:30.234440] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:30.237772] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: UP (p=80.41%)
[2025-12-26T20:28:30.238036] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2025-12-26T20:28:30.238158] [INFO ] [sig       ] ODFL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:30.381497] [INFO ] [LOCAL     ] Saved forecast: ODFL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ODFL.txt
[2025-12-26T20:28:30.381654] [INFO ] [sig       ] [2329/3548] Completed ODFL in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-26T20:28:30.381695] [INFO ] [sig       ] [2330/3548] Forecasting OEC...
[2025-12-26T20:28:30.381724] [INFO ] [sig       ] Generating forecast for: OEC
[2025-12-26T20:28:30.381754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-12-26T20:28:30.392901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2025-12-26T20:28:30.393313] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-12-26T20:28:30.394111] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-12-26T20:28:30.394162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:30.394192] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:30.394218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:30.394277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:30.450725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:30.451494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:30.451595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:30.451631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:30.570936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:30.571090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:30.571132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:30.571161] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:30.574511] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: DOWN (p=3.89%)
[2025-12-26T20:28:30.574796] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-12-26T20:28:30.574918] [INFO ] [sig       ] OEC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:30.712859] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OEC.txt
[2025-12-26T20:28:30.713028] [INFO ] [sig       ] [2330/3548] Completed OEC in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-26T20:28:30.713067] [INFO ] [sig       ] [2331/3548] Forecasting OESX...
[2025-12-26T20:28:30.713097] [INFO ] [sig       ] Generating forecast for: OESX
[2025-12-26T20:28:30.713128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2025-12-26T20:28:30.724437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2025-12-26T20:28:30.724771] [INFO ] [FORECASTER] Starting predict_future for OESX
[2025-12-26T20:28:30.725550] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2025-12-26T20:28:30.725618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:30.725650] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:30.725676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:30.725733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:30.782691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:30.783480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:30.783562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:30.783613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:30.898032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:30.898183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:30.898225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:30.898253] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:30.902154] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: DOWN (p=25.65%)
[2025-12-26T20:28:30.902419] [INFO ] [FORECASTER] Completed predict_future for OESX
[2025-12-26T20:28:30.902539] [INFO ] [sig       ] OESX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:31.041609] [INFO ] [LOCAL     ] Saved forecast: OESX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OESX.txt
[2025-12-26T20:28:31.041779] [INFO ] [sig       ] [2331/3548] Completed OESX in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-26T20:28:31.041820] [INFO ] [sig       ] [2332/3548] Forecasting OFG...
[2025-12-26T20:28:31.041850] [INFO ] [sig       ] Generating forecast for: OFG
[2025-12-26T20:28:31.041882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-12-26T20:28:31.052897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2025-12-26T20:28:31.053282] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-12-26T20:28:31.054117] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-12-26T20:28:31.054170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:31.054204] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:31.054230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:31.054289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:31.114541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:31.115270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:31.115348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:31.115381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:31.233912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:31.234065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:31.234107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:31.234136] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:31.237527] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: DOWN (p=24.75%)
[2025-12-26T20:28:31.237813] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-12-26T20:28:31.237935] [INFO ] [sig       ] OFG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:31.377307] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OFG.txt
[2025-12-26T20:28:31.377445] [INFO ] [sig       ] [2332/3548] Completed OFG in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-26T20:28:31.377484] [INFO ] [sig       ] [2333/3548] Forecasting OFIX...
[2025-12-26T20:28:31.377513] [INFO ] [sig       ] Generating forecast for: OFIX
[2025-12-26T20:28:31.377544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2025-12-26T20:28:31.388629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2025-12-26T20:28:31.388965] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2025-12-26T20:28:31.389781] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2025-12-26T20:28:31.389833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:31.389864] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:31.389890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:31.389995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:31.447122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:31.447803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:31.447880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:31.447911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:31.568395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:31.568549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:31.568607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:31.568637] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:31.572552] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: UP (p=58.58%)
[2025-12-26T20:28:31.572842] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2025-12-26T20:28:31.572962] [INFO ] [sig       ] OFIX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:31.715713] [INFO ] [LOCAL     ] Saved forecast: OFIX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OFIX.txt
[2025-12-26T20:28:31.715842] [INFO ] [sig       ] [2333/3548] Completed OFIX in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-26T20:28:31.715880] [INFO ] [sig       ] [2334/3548] Forecasting OFLX...
[2025-12-26T20:28:31.715909] [INFO ] [sig       ] Generating forecast for: OFLX
[2025-12-26T20:28:31.715939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2025-12-26T20:28:31.726734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2025-12-26T20:28:31.727034] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2025-12-26T20:28:31.727839] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2025-12-26T20:28:31.727892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:31.727923] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:31.727949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:31.728006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:31.785648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:31.786333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:31.786411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:31.786443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:31.907292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:31.907461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:31.907503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:31.907531] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:31.910934] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: UP (p=78.61%)
[2025-12-26T20:28:31.911209] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2025-12-26T20:28:31.911335] [INFO ] [sig       ] OFLX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:32.052195] [INFO ] [LOCAL     ] Saved forecast: OFLX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OFLX.txt
[2025-12-26T20:28:32.052324] [INFO ] [sig       ] [2334/3548] Completed OFLX in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-26T20:28:32.052362] [INFO ] [sig       ] [2335/3548] Forecasting OFS...
[2025-12-26T20:28:32.052390] [INFO ] [sig       ] Generating forecast for: OFS
[2025-12-26T20:28:32.052421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2025-12-26T20:28:32.064662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2025-12-26T20:28:32.065121] [INFO ] [FORECASTER] Starting predict_future for OFS
[2025-12-26T20:28:32.066063] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2025-12-26T20:28:32.066184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:32.066233] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:32.066270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:32.066353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:32.140344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:32.141275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:32.141395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:32.141428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:32.261356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:32.261522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:32.261590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:32.261623] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:32.265039] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: UP (p=69.95%)
[2025-12-26T20:28:32.265316] [INFO ] [FORECASTER] Completed predict_future for OFS
[2025-12-26T20:28:32.265441] [INFO ] [sig       ] OFS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:32.406560] [INFO ] [LOCAL     ] Saved forecast: OFS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OFS.txt
[2025-12-26T20:28:32.406743] [INFO ] [sig       ] [2335/3548] Completed OFS in 0.4s | 2.89 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-26T20:28:32.406782] [INFO ] [sig       ] [2336/3548] Forecasting OGE...
[2025-12-26T20:28:32.406812] [INFO ] [sig       ] Generating forecast for: OGE
[2025-12-26T20:28:32.406844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-12-26T20:28:32.417963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2025-12-26T20:28:32.418316] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-12-26T20:28:32.419166] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-12-26T20:28:32.419217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:32.419248] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:32.419274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:32.419331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:32.476310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:32.476949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:32.477037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:32.477083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:32.596826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:32.596977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:32.597019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:32.597047] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:32.600420] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: UP (p=59.19%)
[2025-12-26T20:28:32.600705] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-12-26T20:28:32.600828] [INFO ] [sig       ] OGE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:32.741358] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OGE.txt
[2025-12-26T20:28:32.741476] [INFO ] [sig       ] [2336/3548] Completed OGE in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-26T20:28:32.741514] [INFO ] [sig       ] [2337/3548] Forecasting OGI...
[2025-12-26T20:28:32.741543] [INFO ] [sig       ] Generating forecast for: OGI
[2025-12-26T20:28:32.741588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2025-12-26T20:28:32.753058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2025-12-26T20:28:32.753385] [INFO ] [FORECASTER] Starting predict_future for OGI
[2025-12-26T20:28:32.754164] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2025-12-26T20:28:32.754215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:32.754246] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:32.754272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:32.754328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:32.811502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:32.812132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:32.812208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:32.812239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:32.933701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:32.933847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:32.933888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:32.933916] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:32.937245] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: UP (p=82.61%)
[2025-12-26T20:28:32.937509] [INFO ] [FORECASTER] Completed predict_future for OGI
[2025-12-26T20:28:32.937647] [INFO ] [sig       ] OGI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:33.081121] [INFO ] [LOCAL     ] Saved forecast: OGI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OGI.txt
[2025-12-26T20:28:33.081254] [INFO ] [sig       ] [2337/3548] Completed OGI in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-26T20:28:33.081294] [INFO ] [sig       ] [2338/3548] Forecasting OGN...
[2025-12-26T20:28:33.081323] [INFO ] [sig       ] Generating forecast for: OGN
[2025-12-26T20:28:33.081354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-12-26T20:28:33.094512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2025-12-26T20:28:33.094851] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-12-26T20:28:33.095647] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-12-26T20:28:33.095709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:33.095740] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:33.095767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:33.095823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:33.153313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:33.153979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:33.154055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:33.154086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:33.273970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:33.274127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:33.274169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:33.274198] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:33.277603] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: DOWN (p=12.02%)
[2025-12-26T20:28:33.277877] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-12-26T20:28:33.278001] [INFO ] [sig       ] OGN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:33.419991] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OGN.txt
[2025-12-26T20:28:33.420170] [INFO ] [sig       ] [2338/3548] Completed OGN in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-26T20:28:33.420227] [INFO ] [sig       ] [2339/3548] Forecasting OHI...
[2025-12-26T20:28:33.420259] [INFO ] [sig       ] Generating forecast for: OHI
[2025-12-26T20:28:33.420290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-12-26T20:28:33.431528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2025-12-26T20:28:33.431883] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-12-26T20:28:33.432670] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-12-26T20:28:33.432722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:33.432754] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:33.432780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:33.432838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:33.489962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:33.490642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:33.490720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:33.490752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:33.606802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:33.606960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:33.607002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:33.607030] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:33.610423] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: UP (p=91.35%)
[2025-12-26T20:28:33.610728] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-12-26T20:28:33.610857] [INFO ] [sig       ] OHI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:33.751969] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OHI.txt
[2025-12-26T20:28:33.752127] [INFO ] [sig       ] [2339/3548] Completed OHI in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-26T20:28:33.752167] [INFO ] [sig       ] [2340/3548] Forecasting OI...
[2025-12-26T20:28:33.752196] [INFO ] [sig       ] Generating forecast for: OI
[2025-12-26T20:28:33.752228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-12-26T20:28:33.763802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2025-12-26T20:28:33.764192] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-12-26T20:28:33.764979] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-12-26T20:28:33.765031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:33.765061] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:33.765088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:33.765145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:33.824882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:33.825790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:33.825871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:33.825903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:33.945895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:33.946049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:33.946090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:33.946117] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:33.949494] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: DOWN (p=17.39%)
[2025-12-26T20:28:33.949797] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-12-26T20:28:33.949919] [INFO ] [sig       ] OI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:34.090303] [INFO ] [LOCAL     ] Saved forecast: OI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OI.txt
[2025-12-26T20:28:34.090466] [INFO ] [sig       ] [2340/3548] Completed OI in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-26T20:28:34.090506] [INFO ] [sig       ] [2341/3548] Forecasting OIA...
[2025-12-26T20:28:34.090534] [INFO ] [sig       ] Generating forecast for: OIA
[2025-12-26T20:28:34.090567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-12-26T20:28:34.102073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2025-12-26T20:28:34.102439] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-12-26T20:28:34.103227] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-12-26T20:28:34.103279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:34.103311] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:34.103338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:34.103395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:34.160131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:34.161033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:34.161116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:34.161147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:34.280356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:34.280512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:34.280554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:34.280610] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:34.283977] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: DOWN (p=37.40%)
[2025-12-26T20:28:34.284256] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-12-26T20:28:34.284382] [INFO ] [sig       ] OIA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:34.424120] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OIA.txt
[2025-12-26T20:28:34.424276] [INFO ] [sig       ] [2341/3548] Completed OIA in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-26T20:28:34.424315] [INFO ] [sig       ] [2342/3548] Forecasting OII...
[2025-12-26T20:28:34.424344] [INFO ] [sig       ] Generating forecast for: OII
[2025-12-26T20:28:34.424375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-12-26T20:28:34.435709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2025-12-26T20:28:34.436091] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-12-26T20:28:34.436911] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-12-26T20:28:34.436963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:34.437021] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:34.437048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:34.437113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:34.494053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:34.494917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:34.494999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:34.495031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:34.616996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:34.617209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:34.617303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:34.617353] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:34.621882] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: DOWN (p=23.09%)
[2025-12-26T20:28:34.622235] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-12-26T20:28:34.622397] [INFO ] [sig       ] OII: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:34.770590] [INFO ] [LOCAL     ] Saved forecast: OII	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OII.txt
[2025-12-26T20:28:34.770734] [INFO ] [sig       ] [2342/3548] Completed OII in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-26T20:28:34.770773] [INFO ] [sig       ] [2343/3548] Forecasting OIS...
[2025-12-26T20:28:34.770801] [INFO ] [sig       ] Generating forecast for: OIS
[2025-12-26T20:28:34.770831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-12-26T20:28:34.782222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2025-12-26T20:28:34.782592] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-12-26T20:28:34.783463] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-12-26T20:28:34.783517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:34.783549] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:34.783599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:34.783660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:34.844214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:34.845022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:34.845100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:34.845132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:34.974592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:34.974746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:34.974790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:34.974819] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:34.978444] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: UP (p=80.44%)
[2025-12-26T20:28:34.978806] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-12-26T20:28:34.978982] [INFO ] [sig       ] OIS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:35.134332] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OIS.txt
[2025-12-26T20:28:35.134495] [INFO ] [sig       ] [2343/3548] Completed OIS in 0.4s | 2.89 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-26T20:28:35.134535] [INFO ] [sig       ] [2344/3548] Forecasting OKE...
[2025-12-26T20:28:35.134564] [INFO ] [sig       ] Generating forecast for: OKE
[2025-12-26T20:28:35.134617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-12-26T20:28:35.145818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2025-12-26T20:28:35.146197] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-12-26T20:28:35.146991] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-12-26T20:28:35.147043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:35.147075] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:35.147101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:35.147158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:35.203811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:35.204658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:35.204776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:35.204810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:35.329759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:35.329943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:35.329999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:35.330029] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:35.333516] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: UP (p=89.45%)
[2025-12-26T20:28:35.333824] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-12-26T20:28:35.333950] [INFO ] [sig       ] OKE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:35.474500] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OKE.txt
[2025-12-26T20:28:35.474645] [INFO ] [sig       ] [2344/3548] Completed OKE in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-26T20:28:35.474686] [INFO ] [sig       ] [2345/3548] Forecasting OKTA...
[2025-12-26T20:28:35.474715] [INFO ] [sig       ] Generating forecast for: OKTA
[2025-12-26T20:28:35.474746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2025-12-26T20:28:35.486251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2025-12-26T20:28:35.486638] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2025-12-26T20:28:35.487423] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2025-12-26T20:28:35.487474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:35.487505] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:35.487532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:35.487610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:35.544095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:35.544948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:35.545030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:35.545062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:35.669403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:35.669560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:35.669626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:35.669704] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:35.673183] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: UP (p=85.89%)
[2025-12-26T20:28:35.673466] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2025-12-26T20:28:35.673613] [INFO ] [sig       ] OKTA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:35.817267] [INFO ] [LOCAL     ] Saved forecast: OKTA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OKTA.txt
[2025-12-26T20:28:35.817407] [INFO ] [sig       ] [2345/3548] Completed OKTA in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-26T20:28:35.817446] [INFO ] [sig       ] [2346/3548] Forecasting OKYO...
[2025-12-26T20:28:35.817474] [INFO ] [sig       ] Generating forecast for: OKYO
[2025-12-26T20:28:35.817505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2025-12-26T20:28:35.829514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2025-12-26T20:28:35.829911] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2025-12-26T20:28:35.830751] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2025-12-26T20:28:35.830803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:35.830878] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:35.830908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:35.830966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:35.887129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:35.887809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:35.887890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:35.887922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:36.009068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:36.009259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:36.009316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:36.009347] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:36.013047] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: DOWN (p=22.76%)
[2025-12-26T20:28:36.013346] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2025-12-26T20:28:36.013494] [INFO ] [sig       ] OKYO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:36.154519] [INFO ] [LOCAL     ] Saved forecast: OKYO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OKYO.txt
[2025-12-26T20:28:36.154710] [INFO ] [sig       ] [2346/3548] Completed OKYO in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-26T20:28:36.154752] [INFO ] [sig       ] [2347/3548] Forecasting OLED...
[2025-12-26T20:28:36.154781] [INFO ] [sig       ] Generating forecast for: OLED
[2025-12-26T20:28:36.154813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2025-12-26T20:28:36.166949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2025-12-26T20:28:36.167364] [INFO ] [FORECASTER] Starting predict_future for OLED
[2025-12-26T20:28:36.168213] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2025-12-26T20:28:36.168266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:36.168298] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:36.168325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:36.168382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:36.226401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:36.227333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:36.227431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:36.227470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:36.345950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:36.346113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:36.346164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:36.346200] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:36.349768] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: UP (p=93.93%)
[2025-12-26T20:28:36.350048] [INFO ] [FORECASTER] Completed predict_future for OLED
[2025-12-26T20:28:36.350177] [INFO ] [sig       ] OLED: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:36.501612] [INFO ] [LOCAL     ] Saved forecast: OLED	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OLED.txt
[2025-12-26T20:28:36.501814] [INFO ] [sig       ] [2347/3548] Completed OLED in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-26T20:28:36.501879] [INFO ] [sig       ] [2348/3548] Forecasting OLLI...
[2025-12-26T20:28:36.501931] [INFO ] [sig       ] Generating forecast for: OLLI
[2025-12-26T20:28:36.501983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2025-12-26T20:28:36.513266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2025-12-26T20:28:36.513672] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2025-12-26T20:28:36.514458] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2025-12-26T20:28:36.514509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:36.514540] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:36.514566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:36.514655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:36.571735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:36.572615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:36.572704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:36.572737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:36.691654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:36.691818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:36.691860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:36.691889] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:36.695365] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: DOWN (p=20.45%)
[2025-12-26T20:28:36.695654] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2025-12-26T20:28:36.695784] [INFO ] [sig       ] OLLI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:36.834873] [INFO ] [LOCAL     ] Saved forecast: OLLI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OLLI.txt
[2025-12-26T20:28:36.834997] [INFO ] [sig       ] [2348/3548] Completed OLLI in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-26T20:28:36.835035] [INFO ] [sig       ] [2349/3548] Forecasting OLMA...
[2025-12-26T20:28:36.835063] [INFO ] [sig       ] Generating forecast for: OLMA
[2025-12-26T20:28:36.835094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2025-12-26T20:28:36.846875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2025-12-26T20:28:36.847184] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2025-12-26T20:28:36.847998] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2025-12-26T20:28:36.848050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:36.848081] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:36.848107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:36.848164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:36.905317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:36.906019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:36.906097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:36.906129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:37.031246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:37.031401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:37.031444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:37.031471] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:37.034804] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: DOWN (p=38.60%)
[2025-12-26T20:28:37.035075] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2025-12-26T20:28:37.035196] [INFO ] [sig       ] OLMA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:37.175358] [INFO ] [LOCAL     ] Saved forecast: OLMA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OLMA.txt
[2025-12-26T20:28:37.175487] [INFO ] [sig       ] [2349/3548] Completed OLMA in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-26T20:28:37.175527] [INFO ] [sig       ] [2350/3548] Forecasting OLN...
[2025-12-26T20:28:37.175563] [INFO ] [sig       ] Generating forecast for: OLN
[2025-12-26T20:28:37.175612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-12-26T20:28:37.186628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2025-12-26T20:28:37.186936] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-12-26T20:28:37.187718] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-12-26T20:28:37.187769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:37.187800] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:37.187826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:37.187883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:37.245007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:37.245710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:37.245787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:37.245819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:37.360014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:37.360185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:37.360231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:37.360261] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:37.363621] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: DOWN (p=37.17%)
[2025-12-26T20:28:37.363885] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-12-26T20:28:37.364005] [INFO ] [sig       ] OLN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:37.521695] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OLN.txt
[2025-12-26T20:28:37.521902] [INFO ] [sig       ] [2350/3548] Completed OLN in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-26T20:28:37.521943] [INFO ] [sig       ] [2351/3548] Forecasting OLP...
[2025-12-26T20:28:37.521972] [INFO ] [sig       ] Generating forecast for: OLP
[2025-12-26T20:28:37.522013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-12-26T20:28:37.534258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2025-12-26T20:28:37.534659] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-12-26T20:28:37.535466] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-12-26T20:28:37.535520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:37.535553] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:37.535614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:37.535724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:37.594418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:37.595376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:37.595473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:37.595508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:37.714465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:37.714639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:37.714683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:37.714711] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:37.718044] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: UP (p=88.13%)
[2025-12-26T20:28:37.718318] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-12-26T20:28:37.718441] [INFO ] [sig       ] OLP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:37.857947] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OLP.txt
[2025-12-26T20:28:37.858096] [INFO ] [sig       ] [2351/3548] Completed OLP in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-26T20:28:37.858136] [INFO ] [sig       ] [2352/3548] Forecasting OLPX...
[2025-12-26T20:28:37.858165] [INFO ] [sig       ] Generating forecast for: OLPX
[2025-12-26T20:28:37.858195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2025-12-26T20:28:37.869535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2025-12-26T20:28:37.869872] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2025-12-26T20:28:37.870657] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2025-12-26T20:28:37.870708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:37.870740] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:37.870767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:37.870824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:37.927733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:37.928494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:37.928646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:37.928680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:38.051269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:38.051426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:38.051468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:38.051498] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:38.054862] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: DOWN (p=9.86%)
[2025-12-26T20:28:38.055135] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2025-12-26T20:28:38.055256] [INFO ] [sig       ] OLPX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:38.198269] [INFO ] [LOCAL     ] Saved forecast: OLPX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OLPX.txt
[2025-12-26T20:28:38.198411] [INFO ] [sig       ] [2352/3548] Completed OLPX in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-26T20:28:38.198449] [INFO ] [sig       ] [2353/3548] Forecasting OM...
[2025-12-26T20:28:38.198479] [INFO ] [sig       ] Generating forecast for: OM
[2025-12-26T20:28:38.198508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2025-12-26T20:28:38.209834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2025-12-26T20:28:38.210151] [INFO ] [FORECASTER] Starting predict_future for OM
[2025-12-26T20:28:38.210972] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2025-12-26T20:28:38.211024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:38.211056] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:38.211082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:38.211139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:38.268023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:38.268813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:38.268906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:38.268941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:38.388243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:38.388396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:38.388437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:38.388498] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:38.391898] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: UP (p=66.60%)
[2025-12-26T20:28:38.392164] [INFO ] [FORECASTER] Completed predict_future for OM
[2025-12-26T20:28:38.392289] [INFO ] [sig       ] OM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:38.532680] [INFO ] [LOCAL     ] Saved forecast: OM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OM.txt
[2025-12-26T20:28:38.532824] [INFO ] [sig       ] [2353/3548] Completed OM in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-26T20:28:38.532862] [INFO ] [sig       ] [2354/3548] Forecasting OMAB...
[2025-12-26T20:28:38.532891] [INFO ] [sig       ] Generating forecast for: OMAB
[2025-12-26T20:28:38.532929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2025-12-26T20:28:38.543961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2025-12-26T20:28:38.544301] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2025-12-26T20:28:38.545105] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2025-12-26T20:28:38.545157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:38.545189] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:38.545215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:38.545277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:38.603913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:38.604663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:38.604746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:38.604787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:38.728981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:38.729134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:38.729178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:38.729207] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:38.732778] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: UP (p=53.05%)
[2025-12-26T20:28:38.733056] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2025-12-26T20:28:38.733182] [INFO ] [sig       ] OMAB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:38.879219] [INFO ] [LOCAL     ] Saved forecast: OMAB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OMAB.txt
[2025-12-26T20:28:38.879376] [INFO ] [sig       ] [2354/3548] Completed OMAB in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-26T20:28:38.879434] [INFO ] [sig       ] [2355/3548] Forecasting OMC...
[2025-12-26T20:28:38.879465] [INFO ] [sig       ] Generating forecast for: OMC
[2025-12-26T20:28:38.879515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-12-26T20:28:38.893124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2025-12-26T20:28:38.893489] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-12-26T20:28:38.894323] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-12-26T20:28:38.894379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:38.894417] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:38.894444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:38.894502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:38.954718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:38.955476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:38.955564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:38.955645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:39.077754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:39.077908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:39.077950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:39.077979] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:39.081530] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: DOWN (p=37.17%)
[2025-12-26T20:28:39.081822] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-12-26T20:28:39.081950] [INFO ] [sig       ] OMC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:39.224527] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OMC.txt
[2025-12-26T20:28:39.224697] [INFO ] [sig       ] [2355/3548] Completed OMC in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-26T20:28:39.224739] [INFO ] [sig       ] [2356/3548] Forecasting OMCL...
[2025-12-26T20:28:39.224768] [INFO ] [sig       ] Generating forecast for: OMCL
[2025-12-26T20:28:39.224800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2025-12-26T20:28:39.235690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2025-12-26T20:28:39.236019] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2025-12-26T20:28:39.236840] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2025-12-26T20:28:39.236893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:39.236926] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:39.236953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:39.237011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:39.296230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:39.296882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:39.296960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:39.296993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:39.423459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:39.423624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:39.423668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:39.423698] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:39.427049] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: DOWN (p=1.14%)
[2025-12-26T20:28:39.427322] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2025-12-26T20:28:39.427446] [INFO ] [sig       ] OMCL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:39.574359] [INFO ] [LOCAL     ] Saved forecast: OMCL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OMCL.txt
[2025-12-26T20:28:39.574514] [INFO ] [sig       ] [2356/3548] Completed OMCL in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-26T20:28:39.574562] [INFO ] [sig       ] [2357/3548] Forecasting OMEX...
[2025-12-26T20:28:39.574610] [INFO ] [sig       ] Generating forecast for: OMEX
[2025-12-26T20:28:39.574644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2025-12-26T20:28:39.587052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2025-12-26T20:28:39.587388] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2025-12-26T20:28:39.588327] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2025-12-26T20:28:39.588380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:39.588413] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:39.588441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:39.588527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:39.649417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:39.650254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:39.650356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:39.650391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:39.774948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:39.775107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:39.775153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:39.775182] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:39.779183] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: DOWN (p=25.84%)
[2025-12-26T20:28:39.779685] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2025-12-26T20:28:39.779881] [INFO ] [sig       ] OMEX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:39.972589] [INFO ] [LOCAL     ] Saved forecast: OMEX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OMEX.txt
[2025-12-26T20:28:39.972758] [INFO ] [sig       ] [2357/3548] Completed OMEX in 0.4s | 2.89 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-26T20:28:39.972814] [INFO ] [sig       ] [2358/3548] Forecasting OMF...
[2025-12-26T20:28:39.972852] [INFO ] [sig       ] Generating forecast for: OMF
[2025-12-26T20:28:39.972885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-12-26T20:28:39.984255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2025-12-26T20:28:39.984599] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-12-26T20:28:39.985354] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-12-26T20:28:39.985405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:39.985438] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:39.985465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:39.985522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:40.045535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:40.046409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:40.046497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:40.046531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:40.174016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:40.174170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:40.174213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:40.174244] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:40.177881] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=30.44%)
[2025-12-26T20:28:40.178185] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-12-26T20:28:40.178321] [INFO ] [sig       ] OMF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:40.326677] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OMF.txt
[2025-12-26T20:28:40.326842] [INFO ] [sig       ] [2358/3548] Completed OMF in 0.4s | 2.89 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-26T20:28:40.326885] [INFO ] [sig       ] [2359/3548] Forecasting OMI...
[2025-12-26T20:28:40.326915] [INFO ] [sig       ] Generating forecast for: OMI
[2025-12-26T20:28:40.326952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-12-26T20:28:40.338653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMI'.
[2025-12-26T20:28:40.339060] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-12-26T20:28:40.339900] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-12-26T20:28:40.339987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:40.340050] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:40.340079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:40.340135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:40.398379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:40.399326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:40.399424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:40.399460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:40.521209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:40.521374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:40.521417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:40.521444] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:40.525100] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: DOWN (p=37.17%)
[2025-12-26T20:28:40.525437] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-12-26T20:28:40.525592] [INFO ] [sig       ] OMI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:40.670504] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OMI.txt
[2025-12-26T20:28:40.670676] [INFO ] [sig       ] [2359/3548] Completed OMI in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-26T20:28:40.670718] [INFO ] [sig       ] [2360/3548] Forecasting ON...
[2025-12-26T20:28:40.670747] [INFO ] [sig       ] Generating forecast for: ON
[2025-12-26T20:28:40.670778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2025-12-26T20:28:40.682521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2025-12-26T20:28:40.682948] [INFO ] [FORECASTER] Starting predict_future for ON
[2025-12-26T20:28:40.683809] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2025-12-26T20:28:40.683868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:40.683903] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:40.683930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:40.683988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:40.750185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:40.751114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:40.751197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:40.751230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:40.877111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:40.877272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:40.877316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:40.877345] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:40.880941] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: DOWN (p=20.04%)
[2025-12-26T20:28:40.881254] [INFO ] [FORECASTER] Completed predict_future for ON
[2025-12-26T20:28:40.881391] [INFO ] [sig       ] ON: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:41.025615] [INFO ] [LOCAL     ] Saved forecast: ON	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ON.txt
[2025-12-26T20:28:41.025778] [INFO ] [sig       ] [2360/3548] Completed ON in 0.4s | 2.89 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-26T20:28:41.025821] [INFO ] [sig       ] [2361/3548] Forecasting ONB...
[2025-12-26T20:28:41.025852] [INFO ] [sig       ] Generating forecast for: ONB
[2025-12-26T20:28:41.025884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2025-12-26T20:28:41.037161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2025-12-26T20:28:41.037511] [INFO ] [FORECASTER] Starting predict_future for ONB
[2025-12-26T20:28:41.038301] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2025-12-26T20:28:41.038352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:41.038384] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:41.038410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:41.038467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:41.097921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:41.098867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:41.098960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:41.098993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:41.221066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:41.221215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:41.221256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:41.221284] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:41.224690] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: DOWN (p=7.00%)
[2025-12-26T20:28:41.224956] [INFO ] [FORECASTER] Completed predict_future for ONB
[2025-12-26T20:28:41.225080] [INFO ] [sig       ] ONB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:41.366314] [INFO ] [LOCAL     ] Saved forecast: ONB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ONB.txt
[2025-12-26T20:28:41.366465] [INFO ] [sig       ] [2361/3548] Completed ONB in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-26T20:28:41.366504] [INFO ] [sig       ] [2362/3548] Forecasting ONCO...
[2025-12-26T20:28:41.366533] [INFO ] [sig       ] Generating forecast for: ONCO
[2025-12-26T20:28:41.366564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2025-12-26T20:28:41.377693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2025-12-26T20:28:41.378025] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2025-12-26T20:28:41.378807] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2025-12-26T20:28:41.378859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:41.378921] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:41.378949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:41.379006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:41.436458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:41.437337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:41.437428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:41.437460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:41.562717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:41.562869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:41.562913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:41.562942] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:41.566617] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: DOWN (p=49.61%)
[2025-12-26T20:28:41.566894] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2025-12-26T20:28:41.567022] [INFO ] [sig       ] ONCO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:41.711424] [INFO ] [LOCAL     ] Saved forecast: ONCO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ONCO.txt
[2025-12-26T20:28:41.711613] [INFO ] [sig       ] [2362/3548] Completed ONCO in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-26T20:28:41.711657] [INFO ] [sig       ] [2363/3548] Forecasting ONDS...
[2025-12-26T20:28:41.711687] [INFO ] [sig       ] Generating forecast for: ONDS
[2025-12-26T20:28:41.711719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2025-12-26T20:28:41.722608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2025-12-26T20:28:41.722960] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2025-12-26T20:28:41.723763] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2025-12-26T20:28:41.723814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:41.723846] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:41.723872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:41.723930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:41.794248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:41.795303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:41.795408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:41.795444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:41.918702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:41.918857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:41.918920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:41.918950] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:41.922339] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: DOWN (p=13.82%)
[2025-12-26T20:28:41.922622] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2025-12-26T20:28:41.922746] [INFO ] [sig       ] ONDS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:42.069346] [INFO ] [LOCAL     ] Saved forecast: ONDS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ONDS.txt
[2025-12-26T20:28:42.069502] [INFO ] [sig       ] [2363/3548] Completed ONDS in 0.4s | 2.89 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-26T20:28:42.069542] [INFO ] [sig       ] [2364/3548] Forecasting ONEQ...
[2025-12-26T20:28:42.069587] [INFO ] [sig       ] Generating forecast for: ONEQ
[2025-12-26T20:28:42.069623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2025-12-26T20:28:42.080673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2025-12-26T20:28:42.081030] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2025-12-26T20:28:42.081816] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2025-12-26T20:28:42.081868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:42.081899] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:42.081926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:42.081983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:42.140385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:42.141276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:42.141366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:42.141399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:42.264702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:42.264881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:42.264947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:42.264995] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:42.268462] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: DOWN (p=25.29%)
[2025-12-26T20:28:42.268782] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2025-12-26T20:28:42.268936] [INFO ] [sig       ] ONEQ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:42.410917] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ONEQ.txt
[2025-12-26T20:28:42.411059] [INFO ] [sig       ] [2364/3548] Completed ONEQ in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-26T20:28:42.411098] [INFO ] [sig       ] [2365/3548] Forecasting ONL...
[2025-12-26T20:28:42.411128] [INFO ] [sig       ] Generating forecast for: ONL
[2025-12-26T20:28:42.411159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-12-26T20:28:42.422336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2025-12-26T20:28:42.422754] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-12-26T20:28:42.423522] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-12-26T20:28:42.423592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:42.423627] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:42.423654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:42.423710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:42.481761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:42.482641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:42.482732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:42.482765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:42.616249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:42.616433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:42.616487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:42.616523] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:42.621909] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: DOWN (p=14.52%)
[2025-12-26T20:28:42.622477] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-12-26T20:28:42.622707] [INFO ] [sig       ] ONL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:42.782033] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ONL.txt
[2025-12-26T20:28:42.782205] [INFO ] [sig       ] [2365/3548] Completed ONL in 0.4s | 2.89 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-26T20:28:42.782248] [INFO ] [sig       ] [2366/3548] Forecasting ONON...
[2025-12-26T20:28:42.782278] [INFO ] [sig       ] Generating forecast for: ONON
[2025-12-26T20:28:42.782308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-12-26T20:28:42.794091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2025-12-26T20:28:42.794511] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-12-26T20:28:42.795398] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-12-26T20:28:42.795458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:42.795490] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:42.795516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:42.795603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:42.852452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:42.853366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:42.853465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:42.853497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:42.976369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:42.976585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:42.976634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:42.976663] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:42.980230] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: DOWN (p=3.96%)
[2025-12-26T20:28:42.980729] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-12-26T20:28:42.980860] [INFO ] [sig       ] ONON: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:43.121906] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ONON.txt
[2025-12-26T20:28:43.122069] [INFO ] [sig       ] [2366/3548] Completed ONON in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-26T20:28:43.122110] [INFO ] [sig       ] [2367/3548] Forecasting ONTF...
[2025-12-26T20:28:43.122139] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-12-26T20:28:43.122170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-12-26T20:28:43.132938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2025-12-26T20:28:43.133346] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-12-26T20:28:43.134202] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-12-26T20:28:43.134262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:43.134293] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:43.134320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:43.134378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:43.190773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:43.191658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:43.191758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:43.191791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:43.314713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:43.314880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:43.314932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:43.314962] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:43.318423] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: DOWN (p=34.55%)
[2025-12-26T20:28:43.318728] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-12-26T20:28:43.318857] [INFO ] [sig       ] ONTF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:43.458121] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ONTF.txt
[2025-12-26T20:28:43.458254] [INFO ] [sig       ] [2367/3548] Completed ONTF in 0.3s | 2.89 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-26T20:28:43.458293] [INFO ] [sig       ] [2368/3548] Forecasting ONTO...
[2025-12-26T20:28:43.458323] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-12-26T20:28:43.458353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-12-26T20:28:43.469517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2025-12-26T20:28:43.469866] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-12-26T20:28:43.470655] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-12-26T20:28:43.470706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:43.470738] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:43.470764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:43.470821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:43.527453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:43.528079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:43.528157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:43.528189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:43.648788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:43.648966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:43.649010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:43.649039] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:43.652393] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: UP (p=92.83%)
[2025-12-26T20:28:43.652680] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-12-26T20:28:43.652805] [INFO ] [sig       ] ONTO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:43.792823] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ONTO.txt
[2025-12-26T20:28:43.792957] [INFO ] [sig       ] [2368/3548] Completed ONTO in 0.3s | 2.89 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-26T20:28:43.792996] [INFO ] [sig       ] [2369/3548] Forecasting OOMA...
[2025-12-26T20:28:43.793025] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-12-26T20:28:43.793056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-12-26T20:28:43.804004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2025-12-26T20:28:43.804335] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-12-26T20:28:43.805123] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-12-26T20:28:43.805174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:43.805204] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:43.805232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:43.805290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:43.863217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:43.864001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:43.864115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:43.864150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:43.985642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:43.985815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:43.985865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:43.985897] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:43.989434] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=10.89%)
[2025-12-26T20:28:43.989730] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-12-26T20:28:43.989859] [INFO ] [sig       ] OOMA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:44.130269] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OOMA.txt
[2025-12-26T20:28:44.130431] [INFO ] [sig       ] [2369/3548] Completed OOMA in 0.3s | 2.89 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-26T20:28:44.130471] [INFO ] [sig       ] [2370/3548] Forecasting OPAD...
[2025-12-26T20:28:44.130500] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-12-26T20:28:44.130531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-12-26T20:28:44.142753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAD'.
[2025-12-26T20:28:44.143139] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-12-26T20:28:44.144047] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-12-26T20:28:44.144131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:44.144166] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:44.144194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:44.144252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:44.201809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:44.202702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:44.202805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:44.202847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:44.334523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:44.334693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:44.334738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:44.334766] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:44.338189] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: DOWN (p=10.43%)
[2025-12-26T20:28:44.338460] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-12-26T20:28:44.338603] [INFO ] [sig       ] OPAD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:44.477644] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OPAD.txt
[2025-12-26T20:28:44.477798] [INFO ] [sig       ] [2370/3548] Completed OPAD in 0.3s | 2.89 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-26T20:28:44.477839] [INFO ] [sig       ] [2371/3548] Forecasting OPAL...
[2025-12-26T20:28:44.477868] [INFO ] [sig       ] Generating forecast for: OPAL
[2025-12-26T20:28:44.477899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2025-12-26T20:28:44.492817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2025-12-26T20:28:44.493360] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2025-12-26T20:28:44.494638] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2025-12-26T20:28:44.494719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:44.494763] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:44.494801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:44.494885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:44.557705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:44.558629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:44.558715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:44.558746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:44.682663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:44.682818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:44.682860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:44.682889] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:44.686222] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: DOWN (p=2.67%)
[2025-12-26T20:28:44.686497] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2025-12-26T20:28:44.686638] [INFO ] [sig       ] OPAL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:44.830298] [INFO ] [LOCAL     ] Saved forecast: OPAL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OPAL.txt
[2025-12-26T20:28:44.830479] [INFO ] [sig       ] [2371/3548] Completed OPAL in 0.4s | 2.89 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-26T20:28:44.830520] [INFO ] [sig       ] [2372/3548] Forecasting OPBK...
[2025-12-26T20:28:44.830549] [INFO ] [sig       ] Generating forecast for: OPBK
[2025-12-26T20:28:44.830598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2025-12-26T20:28:44.842021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2025-12-26T20:28:44.842410] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2025-12-26T20:28:44.843406] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2025-12-26T20:28:44.843666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:44.843701] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:44.843728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:44.843786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:44.902212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:44.903052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:44.903131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:44.903164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:45.026394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:45.026552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:45.026612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:45.026642] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:45.029979] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-12-26T20:28:45.030252] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2025-12-26T20:28:45.030373] [INFO ] [sig       ] OPBK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:45.179311] [INFO ] [LOCAL     ] Saved forecast: OPBK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OPBK.txt
[2025-12-26T20:28:45.179491] [INFO ] [sig       ] [2372/3548] Completed OPBK in 0.3s | 2.89 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-26T20:28:45.179532] [INFO ] [sig       ] [2373/3548] Forecasting OPCH...
[2025-12-26T20:28:45.179562] [INFO ] [sig       ] Generating forecast for: OPCH
[2025-12-26T20:28:45.179614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2025-12-26T20:28:45.190322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2025-12-26T20:28:45.190683] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2025-12-26T20:28:45.191743] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2025-12-26T20:28:45.191813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:45.191846] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:45.191872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:45.191930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:45.248710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:45.249629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:45.249714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:45.249747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:45.371176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:45.371330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:45.371375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:45.371405] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:45.374801] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: DOWN (p=34.00%)
[2025-12-26T20:28:45.375075] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2025-12-26T20:28:45.375200] [INFO ] [sig       ] OPCH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:45.516085] [INFO ] [LOCAL     ] Saved forecast: OPCH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OPCH.txt
[2025-12-26T20:28:45.516236] [INFO ] [sig       ] [2373/3548] Completed OPCH in 0.3s | 2.89 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-26T20:28:45.516293] [INFO ] [sig       ] [2374/3548] Forecasting OPEN...
[2025-12-26T20:28:45.516323] [INFO ] [sig       ] Generating forecast for: OPEN
[2025-12-26T20:28:45.516355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2025-12-26T20:28:45.528327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2025-12-26T20:28:45.528753] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2025-12-26T20:28:45.532422] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2025-12-26T20:28:45.532613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:45.532656] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:45.532685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:45.532745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:45.591087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:45.592018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:45.592102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:45.592134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:45.713099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:45.713259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:45.713301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:45.713330] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:45.716725] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: DOWN (p=27.13%)
[2025-12-26T20:28:45.717000] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2025-12-26T20:28:45.717131] [INFO ] [sig       ] OPEN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:45.857759] [INFO ] [LOCAL     ] Saved forecast: OPEN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OPEN.txt
[2025-12-26T20:28:45.857889] [INFO ] [sig       ] [2374/3548] Completed OPEN in 0.3s | 2.89 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-26T20:28:45.857929] [INFO ] [sig       ] [2375/3548] Forecasting OPFI...
[2025-12-26T20:28:45.857958] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-12-26T20:28:45.857988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-12-26T20:28:45.869122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2025-12-26T20:28:45.869466] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-12-26T20:28:45.870239] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-12-26T20:28:45.870290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:45.870321] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:45.870348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:45.870409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:45.927127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:45.927786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:45.927863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:45.927895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:46.046384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:46.046541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:46.046599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:46.046632] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:46.050010] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: UP (p=94.33%)
[2025-12-26T20:28:46.050317] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-12-26T20:28:46.050438] [INFO ] [sig       ] OPFI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:46.189550] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OPFI.txt
[2025-12-26T20:28:46.189720] [INFO ] [sig       ] [2375/3548] Completed OPFI in 0.3s | 2.89 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-26T20:28:46.189761] [INFO ] [sig       ] [2376/3548] Forecasting OPK...
[2025-12-26T20:28:46.189790] [INFO ] [sig       ] Generating forecast for: OPK
[2025-12-26T20:28:46.189820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2025-12-26T20:28:46.200772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2025-12-26T20:28:46.201126] [INFO ] [FORECASTER] Starting predict_future for OPK
[2025-12-26T20:28:46.201909] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2025-12-26T20:28:46.201960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:46.202016] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:46.202044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:46.202102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:46.259591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:46.260443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:46.260527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:46.260560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:46.378910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:46.379061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:46.379103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:46.379131] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:46.382456] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: UP (p=92.59%)
[2025-12-26T20:28:46.382738] [INFO ] [FORECASTER] Completed predict_future for OPK
[2025-12-26T20:28:46.382860] [INFO ] [sig       ] OPK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:46.525350] [INFO ] [LOCAL     ] Saved forecast: OPK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OPK.txt
[2025-12-26T20:28:46.525496] [INFO ] [sig       ] [2376/3548] Completed OPK in 0.3s | 2.89 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-26T20:28:46.525536] [INFO ] [sig       ] [2377/3548] Forecasting OPP...
[2025-12-26T20:28:46.525563] [INFO ] [sig       ] Generating forecast for: OPP
[2025-12-26T20:28:46.525614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-12-26T20:28:46.537248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2025-12-26T20:28:46.537651] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-12-26T20:28:46.538430] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-12-26T20:28:46.538481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:46.538513] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:46.538539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:46.538618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:46.594884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:46.595758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:46.595839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:46.595871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:46.714390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:46.714557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:46.714640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:46.714671] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:46.718239] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=88.04%)
[2025-12-26T20:28:46.718560] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-12-26T20:28:46.718722] [INFO ] [sig       ] OPP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:46.867462] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OPP.txt
[2025-12-26T20:28:46.867639] [INFO ] [sig       ] [2377/3548] Completed OPP in 0.3s | 2.89 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-26T20:28:46.867681] [INFO ] [sig       ] [2378/3548] Forecasting OPRA...
[2025-12-26T20:28:46.867711] [INFO ] [sig       ] Generating forecast for: OPRA
[2025-12-26T20:28:46.867742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2025-12-26T20:28:46.879487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2025-12-26T20:28:46.879907] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2025-12-26T20:28:46.880716] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2025-12-26T20:28:46.880768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:46.880800] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:46.880827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:46.880888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:46.939310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:46.940206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:46.940298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:46.940332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:47.061230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:47.061387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:47.061432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:47.061462] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:47.064929] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: UP (p=93.87%)
[2025-12-26T20:28:47.065226] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2025-12-26T20:28:47.065357] [INFO ] [sig       ] OPRA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:47.212121] [INFO ] [LOCAL     ] Saved forecast: OPRA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OPRA.txt
[2025-12-26T20:28:47.212278] [INFO ] [sig       ] [2378/3548] Completed OPRA in 0.3s | 2.89 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-26T20:28:47.212316] [INFO ] [sig       ] [2379/3548] Forecasting OPRX...
[2025-12-26T20:28:47.212346] [INFO ] [sig       ] Generating forecast for: OPRX
[2025-12-26T20:28:47.212377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'.
[2025-12-26T20:28:47.223679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRX'.
[2025-12-26T20:28:47.224063] [INFO ] [FORECASTER] Starting predict_future for OPRX
[2025-12-26T20:28:47.224866] [DEBUG] [LOCAL     ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt
[2025-12-26T20:28:47.224920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:47.224951] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:47.224978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:47.225035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:47.285058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:47.286109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:47.286224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:47.286257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:47.407168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:47.407324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:47.407368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:47.407431] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:47.410961] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: DOWN (p=30.85%)
[2025-12-26T20:28:47.411259] [INFO ] [FORECASTER] Completed predict_future for OPRX
[2025-12-26T20:28:47.411389] [INFO ] [sig       ] OPRX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:47.562123] [INFO ] [LOCAL     ] Saved forecast: OPRX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OPRX.txt
[2025-12-26T20:28:47.562284] [INFO ] [sig       ] [2379/3548] Completed OPRX in 0.3s | 2.89 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-26T20:28:47.562324] [INFO ] [sig       ] [2380/3548] Forecasting OPTX...
[2025-12-26T20:28:47.562354] [INFO ] [sig       ] Generating forecast for: OPTX
[2025-12-26T20:28:47.562386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2025-12-26T20:28:47.574804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2025-12-26T20:28:47.575113] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2025-12-26T20:28:47.575893] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2025-12-26T20:28:47.575945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:47.575976] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:47.576003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:47.576061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:47.634947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:47.636113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:47.636198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:47.636230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:47.755629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:47.755786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:47.755829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:47.755856] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:47.759241] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: UP (p=73.93%)
[2025-12-26T20:28:47.759518] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2025-12-26T20:28:47.759659] [INFO ] [sig       ] OPTX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:47.902783] [INFO ] [LOCAL     ] Saved forecast: OPTX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OPTX.txt
[2025-12-26T20:28:47.902955] [INFO ] [sig       ] [2380/3548] Completed OPTX in 0.3s | 2.89 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-26T20:28:47.902999] [INFO ] [sig       ] [2381/3548] Forecasting OPXS...
[2025-12-26T20:28:47.903030] [INFO ] [sig       ] Generating forecast for: OPXS
[2025-12-26T20:28:47.903063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2025-12-26T20:28:47.914138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2025-12-26T20:28:47.914441] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2025-12-26T20:28:47.915243] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2025-12-26T20:28:47.915294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:47.915351] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:47.915379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:47.915438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:47.974730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:47.975696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:47.975795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:47.975827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:48.095219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:48.095377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:48.095421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:48.095451] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:48.098878] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: UP (p=84.60%)
[2025-12-26T20:28:48.099184] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2025-12-26T20:28:48.099310] [INFO ] [sig       ] OPXS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:48.248591] [INFO ] [LOCAL     ] Saved forecast: OPXS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OPXS.txt
[2025-12-26T20:28:48.248752] [INFO ] [sig       ] [2381/3548] Completed OPXS in 0.3s | 2.89 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-26T20:28:48.248794] [INFO ] [sig       ] [2382/3548] Forecasting ORA...
[2025-12-26T20:28:48.248825] [INFO ] [sig       ] Generating forecast for: ORA
[2025-12-26T20:28:48.248864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-12-26T20:28:48.261076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2025-12-26T20:28:48.261457] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-12-26T20:28:48.262271] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-12-26T20:28:48.262325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:48.262357] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:48.262385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:48.262444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:48.326991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:48.327994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:48.328093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:48.328131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:48.463788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:48.463946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:48.463988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:48.464016] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:48.467414] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: DOWN (p=45.95%)
[2025-12-26T20:28:48.467718] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-12-26T20:28:48.467846] [INFO ] [sig       ] ORA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:48.612751] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ORA.txt
[2025-12-26T20:28:48.612912] [INFO ] [sig       ] [2382/3548] Completed ORA in 0.4s | 2.89 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-26T20:28:48.612951] [INFO ] [sig       ] [2383/3548] Forecasting ORC...
[2025-12-26T20:28:48.612980] [INFO ] [sig       ] Generating forecast for: ORC
[2025-12-26T20:28:48.613011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-12-26T20:28:48.623795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2025-12-26T20:28:48.624170] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-12-26T20:28:48.624957] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-12-26T20:28:48.625009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:48.625041] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:48.625067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:48.625125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:48.682899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:48.683556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:48.683837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:48.683870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:48.804477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:48.804650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:48.804697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:48.804725] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:48.808104] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=96.23%)
[2025-12-26T20:28:48.808376] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-12-26T20:28:48.808498] [INFO ] [sig       ] ORC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:48.949857] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ORC.txt
[2025-12-26T20:28:48.949998] [INFO ] [sig       ] [2383/3548] Completed ORC in 0.3s | 2.89 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-26T20:28:48.950037] [INFO ] [sig       ] [2384/3548] Forecasting ORGO...
[2025-12-26T20:28:48.950065] [INFO ] [sig       ] Generating forecast for: ORGO
[2025-12-26T20:28:48.950094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2025-12-26T20:28:48.961114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2025-12-26T20:28:48.961442] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2025-12-26T20:28:48.962226] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2025-12-26T20:28:48.962278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:48.962310] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:48.962337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:48.962399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:49.018825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:49.019597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:49.019677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:49.019709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:49.137941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:49.138095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:49.138137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:49.138166] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:49.141701] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2025-12-26T20:28:49.141990] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2025-12-26T20:28:49.142121] [INFO ] [sig       ] ORGO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:49.281335] [INFO ] [LOCAL     ] Saved forecast: ORGO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ORGO.txt
[2025-12-26T20:28:49.281475] [INFO ] [sig       ] [2384/3548] Completed ORGO in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-26T20:28:49.281514] [INFO ] [sig       ] [2385/3548] Forecasting ORIC...
[2025-12-26T20:28:49.281550] [INFO ] [sig       ] Generating forecast for: ORIC
[2025-12-26T20:28:49.281600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2025-12-26T20:28:49.292260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2025-12-26T20:28:49.292599] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2025-12-26T20:28:49.293370] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2025-12-26T20:28:49.293422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:49.293453] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:49.293480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:49.293537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:49.349729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:49.350443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:49.350527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:49.350560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:49.470280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:49.470429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:49.470472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:49.470503] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:49.473877] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: DOWN (p=8.80%)
[2025-12-26T20:28:49.474146] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2025-12-26T20:28:49.474268] [INFO ] [sig       ] ORIC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:49.613351] [INFO ] [LOCAL     ] Saved forecast: ORIC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ORIC.txt
[2025-12-26T20:28:49.613494] [INFO ] [sig       ] [2385/3548] Completed ORIC in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-26T20:28:49.613532] [INFO ] [sig       ] [2386/3548] Forecasting ORKA...
[2025-12-26T20:28:49.613561] [INFO ] [sig       ] Generating forecast for: ORKA
[2025-12-26T20:28:49.613611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2025-12-26T20:28:49.624444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2025-12-26T20:28:49.624812] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2025-12-26T20:28:49.625616] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2025-12-26T20:28:49.625667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:49.625697] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:49.625725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:49.625783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:49.681693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:49.682354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:49.682482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:49.682520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:49.805754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:49.805906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:49.805949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:49.805978] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:49.809359] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: DOWN (p=18.71%)
[2025-12-26T20:28:49.809658] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2025-12-26T20:28:49.809785] [INFO ] [sig       ] ORKA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:49.951218] [INFO ] [LOCAL     ] Saved forecast: ORKA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ORKA.txt
[2025-12-26T20:28:49.951356] [INFO ] [sig       ] [2386/3548] Completed ORKA in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-26T20:28:49.951394] [INFO ] [sig       ] [2387/3548] Forecasting ORLY...
[2025-12-26T20:28:49.951423] [INFO ] [sig       ] Generating forecast for: ORLY
[2025-12-26T20:28:49.951453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2025-12-26T20:28:49.962009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2025-12-26T20:28:49.962332] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2025-12-26T20:28:49.963109] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2025-12-26T20:28:49.963160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:49.963190] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:49.963217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:49.963275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:50.019385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:50.020129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:50.020206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:50.020239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:50.142537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:50.142739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:50.142783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:50.142811] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:50.146278] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: DOWN (p=1.51%)
[2025-12-26T20:28:50.146559] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2025-12-26T20:28:50.146714] [INFO ] [sig       ] ORLY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:50.284818] [INFO ] [LOCAL     ] Saved forecast: ORLY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ORLY.txt
[2025-12-26T20:28:50.284963] [INFO ] [sig       ] [2387/3548] Completed ORLY in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-26T20:28:50.285001] [INFO ] [sig       ] [2388/3548] Forecasting ORMP...
[2025-12-26T20:28:50.285031] [INFO ] [sig       ] Generating forecast for: ORMP
[2025-12-26T20:28:50.285061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2025-12-26T20:28:50.296713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2025-12-26T20:28:50.297144] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2025-12-26T20:28:50.297970] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2025-12-26T20:28:50.298023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:50.298056] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:50.298084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:50.298143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:50.354825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:50.355726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:50.355809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:50.355841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:50.471070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:50.471226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:50.471268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:50.471334] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:50.474814] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: DOWN (p=7.87%)
[2025-12-26T20:28:50.475081] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2025-12-26T20:28:50.475207] [INFO ] [sig       ] ORMP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:50.628254] [INFO ] [LOCAL     ] Saved forecast: ORMP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ORMP.txt
[2025-12-26T20:28:50.628374] [INFO ] [sig       ] [2388/3548] Completed ORMP in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-26T20:28:50.628412] [INFO ] [sig       ] [2389/3548] Forecasting ORN...
[2025-12-26T20:28:50.628441] [INFO ] [sig       ] Generating forecast for: ORN
[2025-12-26T20:28:50.628470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-12-26T20:28:50.640713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2025-12-26T20:28:50.641082] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-12-26T20:28:50.641890] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-12-26T20:28:50.641940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:50.641971] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:50.641997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:50.642054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:50.697940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:50.698650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:50.698727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:50.698758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:50.817186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:50.817335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:50.817376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:50.817406] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:50.820881] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: DOWN (p=44.11%)
[2025-12-26T20:28:50.821150] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-12-26T20:28:50.821273] [INFO ] [sig       ] ORN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:50.959871] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ORN.txt
[2025-12-26T20:28:50.960018] [INFO ] [sig       ] [2389/3548] Completed ORN in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-26T20:28:50.960056] [INFO ] [sig       ] [2390/3548] Forecasting ORRF...
[2025-12-26T20:28:50.960086] [INFO ] [sig       ] Generating forecast for: ORRF
[2025-12-26T20:28:50.960114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2025-12-26T20:28:50.971096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2025-12-26T20:28:50.971449] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2025-12-26T20:28:50.972244] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2025-12-26T20:28:50.972294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:50.972325] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:50.972351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:50.972408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:51.028283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:51.029044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:51.029126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:51.029195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:51.153105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:51.153272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:51.153314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:51.153343] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:51.156835] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: UP (p=74.68%)
[2025-12-26T20:28:51.157114] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2025-12-26T20:28:51.157239] [INFO ] [sig       ] ORRF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:51.296075] [INFO ] [LOCAL     ] Saved forecast: ORRF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ORRF.txt
[2025-12-26T20:28:51.296207] [INFO ] [sig       ] [2390/3548] Completed ORRF in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-26T20:28:51.296245] [INFO ] [sig       ] [2391/3548] Forecasting OS...
[2025-12-26T20:28:51.296275] [INFO ] [sig       ] Generating forecast for: OS
[2025-12-26T20:28:51.296306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2025-12-26T20:28:51.307265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2025-12-26T20:28:51.307665] [INFO ] [FORECASTER] Starting predict_future for OS
[2025-12-26T20:28:51.308421] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2025-12-26T20:28:51.308472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:51.308502] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:51.308529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:51.308607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:51.364736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:51.365481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:51.365561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:51.365611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:51.486798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:51.486959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:51.487001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:51.487029] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:51.490538] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: UP (p=79.72%)
[2025-12-26T20:28:51.490862] [INFO ] [FORECASTER] Completed predict_future for OS
[2025-12-26T20:28:51.490993] [INFO ] [sig       ] OS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:51.632132] [INFO ] [LOCAL     ] Saved forecast: OS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OS.txt
[2025-12-26T20:28:51.632268] [INFO ] [sig       ] [2391/3548] Completed OS in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-26T20:28:51.632307] [INFO ] [sig       ] [2392/3548] Forecasting OSBC...
[2025-12-26T20:28:51.632336] [INFO ] [sig       ] Generating forecast for: OSBC
[2025-12-26T20:28:51.632364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2025-12-26T20:28:51.643665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2025-12-26T20:28:51.644008] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2025-12-26T20:28:51.644782] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2025-12-26T20:28:51.644832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:51.644864] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:51.644931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:51.644991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:51.700668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:51.701299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:51.701373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:51.701405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:51.816685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:51.817035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:51.817076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:51.817104] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:51.821181] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-12-26T20:28:51.821451] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2025-12-26T20:28:51.821605] [INFO ] [sig       ] OSBC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:51.963815] [INFO ] [LOCAL     ] Saved forecast: OSBC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OSBC.txt
[2025-12-26T20:28:51.963949] [INFO ] [sig       ] [2392/3548] Completed OSBC in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-26T20:28:51.963987] [INFO ] [sig       ] [2393/3548] Forecasting OSIS...
[2025-12-26T20:28:51.964016] [INFO ] [sig       ] Generating forecast for: OSIS
[2025-12-26T20:28:51.964047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2025-12-26T20:28:51.975075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2025-12-26T20:28:51.975449] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2025-12-26T20:28:51.976219] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2025-12-26T20:28:51.976270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:51.976328] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:51.976356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:51.976414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:52.032089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:52.032809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:52.032888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:52.032920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:52.153407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:52.153564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:52.153627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:52.153656] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:52.156975] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=9.11%)
[2025-12-26T20:28:52.157240] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2025-12-26T20:28:52.157358] [INFO ] [sig       ] OSIS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:52.296390] [INFO ] [LOCAL     ] Saved forecast: OSIS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OSIS.txt
[2025-12-26T20:28:52.296523] [INFO ] [sig       ] [2393/3548] Completed OSIS in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-26T20:28:52.296561] [INFO ] [sig       ] [2394/3548] Forecasting OSPN...
[2025-12-26T20:28:52.296608] [INFO ] [sig       ] Generating forecast for: OSPN
[2025-12-26T20:28:52.296639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2025-12-26T20:28:52.308074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2025-12-26T20:28:52.308414] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2025-12-26T20:28:52.309237] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2025-12-26T20:28:52.309290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:52.309321] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:52.309347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:52.309408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:52.365412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:52.366088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:52.366169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:52.366200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:52.484798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:52.484951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:52.484994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:52.485022] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:52.488402] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: DOWN (p=41.92%)
[2025-12-26T20:28:52.488725] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2025-12-26T20:28:52.488847] [INFO ] [sig       ] OSPN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:52.630864] [INFO ] [LOCAL     ] Saved forecast: OSPN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OSPN.txt
[2025-12-26T20:28:52.631000] [INFO ] [sig       ] [2394/3548] Completed OSPN in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-26T20:28:52.631040] [INFO ] [sig       ] [2395/3548] Forecasting OSS...
[2025-12-26T20:28:52.631068] [INFO ] [sig       ] Generating forecast for: OSS
[2025-12-26T20:28:52.631097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2025-12-26T20:28:52.642693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2025-12-26T20:28:52.643031] [INFO ] [FORECASTER] Starting predict_future for OSS
[2025-12-26T20:28:52.643803] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2025-12-26T20:28:52.643854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:52.643887] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:52.643914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:52.643971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:52.699717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:52.700366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:52.700442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:52.700473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:52.814488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:52.814655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:52.814699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:52.814728] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:52.818048] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2025-12-26T20:28:52.818314] [INFO ] [FORECASTER] Completed predict_future for OSS
[2025-12-26T20:28:52.818434] [INFO ] [sig       ] OSS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:52.957159] [INFO ] [LOCAL     ] Saved forecast: OSS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OSS.txt
[2025-12-26T20:28:52.957287] [INFO ] [sig       ] [2395/3548] Completed OSS in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-26T20:28:52.957325] [INFO ] [sig       ] [2396/3548] Forecasting OTEX...
[2025-12-26T20:28:52.957353] [INFO ] [sig       ] Generating forecast for: OTEX
[2025-12-26T20:28:52.957402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2025-12-26T20:28:52.972135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2025-12-26T20:28:52.972691] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2025-12-26T20:28:52.973719] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2025-12-26T20:28:52.973780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:52.973817] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:52.973849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:52.973928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:53.036797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:53.037703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:53.037786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:53.037817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:53.161518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:53.161712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:53.161759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:53.161826] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:53.165259] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: UP (p=50.15%)
[2025-12-26T20:28:53.165592] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2025-12-26T20:28:53.165734] [INFO ] [sig       ] OTEX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:53.307100] [INFO ] [LOCAL     ] Saved forecast: OTEX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OTEX.txt
[2025-12-26T20:28:53.307237] [INFO ] [sig       ] [2396/3548] Completed OTEX in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-26T20:28:53.307276] [INFO ] [sig       ] [2397/3548] Forecasting OTIS...
[2025-12-26T20:28:53.307305] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-12-26T20:28:53.307335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-12-26T20:28:53.318523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2025-12-26T20:28:53.318904] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-12-26T20:28:53.319682] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-12-26T20:28:53.319732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:53.319764] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:53.319790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:53.319847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:53.375907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:53.376596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:53.376674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:53.376705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:53.496627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:53.496787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:53.496829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:53.496857] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:53.500244] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2025-12-26T20:28:53.500512] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-12-26T20:28:53.500690] [INFO ] [sig       ] OTIS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:53.645689] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OTIS.txt
[2025-12-26T20:28:53.645856] [INFO ] [sig       ] [2397/3548] Completed OTIS in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-26T20:28:53.645896] [INFO ] [sig       ] [2398/3548] Forecasting OTLY...
[2025-12-26T20:28:53.645925] [INFO ] [sig       ] Generating forecast for: OTLY
[2025-12-26T20:28:53.645958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2025-12-26T20:28:53.657989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2025-12-26T20:28:53.658395] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2025-12-26T20:28:53.659214] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2025-12-26T20:28:53.659267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:53.659298] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:53.659324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:53.659383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:53.716676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:53.717561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:53.717662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:53.717694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:53.836761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:53.836913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:53.836957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:53.836987] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:53.840516] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: UP (p=79.60%)
[2025-12-26T20:28:53.840801] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2025-12-26T20:28:53.840922] [INFO ] [sig       ] OTLY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:53.996077] [INFO ] [LOCAL     ] Saved forecast: OTLY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OTLY.txt
[2025-12-26T20:28:53.996293] [INFO ] [sig       ] [2398/3548] Completed OTLY in 0.4s | 2.89 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-26T20:28:53.996348] [INFO ] [sig       ] [2399/3548] Forecasting OVID...
[2025-12-26T20:28:53.996389] [INFO ] [sig       ] Generating forecast for: OVID
[2025-12-26T20:28:53.996433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2025-12-26T20:28:54.011327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2025-12-26T20:28:54.011780] [INFO ] [FORECASTER] Starting predict_future for OVID
[2025-12-26T20:28:54.012565] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2025-12-26T20:28:54.012637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:54.012670] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:54.012698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:54.012756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:54.069441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:54.070313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:54.070401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:54.070433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:54.191139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:54.191293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:54.191336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:54.191366] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:54.194852] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: UP (p=66.52%)
[2025-12-26T20:28:54.195174] [INFO ] [FORECASTER] Completed predict_future for OVID
[2025-12-26T20:28:54.195311] [INFO ] [sig       ] OVID: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:54.341413] [INFO ] [LOCAL     ] Saved forecast: OVID	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OVID.txt
[2025-12-26T20:28:54.341551] [INFO ] [sig       ] [2399/3548] Completed OVID in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-26T20:28:54.341620] [INFO ] [sig       ] [2400/3548] Forecasting OVLY...
[2025-12-26T20:28:54.341658] [INFO ] [sig       ] Generating forecast for: OVLY
[2025-12-26T20:28:54.341697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2025-12-26T20:28:54.352031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2025-12-26T20:28:54.352376] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2025-12-26T20:28:54.353180] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2025-12-26T20:28:54.353233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:54.353265] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:54.353292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:54.353351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:54.411225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:54.412101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:54.412183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:54.412216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:54.523299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:54.523452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:54.523494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:54.523524] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:54.526879] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-26T20:28:54.527145] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2025-12-26T20:28:54.527267] [INFO ] [sig       ] OVLY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:54.666658] [INFO ] [LOCAL     ] Saved forecast: OVLY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OVLY.txt
[2025-12-26T20:28:54.666797] [INFO ] [sig       ] [2400/3548] Completed OVLY in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-26T20:28:54.666837] [INFO ] [sig       ] [2401/3548] Forecasting OWL...
[2025-12-26T20:28:54.666866] [INFO ] [sig       ] Generating forecast for: OWL
[2025-12-26T20:28:54.666897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-12-26T20:28:54.677964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2025-12-26T20:28:54.678323] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-12-26T20:28:54.679135] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-12-26T20:28:54.679189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:54.679221] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:54.679248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:54.679307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:54.734818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:54.735528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:54.735644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:54.735701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:54.853815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:54.853972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:54.854014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:54.854043] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:54.857371] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2025-12-26T20:28:54.857660] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-12-26T20:28:54.857782] [INFO ] [sig       ] OWL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:54.998119] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OWL.txt
[2025-12-26T20:28:54.998276] [INFO ] [sig       ] [2401/3548] Completed OWL in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-26T20:28:54.998314] [INFO ] [sig       ] [2402/3548] Forecasting OXLC...
[2025-12-26T20:28:54.998342] [INFO ] [sig       ] Generating forecast for: OXLC
[2025-12-26T20:28:54.998373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2025-12-26T20:28:55.009712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2025-12-26T20:28:55.010095] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2025-12-26T20:28:55.010923] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2025-12-26T20:28:55.010974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:55.011004] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:55.011030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:55.011086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:55.067526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:55.068418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:55.068501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:55.068534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:55.190494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:55.190678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:55.190730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:55.190760] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:55.194094] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: UP (p=51.57%)
[2025-12-26T20:28:55.194369] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2025-12-26T20:28:55.194490] [INFO ] [sig       ] OXLC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:55.336602] [INFO ] [LOCAL     ] Saved forecast: OXLC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OXLC.txt
[2025-12-26T20:28:55.336750] [INFO ] [sig       ] [2402/3548] Completed OXLC in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-26T20:28:55.336789] [INFO ] [sig       ] [2403/3548] Forecasting OXM...
[2025-12-26T20:28:55.336819] [INFO ] [sig       ] Generating forecast for: OXM
[2025-12-26T20:28:55.336850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-12-26T20:28:55.347956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2025-12-26T20:28:55.348307] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-12-26T20:28:55.349114] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-12-26T20:28:55.349165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:55.349195] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:55.349221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:55.349278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:55.405209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:55.406073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:55.406186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:55.406219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:55.527952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:55.528111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:55.528153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:55.528183] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:55.531548] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: UP (p=84.15%)
[2025-12-26T20:28:55.531840] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-12-26T20:28:55.531962] [INFO ] [sig       ] OXM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:55.687277] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OXM.txt
[2025-12-26T20:28:55.687433] [INFO ] [sig       ] [2403/3548] Completed OXM in 0.4s | 2.89 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-26T20:28:55.687472] [INFO ] [sig       ] [2404/3548] Forecasting OXSQ...
[2025-12-26T20:28:55.687502] [INFO ] [sig       ] Generating forecast for: OXSQ
[2025-12-26T20:28:55.687533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2025-12-26T20:28:55.698693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2025-12-26T20:28:55.699126] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2025-12-26T20:28:55.699931] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2025-12-26T20:28:55.699983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:55.700015] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:55.700041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:55.700098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:55.758107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:55.759024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:55.759113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:55.759146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:55.879307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:55.879466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:55.879509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:55.879541] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:55.883024] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: UP (p=92.46%)
[2025-12-26T20:28:55.883324] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2025-12-26T20:28:55.883464] [INFO ] [sig       ] OXSQ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:56.027352] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OXSQ.txt
[2025-12-26T20:28:56.027507] [INFO ] [sig       ] [2404/3548] Completed OXSQ in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-26T20:28:56.027547] [INFO ] [sig       ] [2405/3548] Forecasting OZEM...
[2025-12-26T20:28:56.027600] [INFO ] [sig       ] Generating forecast for: OZEM
[2025-12-26T20:28:56.027638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2025-12-26T20:28:56.038525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2025-12-26T20:28:56.038954] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2025-12-26T20:28:56.039781] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2025-12-26T20:28:56.039863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:56.039896] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:56.039922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:56.039979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:56.097349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:56.098218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:56.098299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:56.098332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:56.206542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:56.206711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:56.206753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:56.206783] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:56.210303] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: UP (p=83.03%)
[2025-12-26T20:28:56.210606] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2025-12-26T20:28:56.210737] [INFO ] [sig       ] OZEM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:56.351992] [INFO ] [LOCAL     ] Saved forecast: OZEM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OZEM.txt
[2025-12-26T20:28:56.352135] [INFO ] [sig       ] [2405/3548] Completed OZEM in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-26T20:28:56.352174] [INFO ] [sig       ] [2406/3548] Forecasting OZK...
[2025-12-26T20:28:56.352203] [INFO ] [sig       ] Generating forecast for: OZK
[2025-12-26T20:28:56.352233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2025-12-26T20:28:56.363412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2025-12-26T20:28:56.363792] [INFO ] [FORECASTER] Starting predict_future for OZK
[2025-12-26T20:28:56.364570] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2025-12-26T20:28:56.364676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:56.364715] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:56.364749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:56.364815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:56.421209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:56.422030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:56.422110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:56.422142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:56.543204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:56.543364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:56.543406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:56.543435] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:56.546823] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: UP (p=93.20%)
[2025-12-26T20:28:56.547103] [INFO ] [FORECASTER] Completed predict_future for OZK
[2025-12-26T20:28:56.547232] [INFO ] [sig       ] OZK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:56.688419] [INFO ] [LOCAL     ] Saved forecast: OZK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/OZK.txt
[2025-12-26T20:28:56.688619] [INFO ] [sig       ] [2406/3548] Completed OZK in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-26T20:28:56.688661] [INFO ] [sig       ] [2407/3548] Forecasting OZKAP...
[2025-12-26T20:28:56.688691] [INFO ] [sig       ] Generating forecast for: OZKAP
[2025-12-26T20:28:56.688723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2025-12-26T20:28:56.699784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2025-12-26T20:28:56.700173] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2025-12-26T20:28:56.700997] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2025-12-26T20:28:56.701049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:56.701080] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:56.701105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:56.701167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:56.757527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:56.758415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:56.758502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:56.758535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:56.874895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:56.875044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:56.875090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:56.875119] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:56.878544] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: DOWN (p=13.20%)
[2025-12-26T20:28:56.878856] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2025-12-26T20:28:56.879008] [INFO ] [sig       ] OZKAP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:57.021331] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/OZKAP.txt
[2025-12-26T20:28:57.021487] [INFO ] [sig       ] [2407/3548] Completed OZKAP in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-26T20:28:57.021527] [INFO ] [sig       ] [2408/3548] Forecasting PAA...
[2025-12-26T20:28:57.021556] [INFO ] [sig       ] Generating forecast for: PAA
[2025-12-26T20:28:57.021606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2025-12-26T20:28:57.033068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2025-12-26T20:28:57.033443] [INFO ] [FORECASTER] Starting predict_future for PAA
[2025-12-26T20:28:57.034235] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2025-12-26T20:28:57.034288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:57.034319] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:57.034345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:57.034403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:57.091383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:57.092260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:57.092343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:57.092375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:57.211901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:57.212056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:57.212099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:57.212126] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:57.215612] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: UP (p=60.69%)
[2025-12-26T20:28:57.215904] [INFO ] [FORECASTER] Completed predict_future for PAA
[2025-12-26T20:28:57.216031] [INFO ] [sig       ] PAA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:57.358023] [INFO ] [LOCAL     ] Saved forecast: PAA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PAA.txt
[2025-12-26T20:28:57.358151] [INFO ] [sig       ] [2408/3548] Completed PAA in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-26T20:28:57.358204] [INFO ] [sig       ] [2409/3548] Forecasting PAAS...
[2025-12-26T20:28:57.358235] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-12-26T20:28:57.358265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-12-26T20:28:57.369243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2025-12-26T20:28:57.369558] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-12-26T20:28:57.370329] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-12-26T20:28:57.370380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:57.370411] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:57.370437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:57.370494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:57.430874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:57.431636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:57.431713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:57.431751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:57.555290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:57.555442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:57.555483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:57.555512] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:57.558857] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: DOWN (p=31.00%)
[2025-12-26T20:28:57.559146] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-12-26T20:28:57.559267] [INFO ] [sig       ] PAAS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:57.698669] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PAAS.txt
[2025-12-26T20:28:57.698782] [INFO ] [sig       ] [2409/3548] Completed PAAS in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-26T20:28:57.698819] [INFO ] [sig       ] [2410/3548] Forecasting PAC...
[2025-12-26T20:28:57.698848] [INFO ] [sig       ] Generating forecast for: PAC
[2025-12-26T20:28:57.698877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-12-26T20:28:57.710392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2025-12-26T20:28:57.710734] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-12-26T20:28:57.711509] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-12-26T20:28:57.711561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:57.711675] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:57.711708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:57.711769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:57.769497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:57.770289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:57.770372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:57.770406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:57.893257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:57.893415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:57.893460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:57.893489] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:57.896869] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: UP (p=62.69%)
[2025-12-26T20:28:57.897184] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-12-26T20:28:57.897306] [INFO ] [sig       ] PAC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:58.048783] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PAC.txt
[2025-12-26T20:28:58.048957] [INFO ] [sig       ] [2410/3548] Completed PAC in 0.4s | 2.89 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-26T20:28:58.049001] [INFO ] [sig       ] [2411/3548] Forecasting PACB...
[2025-12-26T20:28:58.049033] [INFO ] [sig       ] Generating forecast for: PACB
[2025-12-26T20:28:58.049066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2025-12-26T20:28:58.060522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2025-12-26T20:28:58.060866] [INFO ] [FORECASTER] Starting predict_future for PACB
[2025-12-26T20:28:58.061639] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2025-12-26T20:28:58.061690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:58.061721] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:58.061748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:58.061805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:58.118818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:58.119469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:58.119546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:58.119595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:58.238382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:58.238525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:58.238582] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:58.238613] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:58.241927] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: UP (p=96.23%)
[2025-12-26T20:28:58.242199] [INFO ] [FORECASTER] Completed predict_future for PACB
[2025-12-26T20:28:58.242319] [INFO ] [sig       ] PACB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:58.383068] [INFO ] [LOCAL     ] Saved forecast: PACB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PACB.txt
[2025-12-26T20:28:58.383195] [INFO ] [sig       ] [2411/3548] Completed PACB in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-26T20:28:58.383232] [INFO ] [sig       ] [2412/3548] Forecasting PACK...
[2025-12-26T20:28:58.383262] [INFO ] [sig       ] Generating forecast for: PACK
[2025-12-26T20:28:58.383291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-12-26T20:28:58.394361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2025-12-26T20:28:58.394688] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-12-26T20:28:58.395435] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-12-26T20:28:58.395487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:58.395518] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:58.395546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:58.395625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:58.452565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:58.453388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:58.453471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:58.453505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:58.577550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:58.577720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:58.577801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:58.577833] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:58.581400] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: DOWN (p=18.30%)
[2025-12-26T20:28:58.581750] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-12-26T20:28:58.581887] [INFO ] [sig       ] PACK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:28:58.724846] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PACK.txt
[2025-12-26T20:28:58.724975] [INFO ] [sig       ] [2412/3548] Completed PACK in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-26T20:28:58.725013] [INFO ] [sig       ] [2413/3548] Forecasting PAGP...
[2025-12-26T20:28:58.725043] [INFO ] [sig       ] Generating forecast for: PAGP
[2025-12-26T20:28:58.725072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2025-12-26T20:28:58.736993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2025-12-26T20:28:58.737371] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2025-12-26T20:28:58.738201] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2025-12-26T20:28:58.738254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:58.738286] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:58.738311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:58.738370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:58.795808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:58.796525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:58.796626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:58.796661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:58.919675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:58.919830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:58.919872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:58.919946] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:58.923363] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: UP (p=56.32%)
[2025-12-26T20:28:58.923657] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2025-12-26T20:28:58.923790] [INFO ] [sig       ] PAGP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:59.064314] [INFO ] [LOCAL     ] Saved forecast: PAGP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PAGP.txt
[2025-12-26T20:28:59.064444] [INFO ] [sig       ] [2413/3548] Completed PAGP in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-26T20:28:59.064482] [INFO ] [sig       ] [2414/3548] Forecasting PAGS...
[2025-12-26T20:28:59.064512] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-12-26T20:28:59.064542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-12-26T20:28:59.075387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2025-12-26T20:28:59.075738] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-12-26T20:28:59.076509] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-12-26T20:28:59.076561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:59.076615] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:59.076642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:59.076701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:59.134620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:59.135521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:59.135626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:59.135662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:59.257651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:59.257811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:59.257854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:59.257883] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:59.261360] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: UP (p=88.74%)
[2025-12-26T20:28:59.261685] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-12-26T20:28:59.261816] [INFO ] [sig       ] PAGS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:59.404905] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PAGS.txt
[2025-12-26T20:28:59.405037] [INFO ] [sig       ] [2414/3548] Completed PAGS in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-26T20:28:59.405076] [INFO ] [sig       ] [2415/3548] Forecasting PAHC...
[2025-12-26T20:28:59.405105] [INFO ] [sig       ] Generating forecast for: PAHC
[2025-12-26T20:28:59.405135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2025-12-26T20:28:59.416261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2025-12-26T20:28:59.416627] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2025-12-26T20:28:59.417379] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2025-12-26T20:28:59.417430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:59.417460] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:59.417486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:59.417545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:59.473598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:59.474275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:59.474352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:59.474384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:59.591452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:59.591620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:59.591664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:59.591694] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:59.595007] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: UP (p=99.36%)
[2025-12-26T20:28:59.595278] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2025-12-26T20:28:59.595399] [INFO ] [sig       ] PAHC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:28:59.737188] [INFO ] [LOCAL     ] Saved forecast: PAHC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PAHC.txt
[2025-12-26T20:28:59.737349] [INFO ] [sig       ] [2415/3548] Completed PAHC in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-26T20:28:59.737389] [INFO ] [sig       ] [2416/3548] Forecasting PAL...
[2025-12-26T20:28:59.737421] [INFO ] [sig       ] Generating forecast for: PAL
[2025-12-26T20:28:59.737452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2025-12-26T20:28:59.751343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2025-12-26T20:28:59.751766] [INFO ] [FORECASTER] Starting predict_future for PAL
[2025-12-26T20:28:59.752609] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2025-12-26T20:28:59.752666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:28:59.752724] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:28:59.752753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:28:59.752811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:28:59.811856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:28:59.812746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:28:59.812844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:28:59.812882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:28:59.936341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:28:59.936520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:28:59.936591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:28:59.936630] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:28:59.940280] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: UP (p=72.28%)
[2025-12-26T20:28:59.940554] [INFO ] [FORECASTER] Completed predict_future for PAL
[2025-12-26T20:28:59.940698] [INFO ] [sig       ] PAL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:00.087376] [INFO ] [LOCAL     ] Saved forecast: PAL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PAL.txt
[2025-12-26T20:29:00.087516] [INFO ] [sig       ] [2416/3548] Completed PAL in 0.4s | 2.89 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-26T20:29:00.087555] [INFO ] [sig       ] [2417/3548] Forecasting PAM...
[2025-12-26T20:29:00.087605] [INFO ] [sig       ] Generating forecast for: PAM
[2025-12-26T20:29:00.087636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-12-26T20:29:00.098981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2025-12-26T20:29:00.099405] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-12-26T20:29:00.100226] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-12-26T20:29:00.100279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:00.100310] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:00.100337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:00.100395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:00.168009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:00.168929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:00.169014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:00.169046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:00.290545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:00.290691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:00.290733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:00.290761] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:00.294096] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: DOWN (p=19.53%)
[2025-12-26T20:29:00.294360] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-12-26T20:29:00.294480] [INFO ] [sig       ] PAM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:00.433765] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PAM.txt
[2025-12-26T20:29:00.433917] [INFO ] [sig       ] [2417/3548] Completed PAM in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-26T20:29:00.433955] [INFO ] [sig       ] [2418/3548] Forecasting PANL...
[2025-12-26T20:29:00.433984] [INFO ] [sig       ] Generating forecast for: PANL
[2025-12-26T20:29:00.434013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2025-12-26T20:29:00.445308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2025-12-26T20:29:00.445650] [INFO ] [FORECASTER] Starting predict_future for PANL
[2025-12-26T20:29:00.446415] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2025-12-26T20:29:00.446467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:00.446498] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:00.446524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:00.446605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:00.503127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:00.503749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:00.503832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:00.503863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:00.621861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:00.622033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:00.622077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:00.622106] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:00.625684] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: DOWN (p=10.76%)
[2025-12-26T20:29:00.625968] [INFO ] [FORECASTER] Completed predict_future for PANL
[2025-12-26T20:29:00.626093] [INFO ] [sig       ] PANL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:00.768412] [INFO ] [LOCAL     ] Saved forecast: PANL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PANL.txt
[2025-12-26T20:29:00.768546] [INFO ] [sig       ] [2418/3548] Completed PANL in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-26T20:29:00.768603] [INFO ] [sig       ] [2419/3548] Forecasting PASG...
[2025-12-26T20:29:00.768635] [INFO ] [sig       ] Generating forecast for: PASG
[2025-12-26T20:29:00.768665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2025-12-26T20:29:00.779464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2025-12-26T20:29:00.779838] [INFO ] [FORECASTER] Starting predict_future for PASG
[2025-12-26T20:29:00.780619] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2025-12-26T20:29:00.780670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:00.780707] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:00.780738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:00.780808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:00.838301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:00.839037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:00.839119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:00.839154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:00.955455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:00.955630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:00.955673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:00.955703] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:00.959428] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: DOWN (p=31.97%)
[2025-12-26T20:29:00.959736] [INFO ] [FORECASTER] Completed predict_future for PASG
[2025-12-26T20:29:00.959874] [INFO ] [sig       ] PASG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:01.102644] [INFO ] [LOCAL     ] Saved forecast: PASG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PASG.txt
[2025-12-26T20:29:01.102775] [INFO ] [sig       ] [2419/3548] Completed PASG in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-26T20:29:01.102830] [INFO ] [sig       ] [2420/3548] Forecasting PATH...
[2025-12-26T20:29:01.102862] [INFO ] [sig       ] Generating forecast for: PATH
[2025-12-26T20:29:01.102892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-12-26T20:29:01.114379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2025-12-26T20:29:01.114748] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-12-26T20:29:01.115522] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-12-26T20:29:01.115597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:01.115632] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:01.115659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:01.115716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:01.172812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:01.173493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:01.173631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:01.173666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:01.297395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:01.297549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:01.297611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:01.297642] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:01.301043] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=9.37%)
[2025-12-26T20:29:01.301309] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-12-26T20:29:01.301429] [INFO ] [sig       ] PATH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:01.440567] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PATH.txt
[2025-12-26T20:29:01.440732] [INFO ] [sig       ] [2420/3548] Completed PATH in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-26T20:29:01.440770] [INFO ] [sig       ] [2421/3548] Forecasting PATK...
[2025-12-26T20:29:01.440799] [INFO ] [sig       ] Generating forecast for: PATK
[2025-12-26T20:29:01.440830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2025-12-26T20:29:01.454195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2025-12-26T20:29:01.454764] [INFO ] [FORECASTER] Starting predict_future for PATK
[2025-12-26T20:29:01.455794] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2025-12-26T20:29:01.455849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:01.455883] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:01.455910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:01.455970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:01.516014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:01.517193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:01.517296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:01.517329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:01.645054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:01.645222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:01.645269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:01.645298] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:01.649068] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: DOWN (p=8.40%)
[2025-12-26T20:29:01.649398] [INFO ] [FORECASTER] Completed predict_future for PATK
[2025-12-26T20:29:01.649601] [INFO ] [sig       ] PATK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:01.801943] [INFO ] [LOCAL     ] Saved forecast: PATK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PATK.txt
[2025-12-26T20:29:01.802152] [INFO ] [sig       ] [2421/3548] Completed PATK in 0.4s | 2.89 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-26T20:29:01.802204] [INFO ] [sig       ] [2422/3548] Forecasting PAX...
[2025-12-26T20:29:01.802244] [INFO ] [sig       ] Generating forecast for: PAX
[2025-12-26T20:29:01.802286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'.
[2025-12-26T20:29:01.815052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAX'.
[2025-12-26T20:29:01.815476] [INFO ] [FORECASTER] Starting predict_future for PAX
[2025-12-26T20:29:01.816337] [DEBUG] [LOCAL     ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt
[2025-12-26T20:29:01.816392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:01.816425] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:01.816454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:01.816514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:01.888804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:01.889902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:01.890004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:01.890045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:02.013309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:02.013459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:02.013503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:02.013531] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:02.016968] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: UP (p=87.92%)
[2025-12-26T20:29:02.017241] [INFO ] [FORECASTER] Completed predict_future for PAX
[2025-12-26T20:29:02.017363] [INFO ] [sig       ] PAX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:02.157135] [INFO ] [LOCAL     ] Saved forecast: PAX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PAX.txt
[2025-12-26T20:29:02.157249] [INFO ] [sig       ] [2422/3548] Completed PAX in 0.4s | 2.89 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-26T20:29:02.157287] [INFO ] [sig       ] [2423/3548] Forecasting PAXS...
[2025-12-26T20:29:02.157316] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-12-26T20:29:02.157346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-12-26T20:29:02.168248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2025-12-26T20:29:02.168549] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-12-26T20:29:02.169358] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-12-26T20:29:02.169410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:02.169441] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:02.169467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:02.169524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:02.226632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:02.227334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:02.227427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:02.227466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:02.346543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:02.346696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:02.346738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:02.346787] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:02.350135] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: UP (p=80.89%)
[2025-12-26T20:29:02.350400] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-12-26T20:29:02.350523] [INFO ] [sig       ] PAXS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:02.491481] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PAXS.txt
[2025-12-26T20:29:02.491630] [INFO ] [sig       ] [2423/3548] Completed PAXS in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-26T20:29:02.491671] [INFO ] [sig       ] [2424/3548] Forecasting PAY...
[2025-12-26T20:29:02.491701] [INFO ] [sig       ] Generating forecast for: PAY
[2025-12-26T20:29:02.491732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-12-26T20:29:02.502881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2025-12-26T20:29:02.503260] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-12-26T20:29:02.504067] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-12-26T20:29:02.504122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:02.504158] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:02.504185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:02.504243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:02.562111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:02.562741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:02.562820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:02.562853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:02.681917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:02.682067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:02.682112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:02.682140] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:02.685468] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-12-26T20:29:02.685755] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-12-26T20:29:02.685882] [INFO ] [sig       ] PAY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:02.841418] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PAY.txt
[2025-12-26T20:29:02.841593] [INFO ] [sig       ] [2424/3548] Completed PAY in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-26T20:29:02.841634] [INFO ] [sig       ] [2425/3548] Forecasting PAYC...
[2025-12-26T20:29:02.841665] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-12-26T20:29:02.841697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-12-26T20:29:02.852959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2025-12-26T20:29:02.853384] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-12-26T20:29:02.854267] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-12-26T20:29:02.854321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:02.854354] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:02.854382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:02.854442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:02.911367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:02.912066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:02.912161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:02.912193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:03.028527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:03.028661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:03.028700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:03.028732] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:03.031929] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: DOWN (p=40.77%)
[2025-12-26T20:29:03.032189] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-12-26T20:29:03.032311] [INFO ] [sig       ] PAYC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:03.176542] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PAYC.txt
[2025-12-26T20:29:03.176753] [INFO ] [sig       ] [2425/3548] Completed PAYC in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-26T20:29:03.176795] [INFO ] [sig       ] [2426/3548] Forecasting PAYO...
[2025-12-26T20:29:03.176825] [INFO ] [sig       ] Generating forecast for: PAYO
[2025-12-26T20:29:03.176856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2025-12-26T20:29:03.188178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2025-12-26T20:29:03.188499] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2025-12-26T20:29:03.189382] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2025-12-26T20:29:03.189435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:03.189467] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:03.189493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:03.189551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:03.246034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:03.246666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:03.246745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:03.246776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:03.369001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:03.369164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:03.369206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:03.369234] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:03.372724] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: UP (p=54.19%)
[2025-12-26T20:29:03.373001] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2025-12-26T20:29:03.373124] [INFO ] [sig       ] PAYO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:03.514919] [INFO ] [LOCAL     ] Saved forecast: PAYO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PAYO.txt
[2025-12-26T20:29:03.515035] [INFO ] [sig       ] [2426/3548] Completed PAYO in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-26T20:29:03.515073] [INFO ] [sig       ] [2427/3548] Forecasting PAYS...
[2025-12-26T20:29:03.515100] [INFO ] [sig       ] Generating forecast for: PAYS
[2025-12-26T20:29:03.515130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2025-12-26T20:29:03.526092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2025-12-26T20:29:03.526419] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2025-12-26T20:29:03.527203] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2025-12-26T20:29:03.527254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:03.527312] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:03.527354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:03.527424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:03.583686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:03.584320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:03.584397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:03.584428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:03.700059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:03.700207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:03.700247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:03.700275] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:03.703658] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: UP (p=84.04%)
[2025-12-26T20:29:03.703938] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2025-12-26T20:29:03.704059] [INFO ] [sig       ] PAYS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:03.843257] [INFO ] [LOCAL     ] Saved forecast: PAYS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PAYS.txt
[2025-12-26T20:29:03.843364] [INFO ] [sig       ] [2427/3548] Completed PAYS in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-26T20:29:03.843402] [INFO ] [sig       ] [2428/3548] Forecasting PAYX...
[2025-12-26T20:29:03.843431] [INFO ] [sig       ] Generating forecast for: PAYX
[2025-12-26T20:29:03.843460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2025-12-26T20:29:03.855149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2025-12-26T20:29:03.855454] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2025-12-26T20:29:03.856256] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2025-12-26T20:29:03.856309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:03.856340] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:03.856366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:03.856423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:03.913037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:03.913707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:03.913785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:03.913816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:04.030917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:04.031077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:04.031120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:04.031149] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:04.034502] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: UP (p=56.96%)
[2025-12-26T20:29:04.034793] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2025-12-26T20:29:04.034923] [INFO ] [sig       ] PAYX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:04.175360] [INFO ] [LOCAL     ] Saved forecast: PAYX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PAYX.txt
[2025-12-26T20:29:04.175511] [INFO ] [sig       ] [2428/3548] Completed PAYX in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-26T20:29:04.175551] [INFO ] [sig       ] [2429/3548] Forecasting PB...
[2025-12-26T20:29:04.175655] [INFO ] [sig       ] Generating forecast for: PB
[2025-12-26T20:29:04.175742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-12-26T20:29:04.186258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2025-12-26T20:29:04.186635] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-12-26T20:29:04.187416] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-12-26T20:29:04.187468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:04.187501] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:04.187528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:04.187605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:04.244989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:04.245879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:04.245960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:04.245992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:04.365275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:04.365431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:04.365471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:04.365500] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:04.368971] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: UP (p=73.08%)
[2025-12-26T20:29:04.369260] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-12-26T20:29:04.369387] [INFO ] [sig       ] PB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:04.509361] [INFO ] [LOCAL     ] Saved forecast: PB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PB.txt
[2025-12-26T20:29:04.509494] [INFO ] [sig       ] [2429/3548] Completed PB in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-26T20:29:04.509532] [INFO ] [sig       ] [2430/3548] Forecasting PBA...
[2025-12-26T20:29:04.509561] [INFO ] [sig       ] Generating forecast for: PBA
[2025-12-26T20:29:04.509610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-12-26T20:29:04.520425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2025-12-26T20:29:04.520749] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-12-26T20:29:04.521505] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-12-26T20:29:04.521556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:04.521610] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:04.521637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:04.521695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:04.578511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:04.579182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:04.579260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:04.579292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:04.699359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:04.699508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:04.699550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:04.699597] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:04.702981] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: DOWN (p=46.50%)
[2025-12-26T20:29:04.703249] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-12-26T20:29:04.703370] [INFO ] [sig       ] PBA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:04.842981] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PBA.txt
[2025-12-26T20:29:04.843113] [INFO ] [sig       ] [2430/3548] Completed PBA in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-26T20:29:04.843151] [INFO ] [sig       ] [2431/3548] Forecasting PBF...
[2025-12-26T20:29:04.843181] [INFO ] [sig       ] Generating forecast for: PBF
[2025-12-26T20:29:04.843216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-12-26T20:29:04.855209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2025-12-26T20:29:04.855612] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-12-26T20:29:04.856414] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-12-26T20:29:04.856466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:04.856496] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:04.856523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:04.856599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:04.924294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:04.925202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:04.925291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:04.925324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:05.045984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:05.046139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:05.046179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:05.046207] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:05.049602] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=18.13%)
[2025-12-26T20:29:05.049880] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-12-26T20:29:05.050003] [INFO ] [sig       ] PBF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:05.207242] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PBF.txt
[2025-12-26T20:29:05.207404] [INFO ] [sig       ] [2431/3548] Completed PBF in 0.4s | 2.89 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-26T20:29:05.207444] [INFO ] [sig       ] [2432/3548] Forecasting PBFS...
[2025-12-26T20:29:05.207473] [INFO ] [sig       ] Generating forecast for: PBFS
[2025-12-26T20:29:05.207504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2025-12-26T20:29:05.218702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2025-12-26T20:29:05.219111] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2025-12-26T20:29:05.219974] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2025-12-26T20:29:05.220027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:05.220059] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:05.220086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:05.220144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:05.277174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:05.278029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:05.278110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:05.278142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:05.380857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:05.381017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:05.381058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:05.381086] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:05.384443] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2025-12-26T20:29:05.384735] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2025-12-26T20:29:05.384863] [INFO ] [sig       ] PBFS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:05.525199] [INFO ] [LOCAL     ] Saved forecast: PBFS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PBFS.txt
[2025-12-26T20:29:05.525340] [INFO ] [sig       ] [2432/3548] Completed PBFS in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-26T20:29:05.525380] [INFO ] [sig       ] [2433/3548] Forecasting PBH...
[2025-12-26T20:29:05.525408] [INFO ] [sig       ] Generating forecast for: PBH
[2025-12-26T20:29:05.525439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-12-26T20:29:05.536507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2025-12-26T20:29:05.536881] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-12-26T20:29:05.537695] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-12-26T20:29:05.537747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:05.537778] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:05.537805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:05.537864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:05.595824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:05.596719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:05.596802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:05.596835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:05.713145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:05.713299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:05.713342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:05.713370] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:05.716819] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=6.61%)
[2025-12-26T20:29:05.717094] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-12-26T20:29:05.717218] [INFO ] [sig       ] PBH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:05.857037] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PBH.txt
[2025-12-26T20:29:05.857171] [INFO ] [sig       ] [2433/3548] Completed PBH in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-26T20:29:05.857210] [INFO ] [sig       ] [2434/3548] Forecasting PBI...
[2025-12-26T20:29:05.857239] [INFO ] [sig       ] Generating forecast for: PBI
[2025-12-26T20:29:05.857268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-12-26T20:29:05.868865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2025-12-26T20:29:05.869304] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-12-26T20:29:05.870126] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-12-26T20:29:05.870177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:05.870209] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:05.870235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:05.870292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:05.926887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:05.927707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:05.927788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:05.927820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:06.048402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:06.048551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:06.048611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:06.048640] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:06.052064] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: DOWN (p=33.44%)
[2025-12-26T20:29:06.052333] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-12-26T20:29:06.052455] [INFO ] [sig       ] PBI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:06.197556] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PBI.txt
[2025-12-26T20:29:06.197738] [INFO ] [sig       ] [2434/3548] Completed PBI in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-26T20:29:06.197778] [INFO ] [sig       ] [2435/3548] Forecasting PBYI...
[2025-12-26T20:29:06.197807] [INFO ] [sig       ] Generating forecast for: PBYI
[2025-12-26T20:29:06.197838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2025-12-26T20:29:06.210239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2025-12-26T20:29:06.210674] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2025-12-26T20:29:06.211496] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2025-12-26T20:29:06.211550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:06.211608] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:06.211639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:06.211696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:06.275154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:06.276065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:06.276153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:06.276187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:06.411983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:06.412149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:06.412194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:06.412223] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:06.415868] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: UP (p=59.49%)
[2025-12-26T20:29:06.416221] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2025-12-26T20:29:06.416366] [INFO ] [sig       ] PBYI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:06.624937] [INFO ] [LOCAL     ] Saved forecast: PBYI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PBYI.txt
[2025-12-26T20:29:06.625106] [INFO ] [sig       ] [2435/3548] Completed PBYI in 0.4s | 2.89 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-26T20:29:06.625147] [INFO ] [sig       ] [2436/3548] Forecasting PCB...
[2025-12-26T20:29:06.625177] [INFO ] [sig       ] Generating forecast for: PCB
[2025-12-26T20:29:06.625208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2025-12-26T20:29:06.640805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2025-12-26T20:29:06.641663] [INFO ] [FORECASTER] Starting predict_future for PCB
[2025-12-26T20:29:06.642935] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2025-12-26T20:29:06.643010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:06.643062] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:06.643107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:06.643203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:06.720665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:06.721873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:06.721994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:06.722050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:06.889102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:06.889315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:06.889385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:06.889435] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:06.894998] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: DOWN (p=12.40%)
[2025-12-26T20:29:06.895529] [INFO ] [FORECASTER] Completed predict_future for PCB
[2025-12-26T20:29:06.895762] [INFO ] [sig       ] PCB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:07.088513] [INFO ] [LOCAL     ] Saved forecast: PCB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PCB.txt
[2025-12-26T20:29:07.088723] [INFO ] [sig       ] [2436/3548] Completed PCB in 0.5s | 2.89 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-26T20:29:07.088775] [INFO ] [sig       ] [2437/3548] Forecasting PCF...
[2025-12-26T20:29:07.088807] [INFO ] [sig       ] Generating forecast for: PCF
[2025-12-26T20:29:07.088838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-12-26T20:29:07.103745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2025-12-26T20:29:07.104256] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-12-26T20:29:07.105353] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-12-26T20:29:07.105424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:07.105463] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:07.105497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:07.105598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:07.178618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:07.179727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:07.179878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:07.179919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:07.347639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:07.347801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:07.347845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:07.347874] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:07.351312] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: UP (p=62.40%)
[2025-12-26T20:29:07.351609] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-12-26T20:29:07.351739] [INFO ] [sig       ] PCF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:07.495143] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PCF.txt
[2025-12-26T20:29:07.495303] [INFO ] [sig       ] [2437/3548] Completed PCF in 0.4s | 2.89 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-26T20:29:07.495343] [INFO ] [sig       ] [2438/3548] Forecasting PCG...
[2025-12-26T20:29:07.495371] [INFO ] [sig       ] Generating forecast for: PCG
[2025-12-26T20:29:07.495403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-12-26T20:29:07.507270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2025-12-26T20:29:07.507657] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-12-26T20:29:07.508447] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-12-26T20:29:07.508501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:07.508533] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:07.508560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:07.508652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:07.565387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:07.566244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:07.566326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:07.566358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:07.691858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:07.692024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:07.692065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:07.692095] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:07.695723] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: UP (p=75.13%)
[2025-12-26T20:29:07.696023] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-12-26T20:29:07.696153] [INFO ] [sig       ] PCG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:07.835777] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PCG.txt
[2025-12-26T20:29:07.835924] [INFO ] [sig       ] [2438/3548] Completed PCG in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-26T20:29:07.835963] [INFO ] [sig       ] [2439/3548] Forecasting PCH...
[2025-12-26T20:29:07.835993] [INFO ] [sig       ] Generating forecast for: PCH
[2025-12-26T20:29:07.836023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'.
[2025-12-26T20:29:07.849243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCH'.
[2025-12-26T20:29:07.849832] [INFO ] [FORECASTER] Starting predict_future for PCH
[2025-12-26T20:29:07.850808] [DEBUG] [LOCAL     ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt
[2025-12-26T20:29:07.850869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:07.850906] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:07.850934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:07.850996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:07.910824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:07.911551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:07.911673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:07.911708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:08.033849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:08.034091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:08.034142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:08.034173] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:08.038188] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: UP (p=89.25%)
[2025-12-26T20:29:08.038498] [INFO ] [FORECASTER] Completed predict_future for PCH
[2025-12-26T20:29:08.038653] [INFO ] [sig       ] PCH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:08.182362] [INFO ] [LOCAL     ] Saved forecast: PCH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PCH.txt
[2025-12-26T20:29:08.182588] [INFO ] [sig       ] [2439/3548] Completed PCH in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-26T20:29:08.182633] [INFO ] [sig       ] [2440/3548] Forecasting PCM...
[2025-12-26T20:29:08.182664] [INFO ] [sig       ] Generating forecast for: PCM
[2025-12-26T20:29:08.182698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-12-26T20:29:08.196535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2025-12-26T20:29:08.197184] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-12-26T20:29:08.198126] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-12-26T20:29:08.198180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:08.198240] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:08.198268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:08.198329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:08.257629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:08.259025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:08.259122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:08.259156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:08.385404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:08.385647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:08.385697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:08.385729] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:08.389595] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: DOWN (p=15.00%)
[2025-12-26T20:29:08.389893] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-12-26T20:29:08.390026] [INFO ] [sig       ] PCM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:08.538560] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PCM.txt
[2025-12-26T20:29:08.538783] [INFO ] [sig       ] [2440/3548] Completed PCM in 0.4s | 2.89 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-26T20:29:08.538825] [INFO ] [sig       ] [2441/3548] Forecasting PCN...
[2025-12-26T20:29:08.538854] [INFO ] [sig       ] Generating forecast for: PCN
[2025-12-26T20:29:08.538895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-12-26T20:29:08.550334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2025-12-26T20:29:08.550691] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-12-26T20:29:08.551487] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-12-26T20:29:08.551538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:08.551588] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:08.551618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:08.551676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:08.608248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:08.609139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:08.609222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:08.609254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:08.729180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:08.729335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:08.729377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:08.729407] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:08.732764] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=97.24%)
[2025-12-26T20:29:08.733031] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-12-26T20:29:08.733151] [INFO ] [sig       ] PCN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:08.873537] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PCN.txt
[2025-12-26T20:29:08.873692] [INFO ] [sig       ] [2441/3548] Completed PCN in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-26T20:29:08.873731] [INFO ] [sig       ] [2442/3548] Forecasting PCQ...
[2025-12-26T20:29:08.873760] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-12-26T20:29:08.873789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-12-26T20:29:08.884351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2025-12-26T20:29:08.884688] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-12-26T20:29:08.885450] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-12-26T20:29:08.885501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:08.885531] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:08.885557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:08.885636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:08.941932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:08.942567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:08.942662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:08.942694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:09.056736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:09.056893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:09.056933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:09.056962] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:09.060395] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: DOWN (p=8.93%)
[2025-12-26T20:29:09.060682] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-12-26T20:29:09.060803] [INFO ] [sig       ] PCQ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:09.202433] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PCQ.txt
[2025-12-26T20:29:09.202616] [INFO ] [sig       ] [2442/3548] Completed PCQ in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-26T20:29:09.202657] [INFO ] [sig       ] [2443/3548] Forecasting PCRX...
[2025-12-26T20:29:09.202687] [INFO ] [sig       ] Generating forecast for: PCRX
[2025-12-26T20:29:09.202716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2025-12-26T20:29:09.213843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2025-12-26T20:29:09.214213] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2025-12-26T20:29:09.215003] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2025-12-26T20:29:09.215054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:09.215085] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:09.215112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:09.215169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:09.273360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:09.274304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:09.274386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:09.274418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:09.396255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:09.396411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:09.396453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:09.396483] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:09.399938] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: DOWN (p=48.59%)
[2025-12-26T20:29:09.400215] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2025-12-26T20:29:09.400346] [INFO ] [sig       ] PCRX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:09.546816] [INFO ] [LOCAL     ] Saved forecast: PCRX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PCRX.txt
[2025-12-26T20:29:09.546971] [INFO ] [sig       ] [2443/3548] Completed PCRX in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-26T20:29:09.547016] [INFO ] [sig       ] [2444/3548] Forecasting PCTY...
[2025-12-26T20:29:09.547047] [INFO ] [sig       ] Generating forecast for: PCTY
[2025-12-26T20:29:09.547077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2025-12-26T20:29:09.558915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2025-12-26T20:29:09.559321] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2025-12-26T20:29:09.560181] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2025-12-26T20:29:09.560233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:09.560314] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:09.560343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:09.560401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:09.622546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:09.623397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:09.623480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:09.623512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:09.746348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:09.746510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:09.746555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:09.746606] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:09.750054] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: UP (p=58.77%)
[2025-12-26T20:29:09.750344] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2025-12-26T20:29:09.750475] [INFO ] [sig       ] PCTY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:09.890058] [INFO ] [LOCAL     ] Saved forecast: PCTY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PCTY.txt
[2025-12-26T20:29:09.890198] [INFO ] [sig       ] [2444/3548] Completed PCTY in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-26T20:29:09.890237] [INFO ] [sig       ] [2445/3548] Forecasting PCVX...
[2025-12-26T20:29:09.890266] [INFO ] [sig       ] Generating forecast for: PCVX
[2025-12-26T20:29:09.890296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2025-12-26T20:29:09.901915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2025-12-26T20:29:09.902291] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2025-12-26T20:29:09.903159] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2025-12-26T20:29:09.903211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:09.903244] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:09.903270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:09.903328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:09.962801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:09.963662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:09.963753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:09.963786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:10.096764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:10.096912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:10.096954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:10.096982] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:10.100456] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: DOWN (p=2.59%)
[2025-12-26T20:29:10.100768] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2025-12-26T20:29:10.100921] [INFO ] [sig       ] PCVX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:10.244977] [INFO ] [LOCAL     ] Saved forecast: PCVX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PCVX.txt
[2025-12-26T20:29:10.245139] [INFO ] [sig       ] [2445/3548] Completed PCVX in 0.4s | 2.89 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-26T20:29:10.245180] [INFO ] [sig       ] [2446/3548] Forecasting PCYO...
[2025-12-26T20:29:10.245209] [INFO ] [sig       ] Generating forecast for: PCYO
[2025-12-26T20:29:10.245241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2025-12-26T20:29:10.256216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2025-12-26T20:29:10.256594] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2025-12-26T20:29:10.257396] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2025-12-26T20:29:10.257448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:10.257480] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:10.257507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:10.257565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:10.315905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:10.316701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:10.316782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:10.316815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:10.439845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:10.440054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:10.440104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:10.440135] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:10.443805] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: DOWN (p=37.06%)
[2025-12-26T20:29:10.444090] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2025-12-26T20:29:10.444216] [INFO ] [sig       ] PCYO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:10.586422] [INFO ] [LOCAL     ] Saved forecast: PCYO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PCYO.txt
[2025-12-26T20:29:10.586601] [INFO ] [sig       ] [2446/3548] Completed PCYO in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-26T20:29:10.586655] [INFO ] [sig       ] [2447/3548] Forecasting PD...
[2025-12-26T20:29:10.586693] [INFO ] [sig       ] Generating forecast for: PD
[2025-12-26T20:29:10.586733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-12-26T20:29:10.598702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2025-12-26T20:29:10.599123] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-12-26T20:29:10.599940] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-12-26T20:29:10.599990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:10.600021] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:10.600047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:10.600104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:10.658544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:10.659354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:10.659438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:10.659475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:10.778189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:10.778344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:10.778429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:10.778490] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:10.781985] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=86.45%)
[2025-12-26T20:29:10.782271] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-12-26T20:29:10.782406] [INFO ] [sig       ] PD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:10.923247] [INFO ] [LOCAL     ] Saved forecast: PD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PD.txt
[2025-12-26T20:29:10.923386] [INFO ] [sig       ] [2447/3548] Completed PD in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-26T20:29:10.923425] [INFO ] [sig       ] [2448/3548] Forecasting PDBC...
[2025-12-26T20:29:10.923454] [INFO ] [sig       ] Generating forecast for: PDBC
[2025-12-26T20:29:10.923485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2025-12-26T20:29:10.935082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2025-12-26T20:29:10.935434] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2025-12-26T20:29:10.936244] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2025-12-26T20:29:10.936297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:10.936330] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:10.936356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:10.936413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:10.994961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:10.995796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:10.995880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:10.995913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:11.113210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:11.113362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:11.113405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:11.113434] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:11.116895] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: UP (p=62.83%)
[2025-12-26T20:29:11.117172] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2025-12-26T20:29:11.117294] [INFO ] [sig       ] PDBC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:11.259595] [INFO ] [LOCAL     ] Saved forecast: PDBC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PDBC.txt
[2025-12-26T20:29:11.259743] [INFO ] [sig       ] [2448/3548] Completed PDBC in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-26T20:29:11.259782] [INFO ] [sig       ] [2449/3548] Forecasting PDD...
[2025-12-26T20:29:11.259811] [INFO ] [sig       ] Generating forecast for: PDD
[2025-12-26T20:29:11.259850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2025-12-26T20:29:11.271869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2025-12-26T20:29:11.272327] [INFO ] [FORECASTER] Starting predict_future for PDD
[2025-12-26T20:29:11.273247] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2025-12-26T20:29:11.273300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:11.273331] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:11.273357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:11.273415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:11.336184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:11.337095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:11.337198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:11.337231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:11.462791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:11.462948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:11.462999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:11.463037] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:11.466549] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: UP (p=74.20%)
[2025-12-26T20:29:11.466853] [INFO ] [FORECASTER] Completed predict_future for PDD
[2025-12-26T20:29:11.466981] [INFO ] [sig       ] PDD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:11.610363] [INFO ] [LOCAL     ] Saved forecast: PDD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PDD.txt
[2025-12-26T20:29:11.610498] [INFO ] [sig       ] [2449/3548] Completed PDD in 0.4s | 2.89 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-26T20:29:11.610536] [INFO ] [sig       ] [2450/3548] Forecasting PDEX...
[2025-12-26T20:29:11.610565] [INFO ] [sig       ] Generating forecast for: PDEX
[2025-12-26T20:29:11.610616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2025-12-26T20:29:11.621206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2025-12-26T20:29:11.621505] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2025-12-26T20:29:11.622286] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2025-12-26T20:29:11.622337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:11.622367] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:11.622394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:11.622451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:11.679092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:11.679848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:11.679931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:11.679963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:11.805734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:11.805883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:11.805925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:11.805954] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:11.809365] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: UP (p=93.88%)
[2025-12-26T20:29:11.809656] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2025-12-26T20:29:11.809783] [INFO ] [sig       ] PDEX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:11.950971] [INFO ] [LOCAL     ] Saved forecast: PDEX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PDEX.txt
[2025-12-26T20:29:11.951112] [INFO ] [sig       ] [2450/3548] Completed PDEX in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-26T20:29:11.951152] [INFO ] [sig       ] [2451/3548] Forecasting PDFS...
[2025-12-26T20:29:11.951181] [INFO ] [sig       ] Generating forecast for: PDFS
[2025-12-26T20:29:11.951212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2025-12-26T20:29:11.962226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2025-12-26T20:29:11.962555] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2025-12-26T20:29:11.963366] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2025-12-26T20:29:11.963417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:11.963464] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:11.963492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:11.963549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:12.020204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:12.020852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:12.020927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:12.020959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:12.143200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:12.143350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:12.143393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:12.143422] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:12.146865] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: DOWN (p=13.20%)
[2025-12-26T20:29:12.147142] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2025-12-26T20:29:12.147264] [INFO ] [sig       ] PDFS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:12.288027] [INFO ] [LOCAL     ] Saved forecast: PDFS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PDFS.txt
[2025-12-26T20:29:12.288177] [INFO ] [sig       ] [2451/3548] Completed PDFS in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-26T20:29:12.288220] [INFO ] [sig       ] [2452/3548] Forecasting PDI...
[2025-12-26T20:29:12.288250] [INFO ] [sig       ] Generating forecast for: PDI
[2025-12-26T20:29:12.288282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-12-26T20:29:12.300355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2025-12-26T20:29:12.300779] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-12-26T20:29:12.301592] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-12-26T20:29:12.301644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:12.301675] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:12.301700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:12.301757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:12.360223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:12.361219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:12.361324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:12.361367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:12.479040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:12.479196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:12.479238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:12.479266] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:12.482830] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: UP (p=90.83%)
[2025-12-26T20:29:12.483127] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-12-26T20:29:12.483255] [INFO ] [sig       ] PDI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:12.636202] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PDI.txt
[2025-12-26T20:29:12.636353] [INFO ] [sig       ] [2452/3548] Completed PDI in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-26T20:29:12.636392] [INFO ] [sig       ] [2453/3548] Forecasting PDLB...
[2025-12-26T20:29:12.636421] [INFO ] [sig       ] Generating forecast for: PDLB
[2025-12-26T20:29:12.636451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2025-12-26T20:29:12.648998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2025-12-26T20:29:12.649478] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2025-12-26T20:29:12.650564] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2025-12-26T20:29:12.650663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:12.650708] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:12.650745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:12.650827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:12.710033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:12.710938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:12.711039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:12.711091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:12.832176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:12.832345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:12.832388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:12.832417] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:12.835804] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: DOWN (p=2.81%)
[2025-12-26T20:29:12.836076] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2025-12-26T20:29:12.836196] [INFO ] [sig       ] PDLB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:12.984479] [INFO ] [LOCAL     ] Saved forecast: PDLB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PDLB.txt
[2025-12-26T20:29:12.984605] [INFO ] [sig       ] [2453/3548] Completed PDLB in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-26T20:29:12.984644] [INFO ] [sig       ] [2454/3548] Forecasting PDM...
[2025-12-26T20:29:12.984674] [INFO ] [sig       ] Generating forecast for: PDM
[2025-12-26T20:29:12.984703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-12-26T20:29:12.995918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2025-12-26T20:29:12.996232] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-12-26T20:29:12.997018] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-12-26T20:29:12.997069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:12.997099] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:12.997126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:12.997183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:13.053358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:13.054246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:13.054362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:13.054394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:13.173509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:13.173675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:13.173717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:13.173746] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:13.177067] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2025-12-26T20:29:13.177331] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-12-26T20:29:13.177451] [INFO ] [sig       ] PDM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:13.321178] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PDM.txt
[2025-12-26T20:29:13.321303] [INFO ] [sig       ] [2454/3548] Completed PDM in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-26T20:29:13.321340] [INFO ] [sig       ] [2455/3548] Forecasting PDO...
[2025-12-26T20:29:13.321369] [INFO ] [sig       ] Generating forecast for: PDO
[2025-12-26T20:29:13.321411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-12-26T20:29:13.333034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2025-12-26T20:29:13.333393] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-12-26T20:29:13.334209] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-12-26T20:29:13.334262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:13.334295] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:13.334323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:13.334381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:13.393472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:13.394140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:13.394216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:13.394249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:13.511744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:13.511900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:13.511948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:13.511976] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:13.515269] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: DOWN (p=16.77%)
[2025-12-26T20:29:13.515536] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-12-26T20:29:13.515672] [INFO ] [sig       ] PDO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:13.667277] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PDO.txt
[2025-12-26T20:29:13.667460] [INFO ] [sig       ] [2455/3548] Completed PDO in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-26T20:29:13.667505] [INFO ] [sig       ] [2456/3548] Forecasting PDP...
[2025-12-26T20:29:13.667537] [INFO ] [sig       ] Generating forecast for: PDP
[2025-12-26T20:29:13.667566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2025-12-26T20:29:13.678465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2025-12-26T20:29:13.678792] [INFO ] [FORECASTER] Starting predict_future for PDP
[2025-12-26T20:29:13.679629] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2025-12-26T20:29:13.679681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:13.679711] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:13.679737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:13.679794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:13.738301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:13.738957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:13.739038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:13.739078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:13.854986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:13.855138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:13.855180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:13.855210] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:13.858628] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: DOWN (p=14.92%)
[2025-12-26T20:29:13.858919] [INFO ] [FORECASTER] Completed predict_future for PDP
[2025-12-26T20:29:13.859052] [INFO ] [sig       ] PDP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:14.010491] [INFO ] [LOCAL     ] Saved forecast: PDP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PDP.txt
[2025-12-26T20:29:14.010630] [INFO ] [sig       ] [2456/3548] Completed PDP in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-26T20:29:14.010670] [INFO ] [sig       ] [2457/3548] Forecasting PDS...
[2025-12-26T20:29:14.010699] [INFO ] [sig       ] Generating forecast for: PDS
[2025-12-26T20:29:14.010729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-12-26T20:29:14.021775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2025-12-26T20:29:14.022089] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-12-26T20:29:14.022868] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-12-26T20:29:14.022919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:14.022950] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:14.022977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:14.023034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:14.080218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:14.080856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:14.080933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:14.080964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:14.201412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:14.201553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:14.201612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:14.201642] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:14.204942] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: UP (p=54.18%)
[2025-12-26T20:29:14.205208] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-12-26T20:29:14.205330] [INFO ] [sig       ] PDS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:14.346366] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PDS.txt
[2025-12-26T20:29:14.346535] [INFO ] [sig       ] [2457/3548] Completed PDS in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-26T20:29:14.346592] [INFO ] [sig       ] [2458/3548] Forecasting PDX...
[2025-12-26T20:29:14.346624] [INFO ] [sig       ] Generating forecast for: PDX
[2025-12-26T20:29:14.346655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-12-26T20:29:14.357189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2025-12-26T20:29:14.357526] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-12-26T20:29:14.358319] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-12-26T20:29:14.358370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:14.358401] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:14.358428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:14.358485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:14.415247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:14.415899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:14.415976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:14.416007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:14.535912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:14.536048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:14.536091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:14.536121] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:14.539458] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: UP (p=69.37%)
[2025-12-26T20:29:14.539742] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-12-26T20:29:14.539863] [INFO ] [sig       ] PDX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:14.683687] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PDX.txt
[2025-12-26T20:29:14.683867] [INFO ] [sig       ] [2458/3548] Completed PDX in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-26T20:29:14.683913] [INFO ] [sig       ] [2459/3548] Forecasting PDYN...
[2025-12-26T20:29:14.683943] [INFO ] [sig       ] Generating forecast for: PDYN
[2025-12-26T20:29:14.683979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2025-12-26T20:29:14.695023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2025-12-26T20:29:14.695333] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2025-12-26T20:29:14.696149] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2025-12-26T20:29:14.696200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:14.696230] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:14.696256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:14.696313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:14.753497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:14.754251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:14.754346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:14.754379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:14.869764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:14.869928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:14.869973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:14.870001] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:14.873349] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: DOWN (p=7.18%)
[2025-12-26T20:29:14.873646] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2025-12-26T20:29:14.873767] [INFO ] [sig       ] PDYN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:15.016496] [INFO ] [LOCAL     ] Saved forecast: PDYN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PDYN.txt
[2025-12-26T20:29:15.016636] [INFO ] [sig       ] [2459/3548] Completed PDYN in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-26T20:29:15.016676] [INFO ] [sig       ] [2460/3548] Forecasting PEB...
[2025-12-26T20:29:15.016706] [INFO ] [sig       ] Generating forecast for: PEB
[2025-12-26T20:29:15.016735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-12-26T20:29:15.027516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2025-12-26T20:29:15.027855] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-12-26T20:29:15.028631] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-12-26T20:29:15.028682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:15.028714] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:15.028740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:15.028797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:15.085998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:15.086657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:15.086732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:15.086764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:15.207495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:15.207644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:15.207687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:15.207717] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:15.211076] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: DOWN (p=10.92%)
[2025-12-26T20:29:15.211376] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-12-26T20:29:15.211499] [INFO ] [sig       ] PEB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:15.353253] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PEB.txt
[2025-12-26T20:29:15.353387] [INFO ] [sig       ] [2460/3548] Completed PEB in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-26T20:29:15.353425] [INFO ] [sig       ] [2461/3548] Forecasting PEBK...
[2025-12-26T20:29:15.353455] [INFO ] [sig       ] Generating forecast for: PEBK
[2025-12-26T20:29:15.353486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2025-12-26T20:29:15.363145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2025-12-26T20:29:15.363444] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2025-12-26T20:29:15.364223] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2025-12-26T20:29:15.364274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:15.364340] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:15.364379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:15.364462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:15.421932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:15.422638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:15.422715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:15.422747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:15.521646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:15.521771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:15.521813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:15.521841] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:15.525679] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: UP (p=92.35%)
[2025-12-26T20:29:15.525958] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2025-12-26T20:29:15.526082] [INFO ] [sig       ] PEBK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:15.673658] [INFO ] [LOCAL     ] Saved forecast: PEBK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PEBK.txt
[2025-12-26T20:29:15.673812] [INFO ] [sig       ] [2461/3548] Completed PEBK in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-26T20:29:15.673853] [INFO ] [sig       ] [2462/3548] Forecasting PEBO...
[2025-12-26T20:29:15.673883] [INFO ] [sig       ] Generating forecast for: PEBO
[2025-12-26T20:29:15.673914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2025-12-26T20:29:15.684689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2025-12-26T20:29:15.685031] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2025-12-26T20:29:15.685831] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2025-12-26T20:29:15.685883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:15.685914] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:15.685940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:15.685998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:15.744240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:15.744900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:15.744978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:15.745010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:15.867064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:15.867220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:15.867265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:15.867294] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:15.870822] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: UP (p=95.40%)
[2025-12-26T20:29:15.871100] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2025-12-26T20:29:15.871225] [INFO ] [sig       ] PEBO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:16.017025] [INFO ] [LOCAL     ] Saved forecast: PEBO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PEBO.txt
[2025-12-26T20:29:16.017141] [INFO ] [sig       ] [2462/3548] Completed PEBO in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-26T20:29:16.017180] [INFO ] [sig       ] [2463/3548] Forecasting PECO...
[2025-12-26T20:29:16.017209] [INFO ] [sig       ] Generating forecast for: PECO
[2025-12-26T20:29:16.017238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2025-12-26T20:29:16.028633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2025-12-26T20:29:16.028990] [INFO ] [FORECASTER] Starting predict_future for PECO
[2025-12-26T20:29:16.029770] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2025-12-26T20:29:16.029821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:16.029853] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:16.029879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:16.029938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:16.090675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:16.091383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:16.091464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:16.091497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:16.212968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:16.213090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:16.213135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:16.213166] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:16.216562] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: DOWN (p=35.46%)
[2025-12-26T20:29:16.216854] [INFO ] [FORECASTER] Completed predict_future for PECO
[2025-12-26T20:29:16.216978] [INFO ] [sig       ] PECO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:16.367045] [INFO ] [LOCAL     ] Saved forecast: PECO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PECO.txt
[2025-12-26T20:29:16.367224] [INFO ] [sig       ] [2463/3548] Completed PECO in 0.4s | 2.89 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-26T20:29:16.367462] [INFO ] [sig       ] [2464/3548] Forecasting PEG...
[2025-12-26T20:29:16.367495] [INFO ] [sig       ] Generating forecast for: PEG
[2025-12-26T20:29:16.367528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-12-26T20:29:16.380086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2025-12-26T20:29:16.380725] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-12-26T20:29:16.381745] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-12-26T20:29:16.381827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:16.381862] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:16.381890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:16.381947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:16.440897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:16.441758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:16.441843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:16.441876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:16.562038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:16.562187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:16.562230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:16.562292] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:16.565755] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-12-26T20:29:16.566030] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-12-26T20:29:16.566157] [INFO ] [sig       ] PEG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:16.717280] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PEG.txt
[2025-12-26T20:29:16.717404] [INFO ] [sig       ] [2464/3548] Completed PEG in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-26T20:29:16.717443] [INFO ] [sig       ] [2465/3548] Forecasting PEGA...
[2025-12-26T20:29:16.717473] [INFO ] [sig       ] Generating forecast for: PEGA
[2025-12-26T20:29:16.717502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2025-12-26T20:29:16.728800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2025-12-26T20:29:16.729157] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2025-12-26T20:29:16.729946] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2025-12-26T20:29:16.729997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:16.730028] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:16.730054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:16.730112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:16.788295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:16.789069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:16.789152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:16.789185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:16.912399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:16.912555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:16.912616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:16.912646] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:16.915957] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: DOWN (p=9.71%)
[2025-12-26T20:29:16.916232] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2025-12-26T20:29:16.916354] [INFO ] [sig       ] PEGA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:17.055191] [INFO ] [LOCAL     ] Saved forecast: PEGA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PEGA.txt
[2025-12-26T20:29:17.055296] [INFO ] [sig       ] [2465/3548] Completed PEGA in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-26T20:29:17.055334] [INFO ] [sig       ] [2466/3548] Forecasting PEN...
[2025-12-26T20:29:17.055363] [INFO ] [sig       ] Generating forecast for: PEN
[2025-12-26T20:29:17.055392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-12-26T20:29:17.066655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2025-12-26T20:29:17.066974] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-12-26T20:29:17.067758] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-12-26T20:29:17.067808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:17.067839] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:17.067866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:17.067924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:17.123963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:17.124565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:17.124658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:17.124690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:17.241505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:17.241648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:17.241688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:17.241718] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:17.244972] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: UP (p=58.14%)
[2025-12-26T20:29:17.245236] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-12-26T20:29:17.245355] [INFO ] [sig       ] PEN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:17.386975] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PEN.txt
[2025-12-26T20:29:17.387090] [INFO ] [sig       ] [2466/3548] Completed PEN in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-26T20:29:17.387134] [INFO ] [sig       ] [2467/3548] Forecasting PENN...
[2025-12-26T20:29:17.387164] [INFO ] [sig       ] Generating forecast for: PENN
[2025-12-26T20:29:17.387199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2025-12-26T20:29:17.399996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2025-12-26T20:29:17.400382] [INFO ] [FORECASTER] Starting predict_future for PENN
[2025-12-26T20:29:17.401233] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2025-12-26T20:29:17.401284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:17.401315] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:17.401341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:17.401398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:17.457886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:17.458596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:17.458677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:17.458709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:17.576109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:17.576266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:17.576308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:17.576336] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:17.579800] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: DOWN (p=22.19%)
[2025-12-26T20:29:17.580066] [INFO ] [FORECASTER] Completed predict_future for PENN
[2025-12-26T20:29:17.580197] [INFO ] [sig       ] PENN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:17.723145] [INFO ] [LOCAL     ] Saved forecast: PENN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PENN.txt
[2025-12-26T20:29:17.723274] [INFO ] [sig       ] [2467/3548] Completed PENN in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-26T20:29:17.723329] [INFO ] [sig       ] [2468/3548] Forecasting PEO...
[2025-12-26T20:29:17.723360] [INFO ] [sig       ] Generating forecast for: PEO
[2025-12-26T20:29:17.723390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-12-26T20:29:17.733913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2025-12-26T20:29:17.734280] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-12-26T20:29:17.735101] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-12-26T20:29:17.735153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:17.735187] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:17.735215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:17.735273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:17.793855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:17.794707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:17.794789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:17.794822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:17.912120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:17.912277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:17.912320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:17.912537] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:17.916080] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2025-12-26T20:29:17.916345] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-12-26T20:29:17.916465] [INFO ] [sig       ] PEO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:18.063035] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PEO.txt
[2025-12-26T20:29:18.063165] [INFO ] [sig       ] [2468/3548] Completed PEO in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-26T20:29:18.063206] [INFO ] [sig       ] [2469/3548] Forecasting PEP...
[2025-12-26T20:29:18.063236] [INFO ] [sig       ] Generating forecast for: PEP
[2025-12-26T20:29:18.063265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2025-12-26T20:29:18.074807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2025-12-26T20:29:18.075135] [INFO ] [FORECASTER] Starting predict_future for PEP
[2025-12-26T20:29:18.075935] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2025-12-26T20:29:18.075987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:18.076018] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:18.076045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:18.076103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:18.133590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:18.134315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:18.134398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:18.134431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:18.257321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:18.257527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:18.257590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:18.257624] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:18.261604] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: DOWN (p=18.91%)
[2025-12-26T20:29:18.261963] [INFO ] [FORECASTER] Completed predict_future for PEP
[2025-12-26T20:29:18.262100] [INFO ] [sig       ] PEP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:18.414633] [INFO ] [LOCAL     ] Saved forecast: PEP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PEP.txt
[2025-12-26T20:29:18.414794] [INFO ] [sig       ] [2469/3548] Completed PEP in 0.4s | 2.89 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-26T20:29:18.414835] [INFO ] [sig       ] [2470/3548] Forecasting PEPG...
[2025-12-26T20:29:18.414863] [INFO ] [sig       ] Generating forecast for: PEPG
[2025-12-26T20:29:18.414904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2025-12-26T20:29:18.427319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2025-12-26T20:29:18.427718] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2025-12-26T20:29:18.428596] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2025-12-26T20:29:18.428650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:18.428682] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:18.428709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:18.428779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:18.489122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:18.490016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:18.490096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:18.490127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:18.605531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:18.605703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:18.605747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:18.605775] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:18.609255] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: DOWN (p=6.96%)
[2025-12-26T20:29:18.609535] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2025-12-26T20:29:18.609682] [INFO ] [sig       ] PEPG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:18.748952] [INFO ] [LOCAL     ] Saved forecast: PEPG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PEPG.txt
[2025-12-26T20:29:18.749097] [INFO ] [sig       ] [2470/3548] Completed PEPG in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-26T20:29:18.749137] [INFO ] [sig       ] [2471/3548] Forecasting PERF...
[2025-12-26T20:29:18.749166] [INFO ] [sig       ] Generating forecast for: PERF
[2025-12-26T20:29:18.749196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-12-26T20:29:18.760001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2025-12-26T20:29:18.760365] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-12-26T20:29:18.761176] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-12-26T20:29:18.761229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:18.761260] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:18.761286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:18.761344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:18.817480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:18.818251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:18.818395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:18.818428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:18.931452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:18.931618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:18.931682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:18.931712] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:18.935060] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: DOWN (p=45.30%)
[2025-12-26T20:29:18.935327] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-12-26T20:29:18.935448] [INFO ] [sig       ] PERF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:19.077820] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PERF.txt
[2025-12-26T20:29:19.077976] [INFO ] [sig       ] [2471/3548] Completed PERF in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-26T20:29:19.078016] [INFO ] [sig       ] [2472/3548] Forecasting PERI...
[2025-12-26T20:29:19.078047] [INFO ] [sig       ] Generating forecast for: PERI
[2025-12-26T20:29:19.078076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2025-12-26T20:29:19.089170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2025-12-26T20:29:19.089552] [INFO ] [FORECASTER] Starting predict_future for PERI
[2025-12-26T20:29:19.090372] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2025-12-26T20:29:19.090424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:19.090455] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:19.090482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:19.090540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:19.149778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:19.150772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:19.150869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:19.150906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:19.275396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:19.275551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:19.275613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:19.275643] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:19.279070] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: UP (p=56.17%)
[2025-12-26T20:29:19.279346] [INFO ] [FORECASTER] Completed predict_future for PERI
[2025-12-26T20:29:19.279476] [INFO ] [sig       ] PERI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:19.418126] [INFO ] [LOCAL     ] Saved forecast: PERI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PERI.txt
[2025-12-26T20:29:19.418272] [INFO ] [sig       ] [2472/3548] Completed PERI in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-26T20:29:19.418311] [INFO ] [sig       ] [2473/3548] Forecasting PESI...
[2025-12-26T20:29:19.418340] [INFO ] [sig       ] Generating forecast for: PESI
[2025-12-26T20:29:19.418371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2025-12-26T20:29:19.432623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2025-12-26T20:29:19.433112] [INFO ] [FORECASTER] Starting predict_future for PESI
[2025-12-26T20:29:19.434207] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2025-12-26T20:29:19.434272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:19.434316] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:19.434351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:19.434430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:19.497905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:19.498868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:19.498989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:19.499023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:19.624605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:19.624759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:19.624801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:19.624831] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:19.628386] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: UP (p=63.31%)
[2025-12-26T20:29:19.628714] [INFO ] [FORECASTER] Completed predict_future for PESI
[2025-12-26T20:29:19.628847] [INFO ] [sig       ] PESI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:19.778399] [INFO ] [LOCAL     ] Saved forecast: PESI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PESI.txt
[2025-12-26T20:29:19.778531] [INFO ] [sig       ] [2473/3548] Completed PESI in 0.4s | 2.89 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-26T20:29:19.778585] [INFO ] [sig       ] [2474/3548] Forecasting PETS...
[2025-12-26T20:29:19.778617] [INFO ] [sig       ] Generating forecast for: PETS
[2025-12-26T20:29:19.778648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2025-12-26T20:29:19.789377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2025-12-26T20:29:19.789723] [INFO ] [FORECASTER] Starting predict_future for PETS
[2025-12-26T20:29:19.790516] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2025-12-26T20:29:19.790569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:19.790622] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:19.790651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:19.790710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:19.848648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:19.849425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:19.849508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:19.849541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:19.971882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:19.972033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:19.972078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:19.972108] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:19.975645] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: DOWN (p=38.57%)
[2025-12-26T20:29:19.975926] [INFO ] [FORECASTER] Completed predict_future for PETS
[2025-12-26T20:29:19.976059] [INFO ] [sig       ] PETS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:20.129405] [INFO ] [LOCAL     ] Saved forecast: PETS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PETS.txt
[2025-12-26T20:29:20.129649] [INFO ] [sig       ] [2474/3548] Completed PETS in 0.4s | 2.89 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-26T20:29:20.129698] [INFO ] [sig       ] [2475/3548] Forecasting PEY...
[2025-12-26T20:29:20.129730] [INFO ] [sig       ] Generating forecast for: PEY
[2025-12-26T20:29:20.129782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2025-12-26T20:29:20.143731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2025-12-26T20:29:20.144138] [INFO ] [FORECASTER] Starting predict_future for PEY
[2025-12-26T20:29:20.145129] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2025-12-26T20:29:20.145182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:20.145230] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:20.145258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:20.145315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:20.201172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:20.201978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:20.202058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:20.202090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:20.318341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:20.318493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:20.318535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:20.318564] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:20.322055] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: UP (p=57.17%)
[2025-12-26T20:29:20.322329] [INFO ] [FORECASTER] Completed predict_future for PEY
[2025-12-26T20:29:20.322455] [INFO ] [sig       ] PEY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:20.464095] [INFO ] [LOCAL     ] Saved forecast: PEY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PEY.txt
[2025-12-26T20:29:20.464229] [INFO ] [sig       ] [2475/3548] Completed PEY in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-26T20:29:20.464268] [INFO ] [sig       ] [2476/3548] Forecasting PFBC...
[2025-12-26T20:29:20.464299] [INFO ] [sig       ] Generating forecast for: PFBC
[2025-12-26T20:29:20.464328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2025-12-26T20:29:20.475464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2025-12-26T20:29:20.475810] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2025-12-26T20:29:20.476655] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2025-12-26T20:29:20.476708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:20.476741] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:20.476767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:20.476825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:20.533853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:20.534563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:20.534659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:20.534691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:20.648982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:20.649140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:20.649182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:20.649212] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:20.652935] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: UP (p=57.80%)
[2025-12-26T20:29:20.653261] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2025-12-26T20:29:20.653397] [INFO ] [sig       ] PFBC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:20.793561] [INFO ] [LOCAL     ] Saved forecast: PFBC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PFBC.txt
[2025-12-26T20:29:20.793735] [INFO ] [sig       ] [2476/3548] Completed PFBC in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-26T20:29:20.793774] [INFO ] [sig       ] [2477/3548] Forecasting PFD...
[2025-12-26T20:29:20.793804] [INFO ] [sig       ] Generating forecast for: PFD
[2025-12-26T20:29:20.793833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-12-26T20:29:20.804706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2025-12-26T20:29:20.805131] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-12-26T20:29:20.806008] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-12-26T20:29:20.806060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:20.806094] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:20.806122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:20.806180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:20.862609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:20.863420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:20.863499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:20.863531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:20.971292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:20.971443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:20.971485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:20.971514] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:20.974892] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: UP (p=63.55%)
[2025-12-26T20:29:20.975156] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-12-26T20:29:20.975298] [INFO ] [sig       ] PFD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:21.113684] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PFD.txt
[2025-12-26T20:29:21.113822] [INFO ] [sig       ] [2477/3548] Completed PFD in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-26T20:29:21.113860] [INFO ] [sig       ] [2478/3548] Forecasting PFF...
[2025-12-26T20:29:21.113890] [INFO ] [sig       ] Generating forecast for: PFF
[2025-12-26T20:29:21.113919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2025-12-26T20:29:21.124821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2025-12-26T20:29:21.125150] [INFO ] [FORECASTER] Starting predict_future for PFF
[2025-12-26T20:29:21.126011] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2025-12-26T20:29:21.126064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:21.126122] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:21.126151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:21.126211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:21.186502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:21.187448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:21.187542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:21.187593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:21.307595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:21.307747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:21.307790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:21.307817] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:21.311185] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: DOWN (p=12.75%)
[2025-12-26T20:29:21.311470] [INFO ] [FORECASTER] Completed predict_future for PFF
[2025-12-26T20:29:21.311612] [INFO ] [sig       ] PFF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:21.450286] [INFO ] [LOCAL     ] Saved forecast: PFF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PFF.txt
[2025-12-26T20:29:21.450418] [INFO ] [sig       ] [2478/3548] Completed PFF in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-26T20:29:21.450457] [INFO ] [sig       ] [2479/3548] Forecasting PFG...
[2025-12-26T20:29:21.450493] [INFO ] [sig       ] Generating forecast for: PFG
[2025-12-26T20:29:21.450525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2025-12-26T20:29:21.462162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2025-12-26T20:29:21.462512] [INFO ] [FORECASTER] Starting predict_future for PFG
[2025-12-26T20:29:21.463334] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2025-12-26T20:29:21.463388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:21.463419] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:21.463445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:21.463501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:21.520365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:21.521109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:21.521190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:21.521223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:21.637968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:21.638118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:21.638162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:21.638192] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:21.641620] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: DOWN (p=4.18%)
[2025-12-26T20:29:21.641889] [INFO ] [FORECASTER] Completed predict_future for PFG
[2025-12-26T20:29:21.642010] [INFO ] [sig       ] PFG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:21.784493] [INFO ] [LOCAL     ] Saved forecast: PFG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PFG.txt
[2025-12-26T20:29:21.784688] [INFO ] [sig       ] [2479/3548] Completed PFG in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-26T20:29:21.784749] [INFO ] [sig       ] [2480/3548] Forecasting PFGC...
[2025-12-26T20:29:21.784791] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-12-26T20:29:21.784821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-12-26T20:29:21.797323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2025-12-26T20:29:21.797742] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-12-26T20:29:21.798617] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-12-26T20:29:21.798671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:21.798704] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:21.798731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:21.798801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:21.863957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:21.864820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:21.864911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:21.864946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:21.995714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:21.995863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:21.995906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:21.995935] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:21.999467] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: DOWN (p=3.73%)
[2025-12-26T20:29:21.999763] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-12-26T20:29:21.999899] [INFO ] [sig       ] PFGC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:22.143603] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PFGC.txt
[2025-12-26T20:29:22.143731] [INFO ] [sig       ] [2480/3548] Completed PFGC in 0.4s | 2.89 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-26T20:29:22.143771] [INFO ] [sig       ] [2481/3548] Forecasting PFH...
[2025-12-26T20:29:22.143801] [INFO ] [sig       ] Generating forecast for: PFH
[2025-12-26T20:29:22.143832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-12-26T20:29:22.155674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2025-12-26T20:29:22.156073] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-12-26T20:29:22.156890] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-12-26T20:29:22.156943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:22.156974] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:22.157002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:22.157061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:22.214765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:22.215697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:22.215782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:22.215817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:22.338290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:22.338470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:22.338523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:22.338617] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:22.343385] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=29.89%)
[2025-12-26T20:29:22.343749] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-12-26T20:29:22.343891] [INFO ] [sig       ] PFH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:22.496683] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PFH.txt
[2025-12-26T20:29:22.496839] [INFO ] [sig       ] [2481/3548] Completed PFH in 0.4s | 2.89 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-26T20:29:22.496879] [INFO ] [sig       ] [2482/3548] Forecasting PFIS...
[2025-12-26T20:29:22.496909] [INFO ] [sig       ] Generating forecast for: PFIS
[2025-12-26T20:29:22.496946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2025-12-26T20:29:22.507924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2025-12-26T20:29:22.508301] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2025-12-26T20:29:22.509193] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2025-12-26T20:29:22.509246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:22.509282] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:22.509308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:22.509366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:22.566346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:22.567218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:22.567299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:22.567331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:22.679488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:22.679664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:22.679708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:22.679753] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:22.683163] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: UP (p=82.84%)
[2025-12-26T20:29:22.683435] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2025-12-26T20:29:22.683556] [INFO ] [sig       ] PFIS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:22.825517] [INFO ] [LOCAL     ] Saved forecast: PFIS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PFIS.txt
[2025-12-26T20:29:22.825689] [INFO ] [sig       ] [2482/3548] Completed PFIS in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-26T20:29:22.825730] [INFO ] [sig       ] [2483/3548] Forecasting PFL...
[2025-12-26T20:29:22.825761] [INFO ] [sig       ] Generating forecast for: PFL
[2025-12-26T20:29:22.825791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-12-26T20:29:22.836093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2025-12-26T20:29:22.836412] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-12-26T20:29:22.837222] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-12-26T20:29:22.837276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:22.837311] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:22.837343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:22.837406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:22.894756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:22.895401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:22.895479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:22.895511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:23.013778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:23.013935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:23.013982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:23.014013] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:23.017616] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: UP (p=96.94%)
[2025-12-26T20:29:23.017891] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-12-26T20:29:23.018014] [INFO ] [sig       ] PFL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:23.157036] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PFL.txt
[2025-12-26T20:29:23.157161] [INFO ] [sig       ] [2483/3548] Completed PFL in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-26T20:29:23.157200] [INFO ] [sig       ] [2484/3548] Forecasting PFM...
[2025-12-26T20:29:23.157229] [INFO ] [sig       ] Generating forecast for: PFM
[2025-12-26T20:29:23.157260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2025-12-26T20:29:23.167657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2025-12-26T20:29:23.167973] [INFO ] [FORECASTER] Starting predict_future for PFM
[2025-12-26T20:29:23.168750] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2025-12-26T20:29:23.168800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:23.168831] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:23.168857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:23.168939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:23.225203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:23.225851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:23.225928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:23.225982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:23.346488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:23.346642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:23.346685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:23.346715] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:23.350024] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: DOWN (p=38.00%)
[2025-12-26T20:29:23.350294] [INFO ] [FORECASTER] Completed predict_future for PFM
[2025-12-26T20:29:23.350417] [INFO ] [sig       ] PFM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:23.490470] [INFO ] [LOCAL     ] Saved forecast: PFM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PFM.txt
[2025-12-26T20:29:23.490623] [INFO ] [sig       ] [2484/3548] Completed PFM in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-26T20:29:23.490664] [INFO ] [sig       ] [2485/3548] Forecasting PFN...
[2025-12-26T20:29:23.490694] [INFO ] [sig       ] Generating forecast for: PFN
[2025-12-26T20:29:23.490723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-12-26T20:29:23.500995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2025-12-26T20:29:23.501337] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-12-26T20:29:23.502131] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-12-26T20:29:23.502183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:23.502214] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:23.502240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:23.502298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:23.558734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:23.559424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:23.559500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:23.559531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:23.677038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:23.677169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:23.677210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:23.677238] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:23.680523] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: UP (p=74.43%)
[2025-12-26T20:29:23.680811] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-12-26T20:29:23.680934] [INFO ] [sig       ] PFN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:23.823144] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PFN.txt
[2025-12-26T20:29:23.823288] [INFO ] [sig       ] [2485/3548] Completed PFN in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-26T20:29:23.823327] [INFO ] [sig       ] [2486/3548] Forecasting PFO...
[2025-12-26T20:29:23.823356] [INFO ] [sig       ] Generating forecast for: PFO
[2025-12-26T20:29:23.823386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-12-26T20:29:23.833622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2025-12-26T20:29:23.833962] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-12-26T20:29:23.834762] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-12-26T20:29:23.834813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:23.834843] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:23.834869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:23.834942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:23.891189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:23.892148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:23.892232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:23.892264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:24.004619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:24.004756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:24.004796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:24.004824] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:24.008180] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: UP (p=93.48%)
[2025-12-26T20:29:24.008448] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-12-26T20:29:24.008587] [INFO ] [sig       ] PFO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:24.148157] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PFO.txt
[2025-12-26T20:29:24.148305] [INFO ] [sig       ] [2486/3548] Completed PFO in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-26T20:29:24.148345] [INFO ] [sig       ] [2487/3548] Forecasting PFS...
[2025-12-26T20:29:24.148374] [INFO ] [sig       ] Generating forecast for: PFS
[2025-12-26T20:29:24.148405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-12-26T20:29:24.160423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2025-12-26T20:29:24.160858] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-12-26T20:29:24.161731] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-12-26T20:29:24.161784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:24.161815] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:24.161842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:24.161933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:24.222226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:24.223125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:24.223209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:24.223242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:24.345165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:24.345309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:24.345351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:24.345379] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:24.348822] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: UP (p=80.52%)
[2025-12-26T20:29:24.349114] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-12-26T20:29:24.349237] [INFO ] [sig       ] PFS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:24.497779] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PFS.txt
[2025-12-26T20:29:24.497929] [INFO ] [sig       ] [2487/3548] Completed PFS in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-26T20:29:24.497973] [INFO ] [sig       ] [2488/3548] Forecasting PFSI...
[2025-12-26T20:29:24.498002] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-12-26T20:29:24.498031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-12-26T20:29:24.508871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2025-12-26T20:29:24.509234] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-12-26T20:29:24.510070] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-12-26T20:29:24.510138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:24.510170] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:24.510198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:24.510257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:24.570368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:24.571122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:24.571242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:24.571277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:24.691856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:24.692000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:24.692045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:24.692074] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:24.695462] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: DOWN (p=10.55%)
[2025-12-26T20:29:24.695756] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-12-26T20:29:24.695880] [INFO ] [sig       ] PFSI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:24.891474] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PFSI.txt
[2025-12-26T20:29:24.891631] [INFO ] [sig       ] [2488/3548] Completed PFSI in 0.4s | 2.89 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-26T20:29:24.891672] [INFO ] [sig       ] [2489/3548] Forecasting PGC...
[2025-12-26T20:29:24.891703] [INFO ] [sig       ] Generating forecast for: PGC
[2025-12-26T20:29:24.891733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2025-12-26T20:29:24.902362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2025-12-26T20:29:24.902698] [INFO ] [FORECASTER] Starting predict_future for PGC
[2025-12-26T20:29:24.903457] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2025-12-26T20:29:24.903508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:24.903540] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:24.903566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:24.903647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:24.960469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:24.961261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:24.961343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:24.961376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:25.082009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:25.082157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:25.082201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:25.082231] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:25.085696] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: UP (p=96.38%)
[2025-12-26T20:29:25.085972] [INFO ] [FORECASTER] Completed predict_future for PGC
[2025-12-26T20:29:25.086101] [INFO ] [sig       ] PGC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:25.233146] [INFO ] [LOCAL     ] Saved forecast: PGC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PGC.txt
[2025-12-26T20:29:25.233289] [INFO ] [sig       ] [2489/3548] Completed PGC in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-26T20:29:25.233329] [INFO ] [sig       ] [2490/3548] Forecasting PGEN...
[2025-12-26T20:29:25.233358] [INFO ] [sig       ] Generating forecast for: PGEN
[2025-12-26T20:29:25.233389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2025-12-26T20:29:25.244608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2025-12-26T20:29:25.244930] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2025-12-26T20:29:25.245747] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2025-12-26T20:29:25.245800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:25.245832] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:25.245860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:25.245917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:25.303300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:25.304078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:25.304157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:25.304189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:25.423046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:25.423182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:25.423223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:25.423250] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:25.426778] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: DOWN (p=8.39%)
[2025-12-26T20:29:25.427054] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2025-12-26T20:29:25.427178] [INFO ] [sig       ] PGEN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:25.569040] [INFO ] [LOCAL     ] Saved forecast: PGEN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PGEN.txt
[2025-12-26T20:29:25.569194] [INFO ] [sig       ] [2490/3548] Completed PGEN in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-26T20:29:25.569233] [INFO ] [sig       ] [2491/3548] Forecasting PGJ...
[2025-12-26T20:29:25.569262] [INFO ] [sig       ] Generating forecast for: PGJ
[2025-12-26T20:29:25.569292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2025-12-26T20:29:25.579614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2025-12-26T20:29:25.579926] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2025-12-26T20:29:25.580751] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2025-12-26T20:29:25.580802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:25.580833] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:25.580860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:25.580917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:25.638510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:25.639298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:25.639378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:25.639410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:25.759907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:25.760028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:25.760069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:25.760098] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:25.763468] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: DOWN (p=7.37%)
[2025-12-26T20:29:25.763756] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2025-12-26T20:29:25.763877] [INFO ] [sig       ] PGJ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:25.903995] [INFO ] [LOCAL     ] Saved forecast: PGJ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PGJ.txt
[2025-12-26T20:29:25.904148] [INFO ] [sig       ] [2491/3548] Completed PGJ in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-26T20:29:25.904188] [INFO ] [sig       ] [2492/3548] Forecasting PGNY...
[2025-12-26T20:29:25.904217] [INFO ] [sig       ] Generating forecast for: PGNY
[2025-12-26T20:29:25.904246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2025-12-26T20:29:25.915841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2025-12-26T20:29:25.916181] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2025-12-26T20:29:25.916986] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2025-12-26T20:29:25.917039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:25.917072] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:25.917108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:25.917170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:25.976150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:25.976850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:25.976929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:25.976961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:26.096457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:26.096625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:26.096669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:26.096699] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:26.100153] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: UP (p=89.45%)
[2025-12-26T20:29:26.100435] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2025-12-26T20:29:26.100558] [INFO ] [sig       ] PGNY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:26.244983] [INFO ] [LOCAL     ] Saved forecast: PGNY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PGNY.txt
[2025-12-26T20:29:26.245125] [INFO ] [sig       ] [2492/3548] Completed PGNY in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-26T20:29:26.245174] [INFO ] [sig       ] [2493/3548] Forecasting PGP...
[2025-12-26T20:29:26.245206] [INFO ] [sig       ] Generating forecast for: PGP
[2025-12-26T20:29:26.245238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-12-26T20:29:26.255639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2025-12-26T20:29:26.255968] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-12-26T20:29:26.256835] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-12-26T20:29:26.256891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:26.256923] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:26.256949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:26.257005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:26.319294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:26.320087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:26.320175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:26.320209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:26.437685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:26.437831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:26.437873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:26.437902] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:26.441409] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=50.94%)
[2025-12-26T20:29:26.441723] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-12-26T20:29:26.441851] [INFO ] [sig       ] PGP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:26.585198] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PGP.txt
[2025-12-26T20:29:26.585333] [INFO ] [sig       ] [2493/3548] Completed PGP in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-26T20:29:26.585375] [INFO ] [sig       ] [2494/3548] Forecasting PGY...
[2025-12-26T20:29:26.585406] [INFO ] [sig       ] Generating forecast for: PGY
[2025-12-26T20:29:26.585435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2025-12-26T20:29:26.596880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2025-12-26T20:29:26.597229] [INFO ] [FORECASTER] Starting predict_future for PGY
[2025-12-26T20:29:26.598012] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2025-12-26T20:29:26.598064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:26.598096] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:26.598122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:26.598179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:26.655097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:26.655992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:26.656077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:26.656110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:26.774900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:26.775047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:26.775088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:26.775117] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:26.778532] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: DOWN (p=28.46%)
[2025-12-26T20:29:26.778821] [INFO ] [FORECASTER] Completed predict_future for PGY
[2025-12-26T20:29:26.778971] [INFO ] [sig       ] PGY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:26.918092] [INFO ] [LOCAL     ] Saved forecast: PGY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PGY.txt
[2025-12-26T20:29:26.918231] [INFO ] [sig       ] [2494/3548] Completed PGY in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-26T20:29:26.918270] [INFO ] [sig       ] [2495/3548] Forecasting PGZ...
[2025-12-26T20:29:26.918299] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-12-26T20:29:26.918329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-12-26T20:29:26.929683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2025-12-26T20:29:26.930122] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-12-26T20:29:26.931000] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-12-26T20:29:26.931060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:26.931122] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:26.931151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:26.931211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:26.991823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:26.992690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:26.992772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:26.992805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:27.114762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:27.114944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:27.114987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:27.115016] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:27.118656] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: DOWN (p=27.55%)
[2025-12-26T20:29:27.118953] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-12-26T20:29:27.119079] [INFO ] [sig       ] PGZ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:27.262932] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PGZ.txt
[2025-12-26T20:29:27.263088] [INFO ] [sig       ] [2495/3548] Completed PGZ in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-26T20:29:27.263127] [INFO ] [sig       ] [2496/3548] Forecasting PH...
[2025-12-26T20:29:27.263156] [INFO ] [sig       ] Generating forecast for: PH
[2025-12-26T20:29:27.263188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-12-26T20:29:27.274711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2025-12-26T20:29:27.275095] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-12-26T20:29:27.275918] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-12-26T20:29:27.275973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:27.276005] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:27.276032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:27.276091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:27.333917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:27.334841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:27.334927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:27.334959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:27.456414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:27.456557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:27.456619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:27.456649] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:27.460105] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-12-26T20:29:27.460383] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-12-26T20:29:27.460507] [INFO ] [sig       ] PH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:27.608070] [INFO ] [LOCAL     ] Saved forecast: PH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PH.txt
[2025-12-26T20:29:27.608208] [INFO ] [sig       ] [2496/3548] Completed PH in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-26T20:29:27.608255] [INFO ] [sig       ] [2497/3548] Forecasting PHG...
[2025-12-26T20:29:27.608285] [INFO ] [sig       ] Generating forecast for: PHG
[2025-12-26T20:29:27.608318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-12-26T20:29:27.619335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2025-12-26T20:29:27.619690] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-12-26T20:29:27.620523] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-12-26T20:29:27.620608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:27.620645] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:27.620673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:27.620731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:27.679992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:27.680639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:27.680717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:27.680754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:27.805449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:27.805610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:27.805655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:27.805685] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:27.809221] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: UP (p=70.79%)
[2025-12-26T20:29:27.809507] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-12-26T20:29:27.809651] [INFO ] [sig       ] PHG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:27.956979] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PHG.txt
[2025-12-26T20:29:27.957116] [INFO ] [sig       ] [2497/3548] Completed PHG in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-26T20:29:27.957155] [INFO ] [sig       ] [2498/3548] Forecasting PHI...
[2025-12-26T20:29:27.957185] [INFO ] [sig       ] Generating forecast for: PHI
[2025-12-26T20:29:27.957218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-12-26T20:29:27.972411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2025-12-26T20:29:27.972977] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-12-26T20:29:27.973811] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-12-26T20:29:27.973876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:27.973913] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:27.973941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:27.974000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:28.033698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:28.034375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:28.034471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:28.034513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:28.152315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:28.152479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:28.152526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:28.152554] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:28.156145] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: DOWN (p=25.76%)
[2025-12-26T20:29:28.156423] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-12-26T20:29:28.156552] [INFO ] [sig       ] PHI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:28.305908] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PHI.txt
[2025-12-26T20:29:28.306065] [INFO ] [sig       ] [2498/3548] Completed PHI in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-26T20:29:28.306105] [INFO ] [sig       ] [2499/3548] Forecasting PHIN...
[2025-12-26T20:29:28.306137] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-12-26T20:29:28.306169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-12-26T20:29:28.317319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2025-12-26T20:29:28.317714] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-12-26T20:29:28.318544] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-12-26T20:29:28.318623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:28.318671] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:28.318701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:28.318761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:28.378253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:28.379169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:28.379254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:28.379287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:28.506499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:28.506673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:28.506718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:28.506747] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:28.510275] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: UP (p=78.39%)
[2025-12-26T20:29:28.510620] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-12-26T20:29:28.510751] [INFO ] [sig       ] PHIN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:28.666906] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PHIN.txt
[2025-12-26T20:29:28.667066] [INFO ] [sig       ] [2499/3548] Completed PHIN in 0.4s | 2.89 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-26T20:29:28.667108] [INFO ] [sig       ] [2500/3548] Forecasting PHIO...
[2025-12-26T20:29:28.667139] [INFO ] [sig       ] Generating forecast for: PHIO
[2025-12-26T20:29:28.667171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'.
[2025-12-26T20:29:28.678496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIO'.
[2025-12-26T20:29:28.678913] [INFO ] [FORECASTER] Starting predict_future for PHIO
[2025-12-26T20:29:28.679732] [DEBUG] [LOCAL     ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt
[2025-12-26T20:29:28.679785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:28.679816] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:28.679843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:28.679901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:28.742745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:28.743753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:28.743857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:28.743892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:28.869744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:28.869895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:28.869938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:28.869966] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:28.873337] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: DOWN (p=16.60%)
[2025-12-26T20:29:28.873626] [INFO ] [FORECASTER] Completed predict_future for PHIO
[2025-12-26T20:29:28.873750] [INFO ] [sig       ] PHIO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:29.013733] [INFO ] [LOCAL     ] Saved forecast: PHIO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PHIO.txt
[2025-12-26T20:29:29.013867] [INFO ] [sig       ] [2500/3548] Completed PHIO in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-26T20:29:29.013905] [INFO ] [sig       ] [2501/3548] Forecasting PHK...
[2025-12-26T20:29:29.013934] [INFO ] [sig       ] Generating forecast for: PHK
[2025-12-26T20:29:29.013964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-12-26T20:29:29.025696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2025-12-26T20:29:29.026062] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-12-26T20:29:29.026844] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-12-26T20:29:29.026894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:29.026924] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:29.026950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:29.027007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:29.082894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:29.083540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:29.083633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:29.083667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:29.197798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:29.197937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:29.197977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:29.198005] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:29.201305] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=57.13%)
[2025-12-26T20:29:29.201590] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-12-26T20:29:29.201711] [INFO ] [sig       ] PHK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:29.340859] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PHK.txt
[2025-12-26T20:29:29.340985] [INFO ] [sig       ] [2501/3548] Completed PHK in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-26T20:29:29.341024] [INFO ] [sig       ] [2502/3548] Forecasting PHM...
[2025-12-26T20:29:29.341052] [INFO ] [sig       ] Generating forecast for: PHM
[2025-12-26T20:29:29.341082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-12-26T20:29:29.353294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2025-12-26T20:29:29.353679] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-12-26T20:29:29.354454] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-12-26T20:29:29.354505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:29.354537] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:29.354563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:29.354648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:29.411035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:29.411678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:29.411756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:29.411788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:29.529946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:29.530097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:29.530141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:29.530171] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:29.533601] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=10.25%)
[2025-12-26T20:29:29.533884] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-12-26T20:29:29.534012] [INFO ] [sig       ] PHM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:29.675185] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PHM.txt
[2025-12-26T20:29:29.675317] [INFO ] [sig       ] [2502/3548] Completed PHM in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-26T20:29:29.675356] [INFO ] [sig       ] [2503/3548] Forecasting PHO...
[2025-12-26T20:29:29.675391] [INFO ] [sig       ] Generating forecast for: PHO
[2025-12-26T20:29:29.675421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2025-12-26T20:29:29.685644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2025-12-26T20:29:29.685972] [INFO ] [FORECASTER] Starting predict_future for PHO
[2025-12-26T20:29:29.686749] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2025-12-26T20:29:29.686800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:29.686831] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:29.686858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:29.686915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:29.743508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:29.744211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:29.744292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:29.744325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:29.866877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:29.867026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:29.867078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:29.867109] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:29.870667] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: UP (p=91.59%)
[2025-12-26T20:29:29.870939] [INFO ] [FORECASTER] Completed predict_future for PHO
[2025-12-26T20:29:29.871065] [INFO ] [sig       ] PHO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:30.010618] [INFO ] [LOCAL     ] Saved forecast: PHO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PHO.txt
[2025-12-26T20:29:30.010755] [INFO ] [sig       ] [2503/3548] Completed PHO in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-26T20:29:30.010793] [INFO ] [sig       ] [2504/3548] Forecasting PHUN...
[2025-12-26T20:29:30.010823] [INFO ] [sig       ] Generating forecast for: PHUN
[2025-12-26T20:29:30.010852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2025-12-26T20:29:30.022273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2025-12-26T20:29:30.022613] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2025-12-26T20:29:30.023375] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2025-12-26T20:29:30.023426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:30.023456] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:30.023481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:30.023538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:30.083624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:30.084488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:30.084593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:30.084629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:30.205450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:30.205618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:30.205664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:30.205694] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:30.209135] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: DOWN (p=37.06%)
[2025-12-26T20:29:30.209411] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2025-12-26T20:29:30.209535] [INFO ] [sig       ] PHUN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:30.348104] [INFO ] [LOCAL     ] Saved forecast: PHUN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PHUN.txt
[2025-12-26T20:29:30.348239] [INFO ] [sig       ] [2504/3548] Completed PHUN in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-26T20:29:30.348280] [INFO ] [sig       ] [2505/3548] Forecasting PHVS...
[2025-12-26T20:29:30.348310] [INFO ] [sig       ] Generating forecast for: PHVS
[2025-12-26T20:29:30.348341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2025-12-26T20:29:30.359664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2025-12-26T20:29:30.359995] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2025-12-26T20:29:30.360794] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2025-12-26T20:29:30.360848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:30.360879] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:30.360906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:30.360964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:30.417874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:30.418549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:30.418676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:30.418739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:30.535461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:30.535594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:30.535639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:30.535668] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:30.539018] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: DOWN (p=1.39%)
[2025-12-26T20:29:30.539296] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2025-12-26T20:29:30.539422] [INFO ] [sig       ] PHVS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:30.683483] [INFO ] [LOCAL     ] Saved forecast: PHVS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PHVS.txt
[2025-12-26T20:29:30.683634] [INFO ] [sig       ] [2505/3548] Completed PHVS in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-26T20:29:30.683675] [INFO ] [sig       ] [2506/3548] Forecasting PI...
[2025-12-26T20:29:30.683705] [INFO ] [sig       ] Generating forecast for: PI
[2025-12-26T20:29:30.683741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2025-12-26T20:29:30.694983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2025-12-26T20:29:30.695327] [INFO ] [FORECASTER] Starting predict_future for PI
[2025-12-26T20:29:30.696133] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2025-12-26T20:29:30.696188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:30.696222] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:30.696249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:30.696308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:30.753291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:30.753960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:30.754045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:30.754078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:30.878613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:30.878762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:30.878804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:30.878851] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:30.882277] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: UP (p=72.55%)
[2025-12-26T20:29:30.882561] [INFO ] [FORECASTER] Completed predict_future for PI
[2025-12-26T20:29:30.882714] [INFO ] [sig       ] PI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:31.024654] [INFO ] [LOCAL     ] Saved forecast: PI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PI.txt
[2025-12-26T20:29:31.024806] [INFO ] [sig       ] [2506/3548] Completed PI in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-26T20:29:31.024848] [INFO ] [sig       ] [2507/3548] Forecasting PID...
[2025-12-26T20:29:31.024878] [INFO ] [sig       ] Generating forecast for: PID
[2025-12-26T20:29:31.024909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2025-12-26T20:29:31.036757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2025-12-26T20:29:31.037124] [INFO ] [FORECASTER] Starting predict_future for PID
[2025-12-26T20:29:31.037915] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2025-12-26T20:29:31.037969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:31.038001] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:31.038029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:31.038088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:31.095473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:31.096314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:31.096400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:31.096433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:31.215163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:31.215313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:31.215356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:31.215384] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:31.218742] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: DOWN (p=33.67%)
[2025-12-26T20:29:31.219041] [INFO ] [FORECASTER] Completed predict_future for PID
[2025-12-26T20:29:31.219163] [INFO ] [sig       ] PID: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:31.360540] [INFO ] [LOCAL     ] Saved forecast: PID	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PID.txt
[2025-12-26T20:29:31.360707] [INFO ] [sig       ] [2507/3548] Completed PID in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-26T20:29:31.360747] [INFO ] [sig       ] [2508/3548] Forecasting PIE...
[2025-12-26T20:29:31.360776] [INFO ] [sig       ] Generating forecast for: PIE
[2025-12-26T20:29:31.360805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2025-12-26T20:29:31.372497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2025-12-26T20:29:31.372859] [INFO ] [FORECASTER] Starting predict_future for PIE
[2025-12-26T20:29:31.373631] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2025-12-26T20:29:31.373682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:31.373714] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:31.373740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:31.373797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:31.429799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:31.430423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:31.430498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:31.430546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:31.545525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:31.545691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:31.545736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:31.545765] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:31.549117] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: UP (p=98.05%)
[2025-12-26T20:29:31.549398] [INFO ] [FORECASTER] Completed predict_future for PIE
[2025-12-26T20:29:31.549525] [INFO ] [sig       ] PIE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:31.688456] [INFO ] [LOCAL     ] Saved forecast: PIE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PIE.txt
[2025-12-26T20:29:31.688657] [INFO ] [sig       ] [2508/3548] Completed PIE in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-26T20:29:31.688701] [INFO ] [sig       ] [2509/3548] Forecasting PII...
[2025-12-26T20:29:31.688733] [INFO ] [sig       ] Generating forecast for: PII
[2025-12-26T20:29:31.688763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-12-26T20:29:31.705009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2025-12-26T20:29:31.705389] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-12-26T20:29:31.706228] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-12-26T20:29:31.706281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:31.706312] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:31.706338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:31.706400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:31.767339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:31.768399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:31.768489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:31.768522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:31.888829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:31.888987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:31.889032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:31.889062] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:31.892494] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: UP (p=50.02%)
[2025-12-26T20:29:31.893036] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-12-26T20:29:31.893188] [INFO ] [sig       ] PII: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:32.035687] [INFO ] [LOCAL     ] Saved forecast: PII	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PII.txt
[2025-12-26T20:29:32.035842] [INFO ] [sig       ] [2509/3548] Completed PII in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-26T20:29:32.035881] [INFO ] [sig       ] [2510/3548] Forecasting PIM...
[2025-12-26T20:29:32.035910] [INFO ] [sig       ] Generating forecast for: PIM
[2025-12-26T20:29:32.035941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-12-26T20:29:32.046619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2025-12-26T20:29:32.046932] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-12-26T20:29:32.047716] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-12-26T20:29:32.047767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:32.047799] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:32.047826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:32.047896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:32.117562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:32.118542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:32.118670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:32.118714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:32.231603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:32.231765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:32.231806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:32.231834] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:32.235207] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: UP (p=66.86%)
[2025-12-26T20:29:32.235488] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-12-26T20:29:32.235630] [INFO ] [sig       ] PIM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:32.375433] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PIM.txt
[2025-12-26T20:29:32.375565] [INFO ] [sig       ] [2510/3548] Completed PIM in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-26T20:29:32.375621] [INFO ] [sig       ] [2511/3548] Forecasting PINE...
[2025-12-26T20:29:32.375651] [INFO ] [sig       ] Generating forecast for: PINE
[2025-12-26T20:29:32.375681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-12-26T20:29:32.387403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2025-12-26T20:29:32.387785] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-12-26T20:29:32.388558] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-12-26T20:29:32.388632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:32.388664] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:32.388690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:32.388747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:32.448504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:32.449273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:32.449351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:32.449383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:32.564464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:32.564640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:32.564685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:32.564714] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:32.568116] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: DOWN (p=26.16%)
[2025-12-26T20:29:32.568387] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-12-26T20:29:32.568522] [INFO ] [sig       ] PINE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:32.708771] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PINE.txt
[2025-12-26T20:29:32.708910] [INFO ] [sig       ] [2511/3548] Completed PINE in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-26T20:29:32.708957] [INFO ] [sig       ] [2512/3548] Forecasting PINS...
[2025-12-26T20:29:32.708986] [INFO ] [sig       ] Generating forecast for: PINS
[2025-12-26T20:29:32.709016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-12-26T20:29:32.724927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2025-12-26T20:29:32.725444] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-12-26T20:29:32.726648] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-12-26T20:29:32.726736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:32.726827] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:32.726873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:32.726965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:32.787743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:32.788722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:32.788811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:32.788843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:32.910056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:32.910227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:32.910272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:32.910301] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:32.913927] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=97.28%)
[2025-12-26T20:29:32.914256] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-12-26T20:29:32.914389] [INFO ] [sig       ] PINS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:33.055527] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PINS.txt
[2025-12-26T20:29:33.055709] [INFO ] [sig       ] [2512/3548] Completed PINS in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-26T20:29:33.055750] [INFO ] [sig       ] [2513/3548] Forecasting PK...
[2025-12-26T20:29:33.055779] [INFO ] [sig       ] Generating forecast for: PK
[2025-12-26T20:29:33.055811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-12-26T20:29:33.067916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2025-12-26T20:29:33.068307] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-12-26T20:29:33.069174] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-12-26T20:29:33.069227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:33.069258] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:33.069284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:33.069342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:33.126254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:33.127111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:33.127194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:33.127226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:33.249858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:33.250007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:33.250049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:33.250077] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:33.253400] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: UP (p=91.12%)
[2025-12-26T20:29:33.253692] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-12-26T20:29:33.253811] [INFO ] [sig       ] PK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:33.393937] [INFO ] [LOCAL     ] Saved forecast: PK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PK.txt
[2025-12-26T20:29:33.394070] [INFO ] [sig       ] [2513/3548] Completed PK in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-26T20:29:33.394108] [INFO ] [sig       ] [2514/3548] Forecasting PKBK...
[2025-12-26T20:29:33.394137] [INFO ] [sig       ] Generating forecast for: PKBK
[2025-12-26T20:29:33.394169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2025-12-26T20:29:33.404916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2025-12-26T20:29:33.405233] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2025-12-26T20:29:33.406016] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2025-12-26T20:29:33.406067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:33.406097] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:33.406123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:33.406180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:33.463072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:33.463766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:33.463846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:33.463879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:33.582965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:33.583156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:33.583200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:33.583229] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:33.586699] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: UP (p=94.05%)
[2025-12-26T20:29:33.586979] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2025-12-26T20:29:33.587103] [INFO ] [sig       ] PKBK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:33.728908] [INFO ] [LOCAL     ] Saved forecast: PKBK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PKBK.txt
[2025-12-26T20:29:33.729043] [INFO ] [sig       ] [2514/3548] Completed PKBK in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-26T20:29:33.729084] [INFO ] [sig       ] [2515/3548] Forecasting PKE...
[2025-12-26T20:29:33.729113] [INFO ] [sig       ] Generating forecast for: PKE
[2025-12-26T20:29:33.729144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-12-26T20:29:33.740879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2025-12-26T20:29:33.741232] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-12-26T20:29:33.742042] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-12-26T20:29:33.742103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:33.742138] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:33.742164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:33.742223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:33.799263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:33.799899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:33.799977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:33.800008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:33.918523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:33.918695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:33.918757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:33.918804] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:33.922376] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: DOWN (p=9.89%)
[2025-12-26T20:29:33.922678] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-12-26T20:29:33.922807] [INFO ] [sig       ] PKE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:34.062836] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PKE.txt
[2025-12-26T20:29:34.062968] [INFO ] [sig       ] [2515/3548] Completed PKE in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-26T20:29:34.063007] [INFO ] [sig       ] [2516/3548] Forecasting PKG...
[2025-12-26T20:29:34.063037] [INFO ] [sig       ] Generating forecast for: PKG
[2025-12-26T20:29:34.063066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-12-26T20:29:34.075289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2025-12-26T20:29:34.075657] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-12-26T20:29:34.076458] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-12-26T20:29:34.076509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:34.076540] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:34.076566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:34.076674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:34.133233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:34.133915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:34.133993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:34.134026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:34.256827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:34.256972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:34.257013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:34.257041] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:34.260428] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: UP (p=74.58%)
[2025-12-26T20:29:34.260720] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-12-26T20:29:34.260845] [INFO ] [sig       ] PKG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:34.403333] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PKG.txt
[2025-12-26T20:29:34.403472] [INFO ] [sig       ] [2516/3548] Completed PKG in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-26T20:29:34.403510] [INFO ] [sig       ] [2517/3548] Forecasting PKOH...
[2025-12-26T20:29:34.403539] [INFO ] [sig       ] Generating forecast for: PKOH
[2025-12-26T20:29:34.403584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2025-12-26T20:29:34.414269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2025-12-26T20:29:34.414651] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2025-12-26T20:29:34.415452] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2025-12-26T20:29:34.415505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:34.415537] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:34.415563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:34.415655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:34.472969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:34.473650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:34.473730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:34.473763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:34.591829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:34.591976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:34.592018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:34.592046] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:34.595358] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: UP (p=63.10%)
[2025-12-26T20:29:34.595661] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2025-12-26T20:29:34.595782] [INFO ] [sig       ] PKOH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:34.734240] [INFO ] [LOCAL     ] Saved forecast: PKOH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PKOH.txt
[2025-12-26T20:29:34.734366] [INFO ] [sig       ] [2517/3548] Completed PKOH in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-26T20:29:34.734409] [INFO ] [sig       ] [2518/3548] Forecasting PKX...
[2025-12-26T20:29:34.734439] [INFO ] [sig       ] Generating forecast for: PKX
[2025-12-26T20:29:34.734468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-12-26T20:29:34.745430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2025-12-26T20:29:34.745783] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-12-26T20:29:34.746563] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-12-26T20:29:34.746638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:34.746671] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:34.746698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:34.746756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:34.803804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:34.804459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:34.804536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:34.804568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:34.923728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:34.923883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:34.923925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:34.923953] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:34.927312] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=29.19%)
[2025-12-26T20:29:34.927597] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-12-26T20:29:34.927719] [INFO ] [sig       ] PKX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:35.072254] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PKX.txt
[2025-12-26T20:29:35.072387] [INFO ] [sig       ] [2518/3548] Completed PKX in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-26T20:29:35.072429] [INFO ] [sig       ] [2519/3548] Forecasting PL...
[2025-12-26T20:29:35.072458] [INFO ] [sig       ] Generating forecast for: PL
[2025-12-26T20:29:35.072487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-12-26T20:29:35.083826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PL'.
[2025-12-26T20:29:35.084174] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-12-26T20:29:35.085019] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-12-26T20:29:35.085072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:35.085105] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:35.085132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:35.085190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:35.142058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:35.142752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:35.142828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:35.142860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:35.261805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:35.261957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:35.262016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:35.262047] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:35.265430] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: DOWN (p=12.03%)
[2025-12-26T20:29:35.265723] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-12-26T20:29:35.265848] [INFO ] [sig       ] PL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:35.405003] [INFO ] [LOCAL     ] Saved forecast: PL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PL.txt
[2025-12-26T20:29:35.405152] [INFO ] [sig       ] [2519/3548] Completed PL in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-26T20:29:35.405191] [INFO ] [sig       ] [2520/3548] Forecasting PLAB...
[2025-12-26T20:29:35.405220] [INFO ] [sig       ] Generating forecast for: PLAB
[2025-12-26T20:29:35.405250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2025-12-26T20:29:35.415939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2025-12-26T20:29:35.416279] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2025-12-26T20:29:35.417065] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2025-12-26T20:29:35.417116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:35.417147] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:35.417173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:35.417230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:35.473242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:35.474000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:35.474080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:35.474113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:35.600307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:35.600449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:35.600495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:35.600524] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:35.603952] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: DOWN (p=7.13%)
[2025-12-26T20:29:35.604237] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2025-12-26T20:29:35.604362] [INFO ] [sig       ] PLAB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:35.747641] [INFO ] [LOCAL     ] Saved forecast: PLAB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PLAB.txt
[2025-12-26T20:29:35.747789] [INFO ] [sig       ] [2520/3548] Completed PLAB in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-26T20:29:35.747827] [INFO ] [sig       ] [2521/3548] Forecasting PLAY...
[2025-12-26T20:29:35.747857] [INFO ] [sig       ] Generating forecast for: PLAY
[2025-12-26T20:29:35.747886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2025-12-26T20:29:35.758738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2025-12-26T20:29:35.759106] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2025-12-26T20:29:35.759932] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2025-12-26T20:29:35.759985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:35.760018] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:35.760046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:35.760107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:35.819250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:35.819984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:35.820065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:35.820099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:35.942406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:35.942555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:35.942618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:35.942649] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:35.946191] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: DOWN (p=35.62%)
[2025-12-26T20:29:35.946468] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2025-12-26T20:29:35.946611] [INFO ] [sig       ] PLAY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:36.087426] [INFO ] [LOCAL     ] Saved forecast: PLAY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PLAY.txt
[2025-12-26T20:29:36.087551] [INFO ] [sig       ] [2521/3548] Completed PLAY in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-26T20:29:36.087606] [INFO ] [sig       ] [2522/3548] Forecasting PLBC...
[2025-12-26T20:29:36.087639] [INFO ] [sig       ] Generating forecast for: PLBC
[2025-12-26T20:29:36.087669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2025-12-26T20:29:36.098908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2025-12-26T20:29:36.099251] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2025-12-26T20:29:36.100117] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2025-12-26T20:29:36.100171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:36.100204] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:36.100232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:36.100290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:36.159026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:36.159714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:36.159832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:36.159879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:36.263211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:36.263361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:36.263409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:36.263439] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:36.266946] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: UP (p=94.13%)
[2025-12-26T20:29:36.267222] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2025-12-26T20:29:36.267344] [INFO ] [sig       ] PLBC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:36.408344] [INFO ] [LOCAL     ] Saved forecast: PLBC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PLBC.txt
[2025-12-26T20:29:36.408490] [INFO ] [sig       ] [2522/3548] Completed PLBC in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-26T20:29:36.408529] [INFO ] [sig       ] [2523/3548] Forecasting PLBY...
[2025-12-26T20:29:36.408561] [INFO ] [sig       ] Generating forecast for: PLBY
[2025-12-26T20:29:36.408612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2025-12-26T20:29:36.419877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2025-12-26T20:29:36.420205] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2025-12-26T20:29:36.420989] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2025-12-26T20:29:36.421040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:36.421106] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:36.421135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:36.421193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:36.479830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:36.480501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:36.480597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:36.480634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:36.599330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:36.599475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:36.599520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:36.599550] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:36.603005] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=14.29%)
[2025-12-26T20:29:36.603283] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2025-12-26T20:29:36.603409] [INFO ] [sig       ] PLBY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:36.743926] [INFO ] [LOCAL     ] Saved forecast: PLBY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PLBY.txt
[2025-12-26T20:29:36.744052] [INFO ] [sig       ] [2523/3548] Completed PLBY in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-26T20:29:36.744091] [INFO ] [sig       ] [2524/3548] Forecasting PLCE...
[2025-12-26T20:29:36.744121] [INFO ] [sig       ] Generating forecast for: PLCE
[2025-12-26T20:29:36.744150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2025-12-26T20:29:36.754674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2025-12-26T20:29:36.755000] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2025-12-26T20:29:36.755799] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2025-12-26T20:29:36.755851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:36.755882] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:36.755908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:36.755966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:36.812858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:36.813492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:36.813569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:36.813627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:36.933986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:36.934142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:36.934186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:36.934214] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:36.937569] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: UP (p=89.59%)
[2025-12-26T20:29:36.937858] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2025-12-26T20:29:36.937979] [INFO ] [sig       ] PLCE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:37.079156] [INFO ] [LOCAL     ] Saved forecast: PLCE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PLCE.txt
[2025-12-26T20:29:37.079278] [INFO ] [sig       ] [2524/3548] Completed PLCE in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-26T20:29:37.079317] [INFO ] [sig       ] [2525/3548] Forecasting PLD...
[2025-12-26T20:29:37.079346] [INFO ] [sig       ] Generating forecast for: PLD
[2025-12-26T20:29:37.079375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-12-26T20:29:37.090230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2025-12-26T20:29:37.090624] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-12-26T20:29:37.091398] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-12-26T20:29:37.091449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:37.091481] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:37.091507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:37.091564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:37.148653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:37.149296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:37.149373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:37.149409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:37.273630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:37.273789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:37.273829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:37.273859] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:37.277188] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: UP (p=62.06%)
[2025-12-26T20:29:37.277451] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-12-26T20:29:37.277590] [INFO ] [sig       ] PLD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:37.420762] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PLD.txt
[2025-12-26T20:29:37.420942] [INFO ] [sig       ] [2525/3548] Completed PLD in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-26T20:29:37.420981] [INFO ] [sig       ] [2526/3548] Forecasting PLPC...
[2025-12-26T20:29:37.421012] [INFO ] [sig       ] Generating forecast for: PLPC
[2025-12-26T20:29:37.421043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2025-12-26T20:29:37.431949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2025-12-26T20:29:37.432262] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2025-12-26T20:29:37.433059] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2025-12-26T20:29:37.433110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:37.433141] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:37.433168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:37.433224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:37.490964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:37.491655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:37.491737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:37.491769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:37.606389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:37.606547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:37.606624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:37.606661] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:37.610075] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: UP (p=80.71%)
[2025-12-26T20:29:37.610343] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2025-12-26T20:29:37.610465] [INFO ] [sig       ] PLPC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:37.753223] [INFO ] [LOCAL     ] Saved forecast: PLPC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PLPC.txt
[2025-12-26T20:29:37.753382] [INFO ] [sig       ] [2526/3548] Completed PLPC in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-26T20:29:37.753429] [INFO ] [sig       ] [2527/3548] Forecasting PLRX...
[2025-12-26T20:29:37.753460] [INFO ] [sig       ] Generating forecast for: PLRX
[2025-12-26T20:29:37.753491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2025-12-26T20:29:37.764372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2025-12-26T20:29:37.764755] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2025-12-26T20:29:37.765521] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2025-12-26T20:29:37.765589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:37.765624] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:37.765655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:37.765712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:37.822392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:37.823223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:37.823302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:37.823334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:37.940944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:37.941091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:37.941132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:37.941160] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:37.944492] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: DOWN (p=7.92%)
[2025-12-26T20:29:37.944773] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2025-12-26T20:29:37.944894] [INFO ] [sig       ] PLRX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:38.087261] [INFO ] [LOCAL     ] Saved forecast: PLRX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PLRX.txt
[2025-12-26T20:29:38.087386] [INFO ] [sig       ] [2527/3548] Completed PLRX in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-26T20:29:38.087424] [INFO ] [sig       ] [2528/3548] Forecasting PLSE...
[2025-12-26T20:29:38.087453] [INFO ] [sig       ] Generating forecast for: PLSE
[2025-12-26T20:29:38.087482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2025-12-26T20:29:38.098297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2025-12-26T20:29:38.098644] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2025-12-26T20:29:38.099432] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2025-12-26T20:29:38.099483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:38.099515] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:38.099542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:38.099625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:38.157304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:38.157987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:38.158063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:38.158095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:38.277988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:38.278139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:38.278182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:38.278211] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:38.281589] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: UP (p=86.42%)
[2025-12-26T20:29:38.281855] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2025-12-26T20:29:38.281994] [INFO ] [sig       ] PLSE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:38.424010] [INFO ] [LOCAL     ] Saved forecast: PLSE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PLSE.txt
[2025-12-26T20:29:38.424159] [INFO ] [sig       ] [2528/3548] Completed PLSE in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-26T20:29:38.424197] [INFO ] [sig       ] [2529/3548] Forecasting PLTK...
[2025-12-26T20:29:38.424227] [INFO ] [sig       ] Generating forecast for: PLTK
[2025-12-26T20:29:38.424257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2025-12-26T20:29:38.435156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2025-12-26T20:29:38.435460] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2025-12-26T20:29:38.436252] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2025-12-26T20:29:38.436303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:38.436361] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:38.436389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:38.436447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:38.494228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:38.494924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:38.495002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:38.495033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:38.613174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:38.613330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:38.613372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:38.613400] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:38.616779] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: UP (p=89.09%)
[2025-12-26T20:29:38.617047] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2025-12-26T20:29:38.617169] [INFO ] [sig       ] PLTK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:38.759276] [INFO ] [LOCAL     ] Saved forecast: PLTK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PLTK.txt
[2025-12-26T20:29:38.759407] [INFO ] [sig       ] [2529/3548] Completed PLTK in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-26T20:29:38.759446] [INFO ] [sig       ] [2530/3548] Forecasting PLUG...
[2025-12-26T20:29:38.759475] [INFO ] [sig       ] Generating forecast for: PLUG
[2025-12-26T20:29:38.759506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2025-12-26T20:29:38.770361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2025-12-26T20:29:38.770708] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2025-12-26T20:29:38.771484] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2025-12-26T20:29:38.771535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:38.771591] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:38.771627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:38.771691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:38.831626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:38.832477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:38.832556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:38.832606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:38.955383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:38.955534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:38.955594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:38.955645] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:38.958991] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: UP (p=76.03%)
[2025-12-26T20:29:38.959261] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2025-12-26T20:29:38.959382] [INFO ] [sig       ] PLUG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:39.100443] [INFO ] [LOCAL     ] Saved forecast: PLUG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PLUG.txt
[2025-12-26T20:29:39.100595] [INFO ] [sig       ] [2530/3548] Completed PLUG in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-26T20:29:39.100646] [INFO ] [sig       ] [2531/3548] Forecasting PLUS...
[2025-12-26T20:29:39.100682] [INFO ] [sig       ] Generating forecast for: PLUS
[2025-12-26T20:29:39.100719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2025-12-26T20:29:39.111964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2025-12-26T20:29:39.112270] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2025-12-26T20:29:39.113043] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2025-12-26T20:29:39.113094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:39.113126] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:39.113153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:39.113210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:39.171158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:39.171807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:39.171882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:39.171913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:39.293864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:39.294009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:39.294052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:39.294081] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:39.297457] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: UP (p=65.23%)
[2025-12-26T20:29:39.297771] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2025-12-26T20:29:39.297899] [INFO ] [sig       ] PLUS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:39.440429] [INFO ] [LOCAL     ] Saved forecast: PLUS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PLUS.txt
[2025-12-26T20:29:39.440559] [INFO ] [sig       ] [2531/3548] Completed PLUS in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-26T20:29:39.440620] [INFO ] [sig       ] [2532/3548] Forecasting PLXS...
[2025-12-26T20:29:39.440656] [INFO ] [sig       ] Generating forecast for: PLXS
[2025-12-26T20:29:39.440693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2025-12-26T20:29:39.452506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2025-12-26T20:29:39.452945] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2025-12-26T20:29:39.453759] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2025-12-26T20:29:39.453811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:39.453843] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:39.453869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:39.453927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:39.513772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:39.514684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:39.514811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:39.514844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:39.640268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:39.640437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:39.640480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:39.640549] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:39.644105] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: UP (p=67.20%)
[2025-12-26T20:29:39.644385] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2025-12-26T20:29:39.644509] [INFO ] [sig       ] PLXS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:39.788660] [INFO ] [LOCAL     ] Saved forecast: PLXS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PLXS.txt
[2025-12-26T20:29:39.788825] [INFO ] [sig       ] [2532/3548] Completed PLXS in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-26T20:29:39.788866] [INFO ] [sig       ] [2533/3548] Forecasting PLYM...
[2025-12-26T20:29:39.788917] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-12-26T20:29:39.788949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-12-26T20:29:39.800112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLYM'.
[2025-12-26T20:29:39.800528] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-12-26T20:29:39.801391] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-12-26T20:29:39.801445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:39.801478] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:39.801506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:39.801565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:39.860919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:39.861777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:39.861859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:39.861891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:39.989104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:39.989268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:39.989314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:39.989344] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:39.993241] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: UP (p=50.63%)
[2025-12-26T20:29:39.993651] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-12-26T20:29:39.993854] [INFO ] [sig       ] PLYM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:40.157985] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PLYM.txt
[2025-12-26T20:29:40.158140] [INFO ] [sig       ] [2533/3548] Completed PLYM in 0.4s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-26T20:29:40.158182] [INFO ] [sig       ] [2534/3548] Forecasting PM...
[2025-12-26T20:29:40.158212] [INFO ] [sig       ] Generating forecast for: PM
[2025-12-26T20:29:40.158242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-12-26T20:29:40.169721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2025-12-26T20:29:40.170099] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-12-26T20:29:40.170928] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-12-26T20:29:40.170979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:40.171011] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:40.171075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:40.171136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:40.228730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:40.229631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:40.229728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:40.229766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:40.352867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:40.353019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:40.353062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:40.353092] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:40.356546] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: DOWN (p=7.21%)
[2025-12-26T20:29:40.356847] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-12-26T20:29:40.356975] [INFO ] [sig       ] PM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:40.502145] [INFO ] [LOCAL     ] Saved forecast: PM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PM.txt
[2025-12-26T20:29:40.502312] [INFO ] [sig       ] [2534/3548] Completed PM in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-26T20:29:40.502353] [INFO ] [sig       ] [2535/3548] Forecasting PMAX...
[2025-12-26T20:29:40.502384] [INFO ] [sig       ] Generating forecast for: PMAX
[2025-12-26T20:29:40.502416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2025-12-26T20:29:40.514402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2025-12-26T20:29:40.514831] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2025-12-26T20:29:40.515671] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2025-12-26T20:29:40.515725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:40.515757] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:40.515785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:40.515844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:40.575636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:40.576490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:40.576601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:40.576639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:40.698419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:40.698600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:40.698649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:40.698678] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:40.702217] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: DOWN (p=35.69%)
[2025-12-26T20:29:40.702526] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2025-12-26T20:29:40.702676] [INFO ] [sig       ] PMAX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:40.852148] [INFO ] [LOCAL     ] Saved forecast: PMAX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PMAX.txt
[2025-12-26T20:29:40.852303] [INFO ] [sig       ] [2535/3548] Completed PMAX in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-26T20:29:40.852346] [INFO ] [sig       ] [2536/3548] Forecasting PML...
[2025-12-26T20:29:40.852378] [INFO ] [sig       ] Generating forecast for: PML
[2025-12-26T20:29:40.852409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-12-26T20:29:40.866655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2025-12-26T20:29:40.867147] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-12-26T20:29:40.868183] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-12-26T20:29:40.868248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:40.868290] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:40.868325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:40.868407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:40.928426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:40.929432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:40.929523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:40.929554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:41.046505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:41.046678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:41.046723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:41.046751] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:41.050114] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: UP (p=72.02%)
[2025-12-26T20:29:41.050390] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-12-26T20:29:41.050512] [INFO ] [sig       ] PML: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:41.189880] [INFO ] [LOCAL     ] Saved forecast: PML	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PML.txt
[2025-12-26T20:29:41.190013] [INFO ] [sig       ] [2536/3548] Completed PML in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-26T20:29:41.190051] [INFO ] [sig       ] [2537/3548] Forecasting PMM...
[2025-12-26T20:29:41.190080] [INFO ] [sig       ] Generating forecast for: PMM
[2025-12-26T20:29:41.190110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-12-26T20:29:41.200642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2025-12-26T20:29:41.200952] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-12-26T20:29:41.201729] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-12-26T20:29:41.201785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:41.201816] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:41.201842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:41.201898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:41.258936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:41.259724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:41.259807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:41.259838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:41.376714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:41.376859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:41.376899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:41.376928] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:41.380272] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: DOWN (p=26.41%)
[2025-12-26T20:29:41.380539] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-12-26T20:29:41.380678] [INFO ] [sig       ] PMM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:41.520451] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PMM.txt
[2025-12-26T20:29:41.520614] [INFO ] [sig       ] [2537/3548] Completed PMM in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-26T20:29:41.520656] [INFO ] [sig       ] [2538/3548] Forecasting PMO...
[2025-12-26T20:29:41.520686] [INFO ] [sig       ] Generating forecast for: PMO
[2025-12-26T20:29:41.520722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-12-26T20:29:41.532547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2025-12-26T20:29:41.532994] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-12-26T20:29:41.533806] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-12-26T20:29:41.533860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:41.533890] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:41.533917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:41.533974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:41.591703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:41.592595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:41.592679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:41.592716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:41.711758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:41.711924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:41.711968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:41.711996] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:41.715358] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2025-12-26T20:29:41.715653] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-12-26T20:29:41.715781] [INFO ] [sig       ] PMO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:41.856767] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PMO.txt
[2025-12-26T20:29:41.856925] [INFO ] [sig       ] [2538/3548] Completed PMO in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-26T20:29:41.856965] [INFO ] [sig       ] [2539/3548] Forecasting PMTS...
[2025-12-26T20:29:41.857004] [INFO ] [sig       ] Generating forecast for: PMTS
[2025-12-26T20:29:41.857045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2025-12-26T20:29:41.869863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2025-12-26T20:29:41.870179] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2025-12-26T20:29:41.870976] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2025-12-26T20:29:41.871030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:41.871063] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:41.871093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:41.871152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:41.927336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:41.928065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:41.928170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:41.928202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:42.054451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:42.054622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:42.054666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:42.054694] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:42.058134] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: DOWN (p=37.34%)
[2025-12-26T20:29:42.058411] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2025-12-26T20:29:42.058537] [INFO ] [sig       ] PMTS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:42.200198] [INFO ] [LOCAL     ] Saved forecast: PMTS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PMTS.txt
[2025-12-26T20:29:42.200357] [INFO ] [sig       ] [2539/3548] Completed PMTS in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-26T20:29:42.200397] [INFO ] [sig       ] [2540/3548] Forecasting PMVP...
[2025-12-26T20:29:42.200428] [INFO ] [sig       ] Generating forecast for: PMVP
[2025-12-26T20:29:42.200457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2025-12-26T20:29:42.211451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2025-12-26T20:29:42.211810] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2025-12-26T20:29:42.212562] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2025-12-26T20:29:42.212637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:42.212668] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:42.212694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:42.212754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:42.269053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:42.269902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:42.269982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:42.270014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:42.397451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:42.397618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:42.397664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:42.397694] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:42.401121] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: UP (p=60.31%)
[2025-12-26T20:29:42.401399] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2025-12-26T20:29:42.401523] [INFO ] [sig       ] PMVP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:42.541149] [INFO ] [LOCAL     ] Saved forecast: PMVP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PMVP.txt
[2025-12-26T20:29:42.541277] [INFO ] [sig       ] [2540/3548] Completed PMVP in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-26T20:29:42.541315] [INFO ] [sig       ] [2541/3548] Forecasting PNC...
[2025-12-26T20:29:42.541345] [INFO ] [sig       ] Generating forecast for: PNC
[2025-12-26T20:29:42.541375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-12-26T20:29:42.552398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2025-12-26T20:29:42.552760] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-12-26T20:29:42.553546] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-12-26T20:29:42.553615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:42.553649] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:42.553675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:42.553733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:42.609884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:42.610549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:42.610646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:42.610679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:42.735607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:42.735757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:42.735802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:42.735832] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:42.739254] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=19.85%)
[2025-12-26T20:29:42.739539] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-12-26T20:29:42.739688] [INFO ] [sig       ] PNC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:42.881694] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PNC.txt
[2025-12-26T20:29:42.881856] [INFO ] [sig       ] [2541/3548] Completed PNC in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-26T20:29:42.881895] [INFO ] [sig       ] [2542/3548] Forecasting PNFP...
[2025-12-26T20:29:42.881926] [INFO ] [sig       ] Generating forecast for: PNFP
[2025-12-26T20:29:42.881956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'.
[2025-12-26T20:29:42.893459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNFP'.
[2025-12-26T20:29:42.893893] [INFO ] [FORECASTER] Starting predict_future for PNFP
[2025-12-26T20:29:42.894747] [DEBUG] [LOCAL     ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt
[2025-12-26T20:29:42.894800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:42.894834] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:42.894862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:42.894920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:42.952967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:42.953823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:42.953907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:42.953941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:43.069703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:43.069856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:43.069897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:43.069926] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:43.073273] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: UP (p=82.28%)
[2025-12-26T20:29:43.073544] [INFO ] [FORECASTER] Completed predict_future for PNFP
[2025-12-26T20:29:43.073683] [INFO ] [sig       ] PNFP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:43.213638] [INFO ] [LOCAL     ] Saved forecast: PNFP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PNFP.txt
[2025-12-26T20:29:43.213816] [INFO ] [sig       ] [2542/3548] Completed PNFP in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-26T20:29:43.213857] [INFO ] [sig       ] [2543/3548] Forecasting PNI...
[2025-12-26T20:29:43.213889] [INFO ] [sig       ] Generating forecast for: PNI
[2025-12-26T20:29:43.213918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-12-26T20:29:43.224254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2025-12-26T20:29:43.224637] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-12-26T20:29:43.225410] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-12-26T20:29:43.225463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:43.225495] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:43.225522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:43.225606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:43.282128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:43.282808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:43.282888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:43.282922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:43.392101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:43.392246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:43.392288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:43.392317] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:43.395685] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: DOWN (p=47.76%)
[2025-12-26T20:29:43.395957] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-12-26T20:29:43.396079] [INFO ] [sig       ] PNI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:43.538943] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PNI.txt
[2025-12-26T20:29:43.539105] [INFO ] [sig       ] [2543/3548] Completed PNI in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-26T20:29:43.539152] [INFO ] [sig       ] [2544/3548] Forecasting PNQI...
[2025-12-26T20:29:43.539182] [INFO ] [sig       ] Generating forecast for: PNQI
[2025-12-26T20:29:43.539212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2025-12-26T20:29:43.549874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2025-12-26T20:29:43.550218] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2025-12-26T20:29:43.551022] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2025-12-26T20:29:43.551073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:43.551103] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:43.551130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:43.551187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:43.607121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:43.607839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:43.607919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:43.607950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:43.728804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:43.728988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:43.729031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:43.729059] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:43.732422] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: UP (p=81.52%)
[2025-12-26T20:29:43.732717] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2025-12-26T20:29:43.732841] [INFO ] [sig       ] PNQI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:43.871972] [INFO ] [LOCAL     ] Saved forecast: PNQI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PNQI.txt
[2025-12-26T20:29:43.872130] [INFO ] [sig       ] [2544/3548] Completed PNQI in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-26T20:29:43.872171] [INFO ] [sig       ] [2545/3548] Forecasting PNRG...
[2025-12-26T20:29:43.872202] [INFO ] [sig       ] Generating forecast for: PNRG
[2025-12-26T20:29:43.872232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2025-12-26T20:29:43.883701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2025-12-26T20:29:43.884069] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2025-12-26T20:29:43.884885] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2025-12-26T20:29:43.884937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:43.884970] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:43.884997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:43.885070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:43.941784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:43.942527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:43.942627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:43.942663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:44.058827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:44.058993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:44.059035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:44.059064] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:44.062419] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2025-12-26T20:29:44.062706] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2025-12-26T20:29:44.062828] [INFO ] [sig       ] PNRG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:44.205090] [INFO ] [LOCAL     ] Saved forecast: PNRG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PNRG.txt
[2025-12-26T20:29:44.205274] [INFO ] [sig       ] [2545/3548] Completed PNRG in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-26T20:29:44.205333] [INFO ] [sig       ] [2546/3548] Forecasting PNTG...
[2025-12-26T20:29:44.205376] [INFO ] [sig       ] Generating forecast for: PNTG
[2025-12-26T20:29:44.205417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2025-12-26T20:29:44.216795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2025-12-26T20:29:44.217211] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2025-12-26T20:29:44.218226] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2025-12-26T20:29:44.218283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:44.218345] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:44.218374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:44.218433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:44.277163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:44.278029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:44.278111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:44.278143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:44.396841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:44.397007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:44.397061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:44.397093] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:44.400843] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: DOWN (p=7.11%)
[2025-12-26T20:29:44.401134] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2025-12-26T20:29:44.401261] [INFO ] [sig       ] PNTG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:44.544524] [INFO ] [LOCAL     ] Saved forecast: PNTG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PNTG.txt
[2025-12-26T20:29:44.544709] [INFO ] [sig       ] [2546/3548] Completed PNTG in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-26T20:29:44.544757] [INFO ] [sig       ] [2547/3548] Forecasting PODD...
[2025-12-26T20:29:44.544792] [INFO ] [sig       ] Generating forecast for: PODD
[2025-12-26T20:29:44.544823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2025-12-26T20:29:44.556552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2025-12-26T20:29:44.557002] [INFO ] [FORECASTER] Starting predict_future for PODD
[2025-12-26T20:29:44.557870] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2025-12-26T20:29:44.557944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:44.557978] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:44.558006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:44.558066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:44.616797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:44.617667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:44.617752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:44.617786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:44.741666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:44.741830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:44.741875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:44.741904] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:44.745529] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: DOWN (p=32.85%)
[2025-12-26T20:29:44.745892] [INFO ] [FORECASTER] Completed predict_future for PODD
[2025-12-26T20:29:44.746034] [INFO ] [sig       ] PODD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:44.892250] [INFO ] [LOCAL     ] Saved forecast: PODD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PODD.txt
[2025-12-26T20:29:44.892414] [INFO ] [sig       ] [2547/3548] Completed PODD in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-26T20:29:44.892457] [INFO ] [sig       ] [2548/3548] Forecasting POOL...
[2025-12-26T20:29:44.892488] [INFO ] [sig       ] Generating forecast for: POOL
[2025-12-26T20:29:44.892518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2025-12-26T20:29:44.903959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2025-12-26T20:29:44.904357] [INFO ] [FORECASTER] Starting predict_future for POOL
[2025-12-26T20:29:44.905266] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2025-12-26T20:29:44.905327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:44.905370] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:44.905400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:44.905460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:44.964114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:44.965044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:44.965130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:44.965162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:45.086058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:45.086209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:45.086252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:45.086280] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:45.089692] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: UP (p=58.42%)
[2025-12-26T20:29:45.089968] [INFO ] [FORECASTER] Completed predict_future for POOL
[2025-12-26T20:29:45.090088] [INFO ] [sig       ] POOL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:45.227670] [INFO ] [LOCAL     ] Saved forecast: POOL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/POOL.txt
[2025-12-26T20:29:45.227813] [INFO ] [sig       ] [2548/3548] Completed POOL in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-26T20:29:45.227851] [INFO ] [sig       ] [2549/3548] Forecasting POWI...
[2025-12-26T20:29:45.227880] [INFO ] [sig       ] Generating forecast for: POWI
[2025-12-26T20:29:45.227911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2025-12-26T20:29:45.239041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2025-12-26T20:29:45.239390] [INFO ] [FORECASTER] Starting predict_future for POWI
[2025-12-26T20:29:45.240187] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2025-12-26T20:29:45.240240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:45.240271] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:45.240297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:45.240354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:45.296493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:45.297236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:45.297319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:45.297352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:45.416379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:45.416529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:45.416589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:45.416651] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:45.420058] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: DOWN (p=3.90%)
[2025-12-26T20:29:45.420330] [INFO ] [FORECASTER] Completed predict_future for POWI
[2025-12-26T20:29:45.420453] [INFO ] [sig       ] POWI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:45.562807] [INFO ] [LOCAL     ] Saved forecast: POWI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/POWI.txt
[2025-12-26T20:29:45.562970] [INFO ] [sig       ] [2549/3548] Completed POWI in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-26T20:29:45.563012] [INFO ] [sig       ] [2550/3548] Forecasting POWL...
[2025-12-26T20:29:45.563043] [INFO ] [sig       ] Generating forecast for: POWL
[2025-12-26T20:29:45.563074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2025-12-26T20:29:45.574194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2025-12-26T20:29:45.574613] [INFO ] [FORECASTER] Starting predict_future for POWL
[2025-12-26T20:29:45.575464] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2025-12-26T20:29:45.575519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:45.575553] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:45.575601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:45.575662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:45.634374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:45.635092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:45.635175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:45.635208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:45.759158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:45.759305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:45.759348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:45.759378] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:45.762867] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: UP (p=56.57%)
[2025-12-26T20:29:45.763146] [INFO ] [FORECASTER] Completed predict_future for POWL
[2025-12-26T20:29:45.763273] [INFO ] [sig       ] POWL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:45.901741] [INFO ] [LOCAL     ] Saved forecast: POWL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/POWL.txt
[2025-12-26T20:29:45.901871] [INFO ] [sig       ] [2550/3548] Completed POWL in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-26T20:29:45.901910] [INFO ] [sig       ] [2551/3548] Forecasting PPC...
[2025-12-26T20:29:45.901938] [INFO ] [sig       ] Generating forecast for: PPC
[2025-12-26T20:29:45.901968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2025-12-26T20:29:45.916082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2025-12-26T20:29:45.916711] [INFO ] [FORECASTER] Starting predict_future for PPC
[2025-12-26T20:29:45.917677] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2025-12-26T20:29:45.917732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:45.917765] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:45.917792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:45.917853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:45.978191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:45.979454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:45.979556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:45.979620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:46.107954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:46.108187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:46.108242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:46.108280] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:46.113206] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: UP (p=69.44%)
[2025-12-26T20:29:46.113621] [INFO ] [FORECASTER] Completed predict_future for PPC
[2025-12-26T20:29:46.113785] [INFO ] [sig       ] PPC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:46.268500] [INFO ] [LOCAL     ] Saved forecast: PPC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PPC.txt
[2025-12-26T20:29:46.269274] [INFO ] [sig       ] [2551/3548] Completed PPC in 0.4s | 2.89 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-26T20:29:46.269321] [INFO ] [sig       ] [2552/3548] Forecasting PPG...
[2025-12-26T20:29:46.269354] [INFO ] [sig       ] Generating forecast for: PPG
[2025-12-26T20:29:46.269386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-12-26T20:29:46.283322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2025-12-26T20:29:46.283740] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-12-26T20:29:46.284541] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-12-26T20:29:46.284615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:46.284649] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:46.284683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:46.284741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:46.341949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:46.342887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:46.342979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:46.343011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:46.466331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:46.466485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:46.466526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:46.466553] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:46.469951] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: DOWN (p=12.77%)
[2025-12-26T20:29:46.470248] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-12-26T20:29:46.470371] [INFO ] [sig       ] PPG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:46.610338] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PPG.txt
[2025-12-26T20:29:46.610467] [INFO ] [sig       ] [2552/3548] Completed PPG in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-26T20:29:46.610505] [INFO ] [sig       ] [2553/3548] Forecasting PPH...
[2025-12-26T20:29:46.610534] [INFO ] [sig       ] Generating forecast for: PPH
[2025-12-26T20:29:46.610564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2025-12-26T20:29:46.621214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2025-12-26T20:29:46.621523] [INFO ] [FORECASTER] Starting predict_future for PPH
[2025-12-26T20:29:46.622299] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2025-12-26T20:29:46.622349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:46.622381] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:46.622407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:46.622465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:46.679306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:46.679938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:46.680013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:46.680044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:46.798234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:46.798381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:46.798423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:46.798451] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:46.801845] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: DOWN (p=5.27%)
[2025-12-26T20:29:46.802119] [INFO ] [FORECASTER] Completed predict_future for PPH
[2025-12-26T20:29:46.802240] [INFO ] [sig       ] PPH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:46.943598] [INFO ] [LOCAL     ] Saved forecast: PPH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PPH.txt
[2025-12-26T20:29:46.943729] [INFO ] [sig       ] [2553/3548] Completed PPH in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-26T20:29:46.943784] [INFO ] [sig       ] [2554/3548] Forecasting PPIH...
[2025-12-26T20:29:46.943814] [INFO ] [sig       ] Generating forecast for: PPIH
[2025-12-26T20:29:46.943844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2025-12-26T20:29:46.954651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2025-12-26T20:29:46.955013] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2025-12-26T20:29:46.955834] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2025-12-26T20:29:46.955893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:46.955925] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:46.955952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:46.956011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:47.013162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:47.013904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:47.013985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:47.014019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:47.134234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:47.134383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:47.134441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:47.134472] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:47.138612] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: UP (p=63.65%)
[2025-12-26T20:29:47.138908] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2025-12-26T20:29:47.139038] [INFO ] [sig       ] PPIH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:47.279487] [INFO ] [LOCAL     ] Saved forecast: PPIH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PPIH.txt
[2025-12-26T20:29:47.279632] [INFO ] [sig       ] [2554/3548] Completed PPIH in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-26T20:29:47.279673] [INFO ] [sig       ] [2555/3548] Forecasting PPL...
[2025-12-26T20:29:47.279703] [INFO ] [sig       ] Generating forecast for: PPL
[2025-12-26T20:29:47.279732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-12-26T20:29:47.290294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2025-12-26T20:29:47.290619] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-12-26T20:29:47.291386] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-12-26T20:29:47.291436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:47.291467] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:47.291494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:47.291551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:47.348205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:47.348920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:47.349000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:47.349032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:47.467228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:47.467370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:47.467413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:47.467441] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:47.470824] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: UP (p=93.94%)
[2025-12-26T20:29:47.471099] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-12-26T20:29:47.471219] [INFO ] [sig       ] PPL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:47.612056] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PPL.txt
[2025-12-26T20:29:47.612200] [INFO ] [sig       ] [2555/3548] Completed PPL in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-26T20:29:47.612238] [INFO ] [sig       ] [2556/3548] Forecasting PPSI...
[2025-12-26T20:29:47.612268] [INFO ] [sig       ] Generating forecast for: PPSI
[2025-12-26T20:29:47.612299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2025-12-26T20:29:47.622918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2025-12-26T20:29:47.623246] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2025-12-26T20:29:47.624036] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2025-12-26T20:29:47.624087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:47.624118] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:47.624145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:47.624206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:47.683674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:47.684500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:47.684624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:47.684659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:47.801342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:47.801485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:47.801526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:47.801554] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:47.804889] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: DOWN (p=28.02%)
[2025-12-26T20:29:47.805154] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2025-12-26T20:29:47.805274] [INFO ] [sig       ] PPSI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:47.945665] [INFO ] [LOCAL     ] Saved forecast: PPSI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PPSI.txt
[2025-12-26T20:29:47.945780] [INFO ] [sig       ] [2556/3548] Completed PPSI in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-26T20:29:47.945817] [INFO ] [sig       ] [2557/3548] Forecasting PPTA...
[2025-12-26T20:29:47.945849] [INFO ] [sig       ] Generating forecast for: PPTA
[2025-12-26T20:29:47.945882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2025-12-26T20:29:47.957214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2025-12-26T20:29:47.957535] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2025-12-26T20:29:47.958318] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2025-12-26T20:29:47.958369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:47.958400] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:47.958426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:47.958483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:48.015231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:48.015928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:48.016008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:48.016049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:48.135166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:48.135321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:48.135362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:48.135390] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:48.138735] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: UP (p=71.59%)
[2025-12-26T20:29:48.139019] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2025-12-26T20:29:48.139140] [INFO ] [sig       ] PPTA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:48.279707] [INFO ] [LOCAL     ] Saved forecast: PPTA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PPTA.txt
[2025-12-26T20:29:48.279824] [INFO ] [sig       ] [2557/3548] Completed PPTA in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-26T20:29:48.279863] [INFO ] [sig       ] [2558/3548] Forecasting PRA...
[2025-12-26T20:29:48.279891] [INFO ] [sig       ] Generating forecast for: PRA
[2025-12-26T20:29:48.279921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-12-26T20:29:48.290999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2025-12-26T20:29:48.291421] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-12-26T20:29:48.292272] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-12-26T20:29:48.292325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:48.292371] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:48.292408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:48.292479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:48.349529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:48.350336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:48.350419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:48.350450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:48.466389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:48.466557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:48.466621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:48.466651] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:48.470310] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: DOWN (p=2.14%)
[2025-12-26T20:29:48.470628] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-12-26T20:29:48.470763] [INFO ] [sig       ] PRA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:48.613289] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PRA.txt
[2025-12-26T20:29:48.613451] [INFO ] [sig       ] [2558/3548] Completed PRA in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-26T20:29:48.613491] [INFO ] [sig       ] [2559/3548] Forecasting PRAA...
[2025-12-26T20:29:48.613521] [INFO ] [sig       ] Generating forecast for: PRAA
[2025-12-26T20:29:48.613550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2025-12-26T20:29:48.625279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2025-12-26T20:29:48.625700] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2025-12-26T20:29:48.626483] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2025-12-26T20:29:48.626534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:48.626567] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:48.626615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:48.626673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:48.684017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:48.684907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:48.684989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:48.685021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:48.799085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:48.799246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:48.799291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:48.799320] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:48.802772] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: UP (p=91.51%)
[2025-12-26T20:29:48.803077] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2025-12-26T20:29:48.803199] [INFO ] [sig       ] PRAA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:48.945157] [INFO ] [LOCAL     ] Saved forecast: PRAA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PRAA.txt
[2025-12-26T20:29:48.945319] [INFO ] [sig       ] [2559/3548] Completed PRAA in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-26T20:29:48.945360] [INFO ] [sig       ] [2560/3548] Forecasting PRAX...
[2025-12-26T20:29:48.945390] [INFO ] [sig       ] Generating forecast for: PRAX
[2025-12-26T20:29:48.945420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2025-12-26T20:29:48.955940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2025-12-26T20:29:48.956274] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2025-12-26T20:29:48.957077] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2025-12-26T20:29:48.957128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:48.957160] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:48.957186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:48.957244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:49.014195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:49.014855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:49.014954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:49.014991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:49.135456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:49.135615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:49.135659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:49.135687] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:49.139054] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: DOWN (p=5.62%)
[2025-12-26T20:29:49.139320] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2025-12-26T20:29:49.139439] [INFO ] [sig       ] PRAX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:49.279664] [INFO ] [LOCAL     ] Saved forecast: PRAX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PRAX.txt
[2025-12-26T20:29:49.279784] [INFO ] [sig       ] [2560/3548] Completed PRAX in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-26T20:29:49.279821] [INFO ] [sig       ] [2561/3548] Forecasting PRCH...
[2025-12-26T20:29:49.279850] [INFO ] [sig       ] Generating forecast for: PRCH
[2025-12-26T20:29:49.279880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2025-12-26T20:29:49.291093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2025-12-26T20:29:49.291489] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2025-12-26T20:29:49.292296] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2025-12-26T20:29:49.292348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:49.292379] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:49.292405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:49.292463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:49.348996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:49.349669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:49.349746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:49.349777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:49.471479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:49.471645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:49.471716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:49.471751] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:49.475078] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2025-12-26T20:29:49.475346] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2025-12-26T20:29:49.475467] [INFO ] [sig       ] PRCH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:49.615944] [INFO ] [LOCAL     ] Saved forecast: PRCH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PRCH.txt
[2025-12-26T20:29:49.616061] [INFO ] [sig       ] [2561/3548] Completed PRCH in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-26T20:29:49.616105] [INFO ] [sig       ] [2562/3548] Forecasting PRDO...
[2025-12-26T20:29:49.616136] [INFO ] [sig       ] Generating forecast for: PRDO
[2025-12-26T20:29:49.616173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2025-12-26T20:29:49.626944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2025-12-26T20:29:49.627259] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2025-12-26T20:29:49.628071] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2025-12-26T20:29:49.628122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:49.628155] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:49.628182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:49.628239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:49.684737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:49.685457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:49.685533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:49.685566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:49.806653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:49.806809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:49.806851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:49.806881] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:49.810257] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: UP (p=77.69%)
[2025-12-26T20:29:49.810526] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2025-12-26T20:29:49.810664] [INFO ] [sig       ] PRDO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:49.951069] [INFO ] [LOCAL     ] Saved forecast: PRDO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PRDO.txt
[2025-12-26T20:29:49.951181] [INFO ] [sig       ] [2562/3548] Completed PRDO in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-26T20:29:49.951218] [INFO ] [sig       ] [2563/3548] Forecasting PRFZ...
[2025-12-26T20:29:49.951247] [INFO ] [sig       ] Generating forecast for: PRFZ
[2025-12-26T20:29:49.951277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2025-12-26T20:29:49.963436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2025-12-26T20:29:49.963806] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2025-12-26T20:29:49.964599] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2025-12-26T20:29:49.964656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:49.964741] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:49.964781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:49.964863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:50.022290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:50.022958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:50.023037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:50.023069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:50.145982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:50.146115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:50.146156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:50.146185] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:50.149467] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: DOWN (p=41.69%)
[2025-12-26T20:29:50.149752] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2025-12-26T20:29:50.149893] [INFO ] [sig       ] PRFZ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:50.290277] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PRFZ.txt
[2025-12-26T20:29:50.290392] [INFO ] [sig       ] [2563/3548] Completed PRFZ in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-26T20:29:50.290430] [INFO ] [sig       ] [2564/3548] Forecasting PRG...
[2025-12-26T20:29:50.290459] [INFO ] [sig       ] Generating forecast for: PRG
[2025-12-26T20:29:50.290487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-12-26T20:29:50.301487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2025-12-26T20:29:50.301830] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-12-26T20:29:50.302642] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-12-26T20:29:50.302697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:50.302730] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:50.302757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:50.302816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:50.359795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:50.360375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:50.360450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:50.360482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:50.479017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:50.479145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:50.479185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:50.479212] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:50.482521] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: UP (p=74.75%)
[2025-12-26T20:29:50.482802] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-12-26T20:29:50.482923] [INFO ] [sig       ] PRG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:50.623772] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PRG.txt
[2025-12-26T20:29:50.623905] [INFO ] [sig       ] [2564/3548] Completed PRG in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-26T20:29:50.623947] [INFO ] [sig       ] [2565/3548] Forecasting PRGO...
[2025-12-26T20:29:50.623979] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-12-26T20:29:50.624010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-12-26T20:29:50.634836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2025-12-26T20:29:50.635169] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-12-26T20:29:50.635987] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-12-26T20:29:50.636040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:50.636074] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:50.636102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:50.636160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:50.694636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:50.695411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:50.695516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:50.695568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:50.813001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:50.813155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:50.813198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:50.813244] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:50.816606] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: DOWN (p=47.34%)
[2025-12-26T20:29:50.816882] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-12-26T20:29:50.817010] [INFO ] [sig       ] PRGO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:50.960016] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PRGO.txt
[2025-12-26T20:29:50.960144] [INFO ] [sig       ] [2565/3548] Completed PRGO in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-26T20:29:50.960182] [INFO ] [sig       ] [2566/3548] Forecasting PRH...
[2025-12-26T20:29:50.960212] [INFO ] [sig       ] Generating forecast for: PRH
[2025-12-26T20:29:50.960243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-12-26T20:29:50.970476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2025-12-26T20:29:50.970800] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-12-26T20:29:50.971613] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-12-26T20:29:50.971668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:50.971699] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:50.971726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:50.971794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:51.029604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:51.030392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:51.030470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:51.030502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:51.148265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:51.148418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:51.148460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:51.148525] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:51.152019] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: DOWN (p=25.27%)
[2025-12-26T20:29:51.152294] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-12-26T20:29:51.152415] [INFO ] [sig       ] PRH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:51.294880] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PRH.txt
[2025-12-26T20:29:51.295013] [INFO ] [sig       ] [2566/3548] Completed PRH in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-26T20:29:51.295052] [INFO ] [sig       ] [2567/3548] Forecasting PRI...
[2025-12-26T20:29:51.295082] [INFO ] [sig       ] Generating forecast for: PRI
[2025-12-26T20:29:51.295113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-12-26T20:29:51.305756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2025-12-26T20:29:51.306063] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-12-26T20:29:51.306848] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-12-26T20:29:51.306899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:51.306929] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:51.306955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:51.307011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:51.363768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:51.364401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:51.364492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:51.364525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:51.478814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:51.478981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:51.479024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:51.479052] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:51.482379] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: DOWN (p=9.92%)
[2025-12-26T20:29:51.482667] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-12-26T20:29:51.482797] [INFO ] [sig       ] PRI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:51.623562] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PRI.txt
[2025-12-26T20:29:51.623721] [INFO ] [sig       ] [2567/3548] Completed PRI in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-26T20:29:51.623774] [INFO ] [sig       ] [2568/3548] Forecasting PRIM...
[2025-12-26T20:29:51.623804] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-12-26T20:29:51.623833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-12-26T20:29:51.634442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2025-12-26T20:29:51.634764] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-12-26T20:29:51.635520] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-12-26T20:29:51.635588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:51.635622] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:51.635648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:51.635706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:51.692251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:51.692875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:51.692953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:51.692986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:51.812515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:51.812688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:51.812732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:51.812762] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:51.816195] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=65.38%)
[2025-12-26T20:29:51.816474] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-12-26T20:29:51.816618] [INFO ] [sig       ] PRIM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:51.958541] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PRIM.txt
[2025-12-26T20:29:51.958700] [INFO ] [sig       ] [2568/3548] Completed PRIM in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-26T20:29:51.958740] [INFO ] [sig       ] [2569/3548] Forecasting PRLB...
[2025-12-26T20:29:51.958770] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-12-26T20:29:51.958800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-12-26T20:29:51.970479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2025-12-26T20:29:51.970882] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-12-26T20:29:51.971757] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-12-26T20:29:51.971809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:51.971840] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:51.971881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:51.971939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:52.030075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:52.030902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:52.030991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:52.031026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:52.154769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:52.154920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:52.154966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:52.154999] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:52.158374] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: UP (p=64.39%)
[2025-12-26T20:29:52.158657] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-12-26T20:29:52.158780] [INFO ] [sig       ] PRLB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:52.302459] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PRLB.txt
[2025-12-26T20:29:52.302599] [INFO ] [sig       ] [2569/3548] Completed PRLB in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-26T20:29:52.302640] [INFO ] [sig       ] [2570/3548] Forecasting PRM...
[2025-12-26T20:29:52.302669] [INFO ] [sig       ] Generating forecast for: PRM
[2025-12-26T20:29:52.302698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-12-26T20:29:52.313910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2025-12-26T20:29:52.314217] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-12-26T20:29:52.314990] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-12-26T20:29:52.315041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:52.315072] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:52.315098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:52.315155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:52.373723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:52.374324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:52.374402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:52.374435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:52.494063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:52.494206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:52.494249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:52.494278] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:52.497857] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: UP (p=57.00%)
[2025-12-26T20:29:52.498141] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-12-26T20:29:52.498266] [INFO ] [sig       ] PRM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:52.640216] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PRM.txt
[2025-12-26T20:29:52.640371] [INFO ] [sig       ] [2570/3548] Completed PRM in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-26T20:29:52.640411] [INFO ] [sig       ] [2571/3548] Forecasting PRME...
[2025-12-26T20:29:52.640442] [INFO ] [sig       ] Generating forecast for: PRME
[2025-12-26T20:29:52.640471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2025-12-26T20:29:52.651670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2025-12-26T20:29:52.652001] [INFO ] [FORECASTER] Starting predict_future for PRME
[2025-12-26T20:29:52.652858] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2025-12-26T20:29:52.652913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:52.652947] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:52.652976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:52.653040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:52.712136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:52.712790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:52.712869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:52.712902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:52.828761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:52.828887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:52.828929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:52.828959] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:52.832183] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-12-26T20:29:52.832448] [INFO ] [FORECASTER] Completed predict_future for PRME
[2025-12-26T20:29:52.832565] [INFO ] [sig       ] PRME: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:52.975113] [INFO ] [LOCAL     ] Saved forecast: PRME	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PRME.txt
[2025-12-26T20:29:52.975228] [INFO ] [sig       ] [2571/3548] Completed PRME in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-26T20:29:52.975266] [INFO ] [sig       ] [2572/3548] Forecasting PRN...
[2025-12-26T20:29:52.975295] [INFO ] [sig       ] Generating forecast for: PRN
[2025-12-26T20:29:52.975325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2025-12-26T20:29:52.985812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2025-12-26T20:29:52.986134] [INFO ] [FORECASTER] Starting predict_future for PRN
[2025-12-26T20:29:52.986987] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2025-12-26T20:29:52.987039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:52.987072] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:52.987100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:52.987160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:53.046236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:53.046907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:53.046988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:53.047020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:53.159949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:53.160090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:53.160133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:53.160161] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:53.163478] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: DOWN (p=14.73%)
[2025-12-26T20:29:53.163761] [INFO ] [FORECASTER] Completed predict_future for PRN
[2025-12-26T20:29:53.163880] [INFO ] [sig       ] PRN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:53.304690] [INFO ] [LOCAL     ] Saved forecast: PRN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PRN.txt
[2025-12-26T20:29:53.304819] [INFO ] [sig       ] [2572/3548] Completed PRN in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-26T20:29:53.304857] [INFO ] [sig       ] [2573/3548] Forecasting PROF...
[2025-12-26T20:29:53.304885] [INFO ] [sig       ] Generating forecast for: PROF
[2025-12-26T20:29:53.304922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2025-12-26T20:29:53.315406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2025-12-26T20:29:53.315750] [INFO ] [FORECASTER] Starting predict_future for PROF
[2025-12-26T20:29:53.316509] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2025-12-26T20:29:53.316560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:53.316618] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:53.316650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:53.316708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:53.373317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:53.373943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:53.374047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:53.374080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:53.493250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:53.493407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:53.493448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:53.493477] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:53.496887] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: DOWN (p=3.83%)
[2025-12-26T20:29:53.497160] [INFO ] [FORECASTER] Completed predict_future for PROF
[2025-12-26T20:29:53.497281] [INFO ] [sig       ] PROF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:53.637525] [INFO ] [LOCAL     ] Saved forecast: PROF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PROF.txt
[2025-12-26T20:29:53.637705] [INFO ] [sig       ] [2573/3548] Completed PROF in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-26T20:29:53.637746] [INFO ] [sig       ] [2574/3548] Forecasting PROK...
[2025-12-26T20:29:53.637776] [INFO ] [sig       ] Generating forecast for: PROK
[2025-12-26T20:29:53.637806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2025-12-26T20:29:53.648919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2025-12-26T20:29:53.649286] [INFO ] [FORECASTER] Starting predict_future for PROK
[2025-12-26T20:29:53.650086] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2025-12-26T20:29:53.650138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:53.650169] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:53.650196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:53.650254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:53.709118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:53.710014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:53.710097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:53.710129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:53.836091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:53.836264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:53.836308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:53.836529] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:53.840450] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: DOWN (p=5.35%)
[2025-12-26T20:29:53.840978] [INFO ] [FORECASTER] Completed predict_future for PROK
[2025-12-26T20:29:53.841117] [INFO ] [sig       ] PROK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:53.985158] [INFO ] [LOCAL     ] Saved forecast: PROK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PROK.txt
[2025-12-26T20:29:53.985334] [INFO ] [sig       ] [2574/3548] Completed PROK in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-26T20:29:53.985377] [INFO ] [sig       ] [2575/3548] Forecasting PRTA...
[2025-12-26T20:29:53.985410] [INFO ] [sig       ] Generating forecast for: PRTA
[2025-12-26T20:29:53.985440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2025-12-26T20:29:53.998874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2025-12-26T20:29:53.999516] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2025-12-26T20:29:54.000377] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2025-12-26T20:29:54.000433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:54.000465] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:54.000491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:54.000550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:54.065703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:54.066654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:54.066744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:54.066777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:54.221916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:54.222084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:54.222138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:54.222174] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:54.226347] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: DOWN (p=10.56%)
[2025-12-26T20:29:54.226771] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2025-12-26T20:29:54.226940] [INFO ] [sig       ] PRTA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:54.449372] [INFO ] [LOCAL     ] Saved forecast: PRTA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PRTA.txt
[2025-12-26T20:29:54.449642] [INFO ] [sig       ] [2575/3548] Completed PRTA in 0.5s | 2.89 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-26T20:29:54.449697] [INFO ] [sig       ] [2576/3548] Forecasting PRTH...
[2025-12-26T20:29:54.449737] [INFO ] [sig       ] Generating forecast for: PRTH
[2025-12-26T20:29:54.449778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2025-12-26T20:29:54.475592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2025-12-26T20:29:54.476134] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2025-12-26T20:29:54.477485] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2025-12-26T20:29:54.477590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:54.477647] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:54.477693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:54.477782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:54.568217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:54.569519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:54.569667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:54.569723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:54.714521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:54.714695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:54.714740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:54.714792] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:54.718374] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: UP (p=85.28%)
[2025-12-26T20:29:54.718738] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2025-12-26T20:29:54.718912] [INFO ] [sig       ] PRTH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:54.946175] [INFO ] [LOCAL     ] Saved forecast: PRTH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PRTH.txt
[2025-12-26T20:29:54.946428] [INFO ] [sig       ] [2576/3548] Completed PRTH in 0.5s | 2.89 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-26T20:29:54.946498] [INFO ] [sig       ] [2577/3548] Forecasting PRVA...
[2025-12-26T20:29:54.946549] [INFO ] [sig       ] Generating forecast for: PRVA
[2025-12-26T20:29:54.946626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2025-12-26T20:29:54.962446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2025-12-26T20:29:54.962980] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2025-12-26T20:29:54.964167] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2025-12-26T20:29:54.964238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:54.964291] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:54.964338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:54.964430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:55.030430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:55.031368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:55.031459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:55.031493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:55.156528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:55.156706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:55.156751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:55.156781] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:55.160443] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: DOWN (p=40.21%)
[2025-12-26T20:29:55.160749] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2025-12-26T20:29:55.160904] [INFO ] [sig       ] PRVA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:55.306686] [INFO ] [LOCAL     ] Saved forecast: PRVA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PRVA.txt
[2025-12-26T20:29:55.306823] [INFO ] [sig       ] [2577/3548] Completed PRVA in 0.4s | 2.89 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-26T20:29:55.306862] [INFO ] [sig       ] [2578/3548] Forecasting PRZO...
[2025-12-26T20:29:55.306891] [INFO ] [sig       ] Generating forecast for: PRZO
[2025-12-26T20:29:55.306922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRZO' from 'https://tdm.silogroup.org/data/derivative_storage/PRZO.csv'.
[2025-12-26T20:29:55.318943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRZO'.
[2025-12-26T20:29:55.319270] [INFO ] [FORECASTER] Starting predict_future for PRZO
[2025-12-26T20:29:55.320058] [DEBUG] [LOCAL     ] No optimal features file found for PRZO: ./output/feature-sets/PRZO.txt
[2025-12-26T20:29:55.320109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:55.320140] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:55.320166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:55.320223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:55.378416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:55.379196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:55.379275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:55.379325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:55.496596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:55.496740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:55.496781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:55.496810] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:55.500180] [DEBUG] [FORECASTER] PRZO: Forecast T+1@11:T+2@11: UP (p=88.04%)
[2025-12-26T20:29:55.500453] [INFO ] [FORECASTER] Completed predict_future for PRZO
[2025-12-26T20:29:55.500593] [INFO ] [sig       ] PRZO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:55.640191] [INFO ] [LOCAL     ] Saved forecast: PRZO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PRZO.txt
[2025-12-26T20:29:55.640314] [INFO ] [sig       ] [2578/3548] Completed PRZO in 0.3s | 2.89 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-26T20:29:55.640353] [INFO ] [sig       ] [2579/3548] Forecasting PSC...
[2025-12-26T20:29:55.640383] [INFO ] [sig       ] Generating forecast for: PSC
[2025-12-26T20:29:55.640414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2025-12-26T20:29:55.650873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2025-12-26T20:29:55.651206] [INFO ] [FORECASTER] Starting predict_future for PSC
[2025-12-26T20:29:55.651986] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2025-12-26T20:29:55.652037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:55.652068] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:55.652094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:55.652151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:55.708484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:55.709180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:55.709258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:55.709291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:55.825294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:55.825437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:55.825480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:55.825509] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:55.828851] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: UP (p=53.68%)
[2025-12-26T20:29:55.829152] [INFO ] [FORECASTER] Completed predict_future for PSC
[2025-12-26T20:29:55.829278] [INFO ] [sig       ] PSC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:55.968800] [INFO ] [LOCAL     ] Saved forecast: PSC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PSC.txt
[2025-12-26T20:29:55.968940] [INFO ] [sig       ] [2579/3548] Completed PSC in 0.3s | 2.89 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-26T20:29:55.968981] [INFO ] [sig       ] [2580/3548] Forecasting PSCE...
[2025-12-26T20:29:55.969011] [INFO ] [sig       ] Generating forecast for: PSCE
[2025-12-26T20:29:55.969042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2025-12-26T20:29:55.979793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2025-12-26T20:29:55.980087] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2025-12-26T20:29:55.980867] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2025-12-26T20:29:55.980919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:55.980977] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:55.981006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:55.981084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:56.037553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:56.038350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:56.038428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:56.038461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:56.144007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:56.144139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:56.144180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:56.144398] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:56.148278] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: UP (p=69.05%)
[2025-12-26T20:29:56.148753] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2025-12-26T20:29:56.148874] [INFO ] [sig       ] PSCE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:56.295218] [INFO ] [LOCAL     ] Saved forecast: PSCE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PSCE.txt
[2025-12-26T20:29:56.295357] [INFO ] [sig       ] [2580/3548] Completed PSCE in 0.3s | 2.89 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-26T20:29:56.295396] [INFO ] [sig       ] [2581/3548] Forecasting PSCH...
[2025-12-26T20:29:56.295426] [INFO ] [sig       ] Generating forecast for: PSCH
[2025-12-26T20:29:56.295455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2025-12-26T20:29:56.306108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2025-12-26T20:29:56.306453] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2025-12-26T20:29:56.307237] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2025-12-26T20:29:56.307288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:56.307319] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:56.307345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:56.307402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:56.365384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:56.366040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:56.366119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:56.366152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:56.476288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:56.476438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:56.476481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:56.476510] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:56.479890] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: UP (p=82.10%)
[2025-12-26T20:29:56.480164] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2025-12-26T20:29:56.480285] [INFO ] [sig       ] PSCH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:56.619687] [INFO ] [LOCAL     ] Saved forecast: PSCH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PSCH.txt
[2025-12-26T20:29:56.619827] [INFO ] [sig       ] [2581/3548] Completed PSCH in 0.3s | 2.89 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-26T20:29:56.619866] [INFO ] [sig       ] [2582/3548] Forecasting PSEC...
[2025-12-26T20:29:56.619897] [INFO ] [sig       ] Generating forecast for: PSEC
[2025-12-26T20:29:56.619927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2025-12-26T20:29:56.630697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2025-12-26T20:29:56.631006] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2025-12-26T20:29:56.631785] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2025-12-26T20:29:56.631875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:56.631909] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:56.631937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:56.631994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:56.687770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:56.688404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:56.688487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:56.688519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:56.809190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:56.809341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:56.809383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:56.809411] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:56.812736] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: DOWN (p=48.87%)
[2025-12-26T20:29:56.813007] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2025-12-26T20:29:56.813127] [INFO ] [sig       ] PSEC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:56.951943] [INFO ] [LOCAL     ] Saved forecast: PSEC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PSEC.txt
[2025-12-26T20:29:56.952069] [INFO ] [sig       ] [2582/3548] Completed PSEC in 0.3s | 2.89 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-26T20:29:56.952107] [INFO ] [sig       ] [2583/3548] Forecasting PSF...
[2025-12-26T20:29:56.952136] [INFO ] [sig       ] Generating forecast for: PSF
[2025-12-26T20:29:56.952167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-12-26T20:29:56.963666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2025-12-26T20:29:56.964054] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-12-26T20:29:56.964911] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-12-26T20:29:56.964970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:56.965002] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:56.965028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:56.965085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:57.021874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:57.022805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:57.022891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:57.022924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:57.141888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:57.142036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:57.142079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:57.142142] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:57.145600] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: UP (p=98.10%)
[2025-12-26T20:29:57.145883] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-12-26T20:29:57.146010] [INFO ] [sig       ] PSF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:57.288683] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PSF.txt
[2025-12-26T20:29:57.288830] [INFO ] [sig       ] [2583/3548] Completed PSF in 0.3s | 2.89 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-26T20:29:57.288869] [INFO ] [sig       ] [2584/3548] Forecasting PSFE...
[2025-12-26T20:29:57.288919] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-12-26T20:29:57.288956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-12-26T20:29:57.300162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2025-12-26T20:29:57.300491] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-12-26T20:29:57.301281] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-12-26T20:29:57.301331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:57.301362] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:57.301388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:57.301445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:57.357965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:57.358700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:57.358779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:57.358810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:57.479356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:57.479507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:57.479550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:57.479600] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:57.482958] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=90.20%)
[2025-12-26T20:29:57.483228] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-12-26T20:29:57.483348] [INFO ] [sig       ] PSFE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:57.625225] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PSFE.txt
[2025-12-26T20:29:57.625365] [INFO ] [sig       ] [2584/3548] Completed PSFE in 0.3s | 2.89 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-26T20:29:57.625403] [INFO ] [sig       ] [2585/3548] Forecasting PSHG...
[2025-12-26T20:29:57.625433] [INFO ] [sig       ] Generating forecast for: PSHG
[2025-12-26T20:29:57.625463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2025-12-26T20:29:57.636128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2025-12-26T20:29:57.636468] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2025-12-26T20:29:57.637269] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2025-12-26T20:29:57.637322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:57.637362] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:57.637402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:57.637472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:57.694996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:57.695819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:57.695904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:57.695937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:57.813236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:57.813374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:57.813415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:57.813444] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:57.816844] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: DOWN (p=1.54%)
[2025-12-26T20:29:57.817110] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2025-12-26T20:29:57.817228] [INFO ] [sig       ] PSHG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:57.958630] [INFO ] [LOCAL     ] Saved forecast: PSHG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PSHG.txt
[2025-12-26T20:29:57.958768] [INFO ] [sig       ] [2585/3548] Completed PSHG in 0.3s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-26T20:29:57.958808] [INFO ] [sig       ] [2586/3548] Forecasting PSN...
[2025-12-26T20:29:57.958840] [INFO ] [sig       ] Generating forecast for: PSN
[2025-12-26T20:29:57.958872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-12-26T20:29:57.969790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2025-12-26T20:29:57.970146] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-12-26T20:29:57.970961] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-12-26T20:29:57.971015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:57.971052] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:57.971085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:57.971159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:58.029202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:58.030081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:58.030168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:58.030202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:58.150814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:58.151023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:58.151071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:58.151100] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:58.154541] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: DOWN (p=33.88%)
[2025-12-26T20:29:58.154849] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-12-26T20:29:58.154979] [INFO ] [sig       ] PSN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:58.297588] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PSN.txt
[2025-12-26T20:29:58.297753] [INFO ] [sig       ] [2586/3548] Completed PSN in 0.3s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-26T20:29:58.297793] [INFO ] [sig       ] [2587/3548] Forecasting PSNL...
[2025-12-26T20:29:58.297823] [INFO ] [sig       ] Generating forecast for: PSNL
[2025-12-26T20:29:58.297855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2025-12-26T20:29:58.308805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2025-12-26T20:29:58.309159] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2025-12-26T20:29:58.309982] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2025-12-26T20:29:58.310035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:58.310067] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:58.310093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:58.310155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:58.366487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:58.367200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:58.367277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:58.367309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:58.491462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:58.491628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:58.491673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:58.491702] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:58.495127] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: DOWN (p=21.07%)
[2025-12-26T20:29:58.495425] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2025-12-26T20:29:58.495554] [INFO ] [sig       ] PSNL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:58.637523] [INFO ] [LOCAL     ] Saved forecast: PSNL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PSNL.txt
[2025-12-26T20:29:58.637677] [INFO ] [sig       ] [2587/3548] Completed PSNL in 0.3s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-26T20:29:58.637717] [INFO ] [sig       ] [2588/3548] Forecasting PSO...
[2025-12-26T20:29:58.637747] [INFO ] [sig       ] Generating forecast for: PSO
[2025-12-26T20:29:58.637776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-12-26T20:29:58.648468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2025-12-26T20:29:58.648824] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-12-26T20:29:58.649657] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-12-26T20:29:58.649709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:58.649741] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:58.649768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:58.649828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:58.706376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:58.707174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:58.707256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:58.707289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:58.828233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:58.828383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:58.828424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:58.828452] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:58.831930] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: DOWN (p=12.62%)
[2025-12-26T20:29:58.832215] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-12-26T20:29:58.832345] [INFO ] [sig       ] PSO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:58.975608] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PSO.txt
[2025-12-26T20:29:58.975774] [INFO ] [sig       ] [2588/3548] Completed PSO in 0.3s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-26T20:29:58.975813] [INFO ] [sig       ] [2589/3548] Forecasting PSQH...
[2025-12-26T20:29:58.975844] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-12-26T20:29:58.975874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-12-26T20:29:58.986923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSQH'.
[2025-12-26T20:29:58.987311] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-12-26T20:29:58.988164] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-12-26T20:29:58.988217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:58.988249] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:58.988277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:58.988336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:59.045047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:59.045989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:59.046074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:59.046106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:59.166173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:59.166362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:59.166405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:59.166434] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:59.169794] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: DOWN (p=5.54%)
[2025-12-26T20:29:59.170066] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-12-26T20:29:59.170186] [INFO ] [sig       ] PSQH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:29:59.313475] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PSQH.txt
[2025-12-26T20:29:59.313628] [INFO ] [sig       ] [2589/3548] Completed PSQH in 0.3s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-26T20:29:59.313668] [INFO ] [sig       ] [2590/3548] Forecasting PSTG...
[2025-12-26T20:29:59.313699] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-12-26T20:29:59.313728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-12-26T20:29:59.324304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2025-12-26T20:29:59.324669] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-12-26T20:29:59.325525] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-12-26T20:29:59.325598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:59.325632] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:59.325659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:59.325719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:59.382985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:59.383672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:59.383775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:59.383809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:59.513176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:59.513362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:59.513428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:59.513468] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:59.517171] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: UP (p=96.63%)
[2025-12-26T20:29:59.517470] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-12-26T20:29:59.517654] [INFO ] [sig       ] PSTG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:29:59.669414] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PSTG.txt
[2025-12-26T20:29:59.669555] [INFO ] [sig       ] [2590/3548] Completed PSTG in 0.4s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-26T20:29:59.669625] [INFO ] [sig       ] [2591/3548] Forecasting PSTL...
[2025-12-26T20:29:59.669666] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-12-26T20:29:59.669699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-12-26T20:29:59.680963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2025-12-26T20:29:59.681322] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-12-26T20:29:59.682158] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-12-26T20:29:59.682212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:29:59.682245] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:29:59.682273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:29:59.682332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:29:59.742810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:29:59.743613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:29:59.743712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:29:59.743759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:29:59.873240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:29:59.873406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:29:59.873460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:29:59.873492] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:29:59.877158] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-12-26T20:29:59.877474] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-12-26T20:29:59.877642] [INFO ] [sig       ] PSTL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:00.019515] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PSTL.txt
[2025-12-26T20:30:00.019675] [INFO ] [sig       ] [2591/3548] Completed PSTL in 0.4s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-26T20:30:00.019717] [INFO ] [sig       ] [2592/3548] Forecasting PSX...
[2025-12-26T20:30:00.019748] [INFO ] [sig       ] Generating forecast for: PSX
[2025-12-26T20:30:00.019778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-12-26T20:30:00.031062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2025-12-26T20:30:00.031462] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-12-26T20:30:00.032251] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-12-26T20:30:00.032303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:00.032334] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:00.032360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:00.032417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:00.089433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:00.090251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:00.090333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:00.090365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:00.214941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:00.215095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:00.215138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:00.215167] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:00.218561] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: DOWN (p=40.64%)
[2025-12-26T20:30:00.218895] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-12-26T20:30:00.219030] [INFO ] [sig       ] PSX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:00.357713] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PSX.txt
[2025-12-26T20:30:00.357858] [INFO ] [sig       ] [2592/3548] Completed PSX in 0.3s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-26T20:30:00.357897] [INFO ] [sig       ] [2593/3548] Forecasting PTA...
[2025-12-26T20:30:00.357927] [INFO ] [sig       ] Generating forecast for: PTA
[2025-12-26T20:30:00.357956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-12-26T20:30:00.369996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2025-12-26T20:30:00.370397] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-12-26T20:30:00.371209] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-12-26T20:30:00.371261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:00.371309] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:00.371337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:00.371394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:00.428037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:00.428931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:00.429013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:00.429045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:00.550025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:00.550177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:00.550219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:00.550249] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:00.553708] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: DOWN (p=11.29%)
[2025-12-26T20:30:00.553987] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-12-26T20:30:00.554114] [INFO ] [sig       ] PTA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:00.700185] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PTA.txt
[2025-12-26T20:30:00.700371] [INFO ] [sig       ] [2593/3548] Completed PTA in 0.3s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-26T20:30:00.700418] [INFO ] [sig       ] [2594/3548] Forecasting PTC...
[2025-12-26T20:30:00.700450] [INFO ] [sig       ] Generating forecast for: PTC
[2025-12-26T20:30:00.700480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2025-12-26T20:30:00.711866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2025-12-26T20:30:00.712224] [INFO ] [FORECASTER] Starting predict_future for PTC
[2025-12-26T20:30:00.713054] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2025-12-26T20:30:00.713107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:00.713140] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:00.713168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:00.713228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:00.770353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:00.771180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:00.771262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:00.771297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:00.898728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:00.898864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:00.898924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:00.898959] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:00.902447] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: UP (p=62.01%)
[2025-12-26T20:30:00.902756] [INFO ] [FORECASTER] Completed predict_future for PTC
[2025-12-26T20:30:00.902884] [INFO ] [sig       ] PTC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:01.044521] [INFO ] [LOCAL     ] Saved forecast: PTC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PTC.txt
[2025-12-26T20:30:01.044696] [INFO ] [sig       ] [2594/3548] Completed PTC in 0.3s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-26T20:30:01.044736] [INFO ] [sig       ] [2595/3548] Forecasting PTEN...
[2025-12-26T20:30:01.044765] [INFO ] [sig       ] Generating forecast for: PTEN
[2025-12-26T20:30:01.044796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2025-12-26T20:30:01.058636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2025-12-26T20:30:01.059017] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2025-12-26T20:30:01.059806] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2025-12-26T20:30:01.059858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:01.059889] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:01.059916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:01.059974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:01.124458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:01.125331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:01.125417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:01.125451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:01.245325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:01.245483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:01.245525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:01.245554] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:01.249093] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: DOWN (p=4.11%)
[2025-12-26T20:30:01.249376] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2025-12-26T20:30:01.249511] [INFO ] [sig       ] PTEN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:01.397167] [INFO ] [LOCAL     ] Saved forecast: PTEN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PTEN.txt
[2025-12-26T20:30:01.397331] [INFO ] [sig       ] [2595/3548] Completed PTEN in 0.4s | 2.89 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-26T20:30:01.397371] [INFO ] [sig       ] [2596/3548] Forecasting PTF...
[2025-12-26T20:30:01.397401] [INFO ] [sig       ] Generating forecast for: PTF
[2025-12-26T20:30:01.397430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2025-12-26T20:30:01.413380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2025-12-26T20:30:01.414168] [INFO ] [FORECASTER] Starting predict_future for PTF
[2025-12-26T20:30:01.415558] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2025-12-26T20:30:01.415656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:01.415694] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:01.415723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:01.415792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:01.486176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:01.487565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:01.487737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:01.487777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:01.619497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:01.619749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:01.619801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:01.619832] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:01.624133] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: DOWN (p=45.22%)
[2025-12-26T20:30:01.624563] [INFO ] [FORECASTER] Completed predict_future for PTF
[2025-12-26T20:30:01.624942] [INFO ] [sig       ] PTF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:01.782305] [INFO ] [LOCAL     ] Saved forecast: PTF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PTF.txt
[2025-12-26T20:30:01.782533] [INFO ] [sig       ] [2596/3548] Completed PTF in 0.4s | 2.89 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-26T20:30:01.782611] [INFO ] [sig       ] [2597/3548] Forecasting PTGX...
[2025-12-26T20:30:01.782645] [INFO ] [sig       ] Generating forecast for: PTGX
[2025-12-26T20:30:01.782689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2025-12-26T20:30:01.798368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2025-12-26T20:30:01.799023] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2025-12-26T20:30:01.800020] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2025-12-26T20:30:01.800074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:01.800159] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:01.800190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:01.800260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:01.860133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:01.861296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:01.861400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:01.861433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:01.990941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:01.991183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:01.991247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:01.991280] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:01.996217] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: DOWN (p=4.38%)
[2025-12-26T20:30:01.996858] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2025-12-26T20:30:01.997093] [INFO ] [sig       ] PTGX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:02.158793] [INFO ] [LOCAL     ] Saved forecast: PTGX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PTGX.txt
[2025-12-26T20:30:02.159066] [INFO ] [sig       ] [2597/3548] Completed PTGX in 0.4s | 2.89 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-26T20:30:02.159122] [INFO ] [sig       ] [2598/3548] Forecasting PTH...
[2025-12-26T20:30:02.159156] [INFO ] [sig       ] Generating forecast for: PTH
[2025-12-26T20:30:02.159189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2025-12-26T20:30:02.197978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2025-12-26T20:30:02.198729] [INFO ] [FORECASTER] Starting predict_future for PTH
[2025-12-26T20:30:02.199846] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2025-12-26T20:30:02.199900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:02.199933] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:02.199960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:02.200026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:02.260622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:02.261712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:02.261809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:02.261844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:02.374078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:02.374304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:02.374358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:02.374389] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:02.378279] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: DOWN (p=35.73%)
[2025-12-26T20:30:02.378610] [INFO ] [FORECASTER] Completed predict_future for PTH
[2025-12-26T20:30:02.378782] [INFO ] [sig       ] PTH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:02.532825] [INFO ] [LOCAL     ] Saved forecast: PTH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PTH.txt
[2025-12-26T20:30:02.533053] [INFO ] [sig       ] [2598/3548] Completed PTH in 0.4s | 2.89 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-26T20:30:02.533100] [INFO ] [sig       ] [2599/3548] Forecasting PTIX...
[2025-12-26T20:30:02.533132] [INFO ] [sig       ] Generating forecast for: PTIX
[2025-12-26T20:30:02.533169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'.
[2025-12-26T20:30:02.547369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTIX'.
[2025-12-26T20:30:02.547920] [INFO ] [FORECASTER] Starting predict_future for PTIX
[2025-12-26T20:30:02.548876] [DEBUG] [LOCAL     ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt
[2025-12-26T20:30:02.548957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:02.548991] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:02.549019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:02.549087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:02.608946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:02.610137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:02.610239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:02.610274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:02.742402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:02.742665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:02.742718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:02.742747] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:02.746813] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: DOWN (p=43.84%)
[2025-12-26T20:30:02.747157] [INFO ] [FORECASTER] Completed predict_future for PTIX
[2025-12-26T20:30:02.747303] [INFO ] [sig       ] PTIX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:02.897162] [INFO ] [LOCAL     ] Saved forecast: PTIX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PTIX.txt
[2025-12-26T20:30:02.897426] [INFO ] [sig       ] [2599/3548] Completed PTIX in 0.4s | 2.89 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-26T20:30:02.897482] [INFO ] [sig       ] [2600/3548] Forecasting PTLO...
[2025-12-26T20:30:02.897521] [INFO ] [sig       ] Generating forecast for: PTLO
[2025-12-26T20:30:02.897557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2025-12-26T20:30:02.911986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2025-12-26T20:30:02.912616] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2025-12-26T20:30:02.913602] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2025-12-26T20:30:02.913659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:02.913692] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:02.913720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:02.913781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:02.975598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:02.976794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:02.976903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:02.976936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:03.105875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:03.106099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:03.106177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:03.106247] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:03.110432] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: UP (p=88.52%)
[2025-12-26T20:30:03.110792] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2025-12-26T20:30:03.110942] [INFO ] [sig       ] PTLO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:03.267390] [INFO ] [LOCAL     ] Saved forecast: PTLO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PTLO.txt
[2025-12-26T20:30:03.267630] [INFO ] [sig       ] [2600/3548] Completed PTLO in 0.4s | 2.89 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-26T20:30:03.267678] [INFO ] [sig       ] [2601/3548] Forecasting PTNQ...
[2025-12-26T20:30:03.267708] [INFO ] [sig       ] Generating forecast for: PTNQ
[2025-12-26T20:30:03.267739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2025-12-26T20:30:03.346544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2025-12-26T20:30:03.347168] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2025-12-26T20:30:03.348257] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2025-12-26T20:30:03.348311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:03.348344] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:03.348370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:03.348430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:03.411055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:03.412198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:03.412296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:03.412329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:03.539945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:03.540179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:03.540229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:03.540259] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:03.544246] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: DOWN (p=40.62%)
[2025-12-26T20:30:03.544634] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2025-12-26T20:30:03.544782] [INFO ] [sig       ] PTNQ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:03.693760] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PTNQ.txt
[2025-12-26T20:30:03.693976] [INFO ] [sig       ] [2601/3548] Completed PTNQ in 0.4s | 2.89 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-26T20:30:03.694020] [INFO ] [sig       ] [2602/3548] Forecasting PTON...
[2025-12-26T20:30:03.694053] [INFO ] [sig       ] Generating forecast for: PTON
[2025-12-26T20:30:03.694083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2025-12-26T20:30:03.706715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2025-12-26T20:30:03.707264] [INFO ] [FORECASTER] Starting predict_future for PTON
[2025-12-26T20:30:03.708164] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2025-12-26T20:30:03.708218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:03.708252] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:03.708279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:03.708340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:03.768639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:03.769866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:03.770025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:03.770063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:03.897177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:03.897399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:03.897451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:03.897482] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:03.901524] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: UP (p=73.36%)
[2025-12-26T20:30:03.901893] [INFO ] [FORECASTER] Completed predict_future for PTON
[2025-12-26T20:30:03.902045] [INFO ] [sig       ] PTON: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:04.054716] [INFO ] [LOCAL     ] Saved forecast: PTON	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PTON.txt
[2025-12-26T20:30:04.054953] [INFO ] [sig       ] [2602/3548] Completed PTON in 0.4s | 2.89 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-26T20:30:04.055008] [INFO ] [sig       ] [2603/3548] Forecasting PTY...
[2025-12-26T20:30:04.055047] [INFO ] [sig       ] Generating forecast for: PTY
[2025-12-26T20:30:04.055090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-12-26T20:30:04.071055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2025-12-26T20:30:04.071565] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-12-26T20:30:04.072793] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-12-26T20:30:04.072856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:04.072897] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:04.072925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:04.072988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:04.135079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:04.136355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:04.136475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:04.136512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:04.264042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:04.264265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:04.264314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:04.264344] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:04.268166] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: DOWN (p=39.32%)
[2025-12-26T20:30:04.268464] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-12-26T20:30:04.268617] [INFO ] [sig       ] PTY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:04.414416] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PTY.txt
[2025-12-26T20:30:04.414654] [INFO ] [sig       ] [2603/3548] Completed PTY in 0.4s | 2.89 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-26T20:30:04.414704] [INFO ] [sig       ] [2604/3548] Forecasting PUBM...
[2025-12-26T20:30:04.414737] [INFO ] [sig       ] Generating forecast for: PUBM
[2025-12-26T20:30:04.414767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2025-12-26T20:30:04.428281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2025-12-26T20:30:04.428933] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2025-12-26T20:30:04.430046] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2025-12-26T20:30:04.430107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:04.430165] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:04.430194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:04.430256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:04.494913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:04.496087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:04.496192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:04.496226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:04.626472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:04.626710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:04.626760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:04.626789] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:04.631108] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: UP (p=66.84%)
[2025-12-26T20:30:04.631473] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2025-12-26T20:30:04.631645] [INFO ] [sig       ] PUBM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:04.783410] [INFO ] [LOCAL     ] Saved forecast: PUBM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PUBM.txt
[2025-12-26T20:30:04.783690] [INFO ] [sig       ] [2604/3548] Completed PUBM in 0.4s | 2.89 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-26T20:30:04.783738] [INFO ] [sig       ] [2605/3548] Forecasting PUK...
[2025-12-26T20:30:04.783769] [INFO ] [sig       ] Generating forecast for: PUK
[2025-12-26T20:30:04.783802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-12-26T20:30:04.797122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2025-12-26T20:30:04.797751] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-12-26T20:30:04.798874] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-12-26T20:30:04.798956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:04.798990] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:04.799018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:04.799089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:04.858830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:04.860028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:04.860132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:04.860164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:04.986181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:04.986409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:04.986460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:04.986492] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:04.990377] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: UP (p=85.77%)
[2025-12-26T20:30:04.990713] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-12-26T20:30:04.990851] [INFO ] [sig       ] PUK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:05.140810] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PUK.txt
[2025-12-26T20:30:05.140998] [INFO ] [sig       ] [2605/3548] Completed PUK in 0.4s | 2.89 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-26T20:30:05.141041] [INFO ] [sig       ] [2606/3548] Forecasting PUMP...
[2025-12-26T20:30:05.141072] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-12-26T20:30:05.141107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-12-26T20:30:05.155799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2025-12-26T20:30:05.156653] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-12-26T20:30:05.157854] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-12-26T20:30:05.157923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:05.157961] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:05.157989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:05.158052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:05.217824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:05.219095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:05.219199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:05.219234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:05.359078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:05.359312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:05.359362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:05.359392] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:05.363853] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: DOWN (p=27.05%)
[2025-12-26T20:30:05.364307] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-12-26T20:30:05.364504] [INFO ] [sig       ] PUMP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:05.527838] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PUMP.txt
[2025-12-26T20:30:05.528059] [INFO ] [sig       ] [2606/3548] Completed PUMP in 0.4s | 2.89 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-26T20:30:05.528106] [INFO ] [sig       ] [2607/3548] Forecasting PVH...
[2025-12-26T20:30:05.528138] [INFO ] [sig       ] Generating forecast for: PVH
[2025-12-26T20:30:05.528171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-12-26T20:30:05.543597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2025-12-26T20:30:05.544160] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-12-26T20:30:05.545101] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-12-26T20:30:05.545153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:05.545185] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:05.545212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:05.545272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:05.606348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:05.607466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:05.607635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:05.607672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:05.734489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:05.734740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:05.734792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:05.734822] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:05.738876] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: UP (p=88.69%)
[2025-12-26T20:30:05.739237] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-12-26T20:30:05.739372] [INFO ] [sig       ] PVH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:05.883805] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PVH.txt
[2025-12-26T20:30:05.884012] [INFO ] [sig       ] [2607/3548] Completed PVH in 0.4s | 2.89 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-26T20:30:05.884054] [INFO ] [sig       ] [2608/3548] Forecasting PVL...
[2025-12-26T20:30:05.884093] [INFO ] [sig       ] Generating forecast for: PVL
[2025-12-26T20:30:05.884127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-12-26T20:30:05.897853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2025-12-26T20:30:05.898462] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-12-26T20:30:05.899476] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-12-26T20:30:05.899528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:05.899560] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:05.899607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:05.899669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:05.962737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:05.963929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:05.964029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:05.964063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:06.086123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:06.086358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:06.086415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:06.086446] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:06.090449] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: UP (p=90.12%)
[2025-12-26T20:30:06.090808] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-12-26T20:30:06.090961] [INFO ] [sig       ] PVL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:06.239272] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PVL.txt
[2025-12-26T20:30:06.239730] [INFO ] [sig       ] [2608/3548] Completed PVL in 0.4s | 2.89 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-26T20:30:06.239775] [INFO ] [sig       ] [2609/3548] Forecasting PWP...
[2025-12-26T20:30:06.239806] [INFO ] [sig       ] Generating forecast for: PWP
[2025-12-26T20:30:06.239844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2025-12-26T20:30:06.254791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PWP'.
[2025-12-26T20:30:06.255354] [INFO ] [FORECASTER] Starting predict_future for PWP
[2025-12-26T20:30:06.256329] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2025-12-26T20:30:06.256391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:06.256434] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:06.256464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:06.256534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:06.316123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:06.317070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:06.317171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:06.317209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:06.437851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:06.438094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:06.438161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:06.438199] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:06.442254] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: UP (p=65.10%)
[2025-12-26T20:30:06.442600] [INFO ] [FORECASTER] Completed predict_future for PWP
[2025-12-26T20:30:06.442746] [INFO ] [sig       ] PWP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:06.588273] [INFO ] [LOCAL     ] Saved forecast: PWP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PWP.txt
[2025-12-26T20:30:06.588478] [INFO ] [sig       ] [2609/3548] Completed PWP in 0.3s | 2.89 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-26T20:30:06.588521] [INFO ] [sig       ] [2610/3548] Forecasting PX...
[2025-12-26T20:30:06.588553] [INFO ] [sig       ] Generating forecast for: PX
[2025-12-26T20:30:06.588603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-12-26T20:30:06.601839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PX'.
[2025-12-26T20:30:06.602360] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-12-26T20:30:06.603308] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-12-26T20:30:06.603361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:06.603394] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:06.603420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:06.603480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:06.661014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:06.661882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:06.661972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:06.662004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:06.791010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:06.791239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:06.791289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:06.791321] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:06.795287] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: UP (p=79.49%)
[2025-12-26T20:30:06.795685] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-12-26T20:30:06.795840] [INFO ] [sig       ] PX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:06.943729] [INFO ] [LOCAL     ] Saved forecast: PX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PX.txt
[2025-12-26T20:30:06.943970] [INFO ] [sig       ] [2610/3548] Completed PX in 0.4s | 2.89 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-26T20:30:06.944013] [INFO ] [sig       ] [2611/3548] Forecasting PXS...
[2025-12-26T20:30:06.944046] [INFO ] [sig       ] Generating forecast for: PXS
[2025-12-26T20:30:06.944079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2025-12-26T20:30:06.957036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2025-12-26T20:30:06.957669] [INFO ] [FORECASTER] Starting predict_future for PXS
[2025-12-26T20:30:06.958562] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2025-12-26T20:30:06.958642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:06.958675] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:06.958701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:06.958761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:07.017522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:07.018686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:07.018781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:07.018816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:07.127180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:07.127394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:07.127440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:07.127470] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:07.135123] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: DOWN (p=5.78%)
[2025-12-26T20:30:07.135473] [INFO ] [FORECASTER] Completed predict_future for PXS
[2025-12-26T20:30:07.135647] [INFO ] [sig       ] PXS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:07.278058] [INFO ] [LOCAL     ] Saved forecast: PXS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PXS.txt
[2025-12-26T20:30:07.278241] [INFO ] [sig       ] [2611/3548] Completed PXS in 0.3s | 2.89 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-26T20:30:07.278283] [INFO ] [sig       ] [2612/3548] Forecasting PY...
[2025-12-26T20:30:07.278313] [INFO ] [sig       ] Generating forecast for: PY
[2025-12-26T20:30:07.278344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2025-12-26T20:30:07.290230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2025-12-26T20:30:07.290707] [INFO ] [FORECASTER] Starting predict_future for PY
[2025-12-26T20:30:07.291806] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2025-12-26T20:30:07.291858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:07.291891] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:07.291917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:07.291976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:07.348233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:07.349277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:07.349371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:07.349404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:07.452386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:07.452630] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-26T20:30:07.452680] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:07.452708] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:07.456511] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: UP (p=71.67%)
[2025-12-26T20:30:07.456841] [INFO ] [FORECASTER] Completed predict_future for PY
[2025-12-26T20:30:07.456974] [INFO ] [sig       ] PY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:07.605251] [INFO ] [LOCAL     ] Saved forecast: PY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PY.txt
[2025-12-26T20:30:07.605471] [INFO ] [sig       ] [2612/3548] Completed PY in 0.3s | 2.89 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-26T20:30:07.605512] [INFO ] [sig       ] [2613/3548] Forecasting PYPL...
[2025-12-26T20:30:07.605540] [INFO ] [sig       ] Generating forecast for: PYPL
[2025-12-26T20:30:07.605591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'.
[2025-12-26T20:30:07.618595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYPL'.
[2025-12-26T20:30:07.619109] [INFO ] [FORECASTER] Starting predict_future for PYPL
[2025-12-26T20:30:07.620005] [DEBUG] [LOCAL     ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt
[2025-12-26T20:30:07.620057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:07.620090] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:07.620116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:07.620176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:07.678914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:07.680055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:07.680163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:07.680199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:07.798761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:07.799052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:07.799124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:07.799162] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:07.803919] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: UP (p=84.21%)
[2025-12-26T20:30:07.804295] [INFO ] [FORECASTER] Completed predict_future for PYPL
[2025-12-26T20:30:07.804456] [INFO ] [sig       ] PYPL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:07.969592] [INFO ] [LOCAL     ] Saved forecast: PYPL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PYPL.txt
[2025-12-26T20:30:07.969816] [INFO ] [sig       ] [2613/3548] Completed PYPL in 0.4s | 2.89 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-26T20:30:07.969859] [INFO ] [sig       ] [2614/3548] Forecasting PYXS...
[2025-12-26T20:30:07.969891] [INFO ] [sig       ] Generating forecast for: PYXS
[2025-12-26T20:30:07.969921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2025-12-26T20:30:07.983111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2025-12-26T20:30:07.983759] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2025-12-26T20:30:07.984733] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2025-12-26T20:30:07.984787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:07.984858] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:07.984886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:07.984946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:08.041951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:08.043086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:08.043185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:08.043218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:08.161483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:08.161728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:08.161777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:08.161805] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:08.165736] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: UP (p=79.49%)
[2025-12-26T20:30:08.166091] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2025-12-26T20:30:08.166234] [INFO ] [sig       ] PYXS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:08.312839] [INFO ] [LOCAL     ] Saved forecast: PYXS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/PYXS.txt
[2025-12-26T20:30:08.312999] [INFO ] [sig       ] [2614/3548] Completed PYXS in 0.3s | 2.89 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-26T20:30:08.313040] [INFO ] [sig       ] [2615/3548] Forecasting PZZA...
[2025-12-26T20:30:08.313070] [INFO ] [sig       ] Generating forecast for: PZZA
[2025-12-26T20:30:08.313101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2025-12-26T20:30:08.324255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2025-12-26T20:30:08.324610] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2025-12-26T20:30:08.325416] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2025-12-26T20:30:08.325468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:08.325499] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:08.325526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:08.325604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:08.382519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:08.383541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:08.383656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:08.383692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:08.501832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:08.501989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:08.502033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:08.502061] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:08.505435] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: DOWN (p=6.24%)
[2025-12-26T20:30:08.505724] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2025-12-26T20:30:08.505846] [INFO ] [sig       ] PZZA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:08.646033] [INFO ] [LOCAL     ] Saved forecast: PZZA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/PZZA.txt
[2025-12-26T20:30:08.646192] [INFO ] [sig       ] [2615/3548] Completed PZZA in 0.3s | 2.89 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-26T20:30:08.646230] [INFO ] [sig       ] [2616/3548] Forecasting QBTS...
[2025-12-26T20:30:08.646260] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-12-26T20:30:08.646291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-12-26T20:30:08.662248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2025-12-26T20:30:08.662678] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-12-26T20:30:08.663619] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-12-26T20:30:08.663673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:08.663707] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:08.663735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:08.663795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:08.723414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:08.724205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:08.724288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:08.724321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:08.852747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:08.852904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:08.852945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:08.852973] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:08.856417] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: UP (p=65.82%)
[2025-12-26T20:30:08.856722] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-12-26T20:30:08.856850] [INFO ] [sig       ] QBTS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:09.000620] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/QBTS.txt
[2025-12-26T20:30:09.000783] [INFO ] [sig       ] [2616/3548] Completed QBTS in 0.4s | 2.89 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-26T20:30:09.000823] [INFO ] [sig       ] [2617/3548] Forecasting QCLN...
[2025-12-26T20:30:09.000854] [INFO ] [sig       ] Generating forecast for: QCLN
[2025-12-26T20:30:09.000885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2025-12-26T20:30:09.012436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2025-12-26T20:30:09.012800] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2025-12-26T20:30:09.013595] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2025-12-26T20:30:09.013664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:09.013704] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:09.013738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:09.013798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:09.071531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:09.072396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:09.072480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:09.072514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:09.191321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:09.191470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:09.191515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:09.191592] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:09.195114] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: DOWN (p=47.47%)
[2025-12-26T20:30:09.195399] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2025-12-26T20:30:09.195527] [INFO ] [sig       ] QCLN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:09.336010] [INFO ] [LOCAL     ] Saved forecast: QCLN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/QCLN.txt
[2025-12-26T20:30:09.336150] [INFO ] [sig       ] [2617/3548] Completed QCLN in 0.3s | 2.89 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-26T20:30:09.336188] [INFO ] [sig       ] [2618/3548] Forecasting QCOM...
[2025-12-26T20:30:09.336218] [INFO ] [sig       ] Generating forecast for: QCOM
[2025-12-26T20:30:09.336249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2025-12-26T20:30:09.347734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2025-12-26T20:30:09.348071] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2025-12-26T20:30:09.348868] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2025-12-26T20:30:09.348945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:09.348978] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:09.349006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:09.349066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:09.407596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:09.408327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:09.408405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:09.408439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:09.532526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:09.532706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:09.532759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:09.532790] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:09.536590] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: DOWN (p=10.75%)
[2025-12-26T20:30:09.536896] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2025-12-26T20:30:09.537029] [INFO ] [sig       ] QCOM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:09.681428] [INFO ] [LOCAL     ] Saved forecast: QCOM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/QCOM.txt
[2025-12-26T20:30:09.681612] [INFO ] [sig       ] [2618/3548] Completed QCOM in 0.3s | 2.89 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-26T20:30:09.681655] [INFO ] [sig       ] [2619/3548] Forecasting QCRH...
[2025-12-26T20:30:09.681686] [INFO ] [sig       ] Generating forecast for: QCRH
[2025-12-26T20:30:09.681716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2025-12-26T20:30:09.693128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2025-12-26T20:30:09.693543] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2025-12-26T20:30:09.694411] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2025-12-26T20:30:09.694466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:09.694500] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:09.694527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:09.694614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:09.753953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:09.754873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:09.754968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:09.755002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:09.880046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:09.880229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:09.880286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:09.880329] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:09.885039] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: UP (p=65.73%)
[2025-12-26T20:30:09.885402] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2025-12-26T20:30:09.885565] [INFO ] [sig       ] QCRH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:10.102894] [INFO ] [LOCAL     ] Saved forecast: QCRH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/QCRH.txt
[2025-12-26T20:30:10.103052] [INFO ] [sig       ] [2619/3548] Completed QCRH in 0.4s | 2.89 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-26T20:30:10.103097] [INFO ] [sig       ] [2620/3548] Forecasting QDEL...
[2025-12-26T20:30:10.103142] [INFO ] [sig       ] Generating forecast for: QDEL
[2025-12-26T20:30:10.103194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2025-12-26T20:30:10.116447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2025-12-26T20:30:10.116839] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2025-12-26T20:30:10.117673] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2025-12-26T20:30:10.117727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:10.117761] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:10.117788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:10.117847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:10.187865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:10.188825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:10.188935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:10.188973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:10.322727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:10.322877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:10.322920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:10.322951] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:10.326760] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: UP (p=78.52%)
[2025-12-26T20:30:10.327069] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2025-12-26T20:30:10.327210] [INFO ] [sig       ] QDEL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:10.492067] [INFO ] [LOCAL     ] Saved forecast: QDEL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/QDEL.txt
[2025-12-26T20:30:10.492220] [INFO ] [sig       ] [2620/3548] Completed QDEL in 0.4s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-26T20:30:10.492276] [INFO ] [sig       ] [2621/3548] Forecasting QFIN...
[2025-12-26T20:30:10.492308] [INFO ] [sig       ] Generating forecast for: QFIN
[2025-12-26T20:30:10.492339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2025-12-26T20:30:10.503551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2025-12-26T20:30:10.503959] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2025-12-26T20:30:10.504781] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2025-12-26T20:30:10.504833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:10.504865] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:10.504893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:10.504952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:10.564248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:10.565011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:10.565092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:10.565127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:10.692100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:10.692247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:10.692290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:10.692319] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:10.695674] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2025-12-26T20:30:10.695943] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2025-12-26T20:30:10.696064] [INFO ] [sig       ] QFIN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:10.837991] [INFO ] [LOCAL     ] Saved forecast: QFIN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/QFIN.txt
[2025-12-26T20:30:10.838109] [INFO ] [sig       ] [2621/3548] Completed QFIN in 0.3s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-26T20:30:10.838147] [INFO ] [sig       ] [2622/3548] Forecasting QGEN...
[2025-12-26T20:30:10.838176] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-12-26T20:30:10.838206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-12-26T20:30:10.849451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2025-12-26T20:30:10.849803] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-12-26T20:30:10.850642] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-12-26T20:30:10.850701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:10.850734] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:10.850761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:10.850820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:10.910624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:10.911258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:10.911338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:10.911371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:11.033085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:11.033212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:11.033252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:11.033280] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:11.036557] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: DOWN (p=1.39%)
[2025-12-26T20:30:11.036870] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-12-26T20:30:11.036991] [INFO ] [sig       ] QGEN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:11.176433] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/QGEN.txt
[2025-12-26T20:30:11.176541] [INFO ] [sig       ] [2622/3548] Completed QGEN in 0.3s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-26T20:30:11.176596] [INFO ] [sig       ] [2623/3548] Forecasting QLYS...
[2025-12-26T20:30:11.176636] [INFO ] [sig       ] Generating forecast for: QLYS
[2025-12-26T20:30:11.176665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2025-12-26T20:30:11.187969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2025-12-26T20:30:11.188297] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2025-12-26T20:30:11.189155] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2025-12-26T20:30:11.189209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:11.189242] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:11.189269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:11.189328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:11.248769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:11.249423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:11.249501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:11.249534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:11.369446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:11.369590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:11.369632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:11.369661] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:11.372951] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: DOWN (p=9.05%)
[2025-12-26T20:30:11.373222] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2025-12-26T20:30:11.373342] [INFO ] [sig       ] QLYS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:11.514529] [INFO ] [LOCAL     ] Saved forecast: QLYS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/QLYS.txt
[2025-12-26T20:30:11.514663] [INFO ] [sig       ] [2623/3548] Completed QLYS in 0.3s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-26T20:30:11.514703] [INFO ] [sig       ] [2624/3548] Forecasting QMCO...
[2025-12-26T20:30:11.514733] [INFO ] [sig       ] Generating forecast for: QMCO
[2025-12-26T20:30:11.514762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2025-12-26T20:30:11.525821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2025-12-26T20:30:11.526149] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2025-12-26T20:30:11.526927] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2025-12-26T20:30:11.526978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:11.527008] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:11.527035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:11.527092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:11.586102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:11.586746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:11.586872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:11.586920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:11.706635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:11.706816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:11.706860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:11.706889] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:11.710555] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: UP (p=97.04%)
[2025-12-26T20:30:11.710842] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2025-12-26T20:30:11.710965] [INFO ] [sig       ] QMCO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:11.854095] [INFO ] [LOCAL     ] Saved forecast: QMCO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/QMCO.txt
[2025-12-26T20:30:11.854228] [INFO ] [sig       ] [2624/3548] Completed QMCO in 0.3s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-26T20:30:11.854267] [INFO ] [sig       ] [2625/3548] Forecasting QMOM...
[2025-12-26T20:30:11.854296] [INFO ] [sig       ] Generating forecast for: QMOM
[2025-12-26T20:30:11.854326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2025-12-26T20:30:11.864757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2025-12-26T20:30:11.865085] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2025-12-26T20:30:11.865858] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2025-12-26T20:30:11.865909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:11.865940] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:11.865965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:11.866022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:11.922449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:11.923122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:11.923199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:11.923230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:12.040087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:12.040214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:12.040255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:12.040283] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:12.043636] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: DOWN (p=13.14%)
[2025-12-26T20:30:12.043901] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2025-12-26T20:30:12.044019] [INFO ] [sig       ] QMOM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:12.183157] [INFO ] [LOCAL     ] Saved forecast: QMOM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/QMOM.txt
[2025-12-26T20:30:12.183286] [INFO ] [sig       ] [2625/3548] Completed QMOM in 0.3s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-26T20:30:12.183323] [INFO ] [sig       ] [2626/3548] Forecasting QNCX...
[2025-12-26T20:30:12.183351] [INFO ] [sig       ] Generating forecast for: QNCX
[2025-12-26T20:30:12.183381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'.
[2025-12-26T20:30:12.194298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNCX'.
[2025-12-26T20:30:12.194637] [INFO ] [FORECASTER] Starting predict_future for QNCX
[2025-12-26T20:30:12.195396] [DEBUG] [LOCAL     ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt
[2025-12-26T20:30:12.195448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:12.195479] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:12.195506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:12.195563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:12.252730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:12.253346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:12.253423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:12.253454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:12.368819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:12.368977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:12.369019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:12.369047] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:12.372391] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: DOWN (p=19.60%)
[2025-12-26T20:30:12.372682] [INFO ] [FORECASTER] Completed predict_future for QNCX
[2025-12-26T20:30:12.372804] [INFO ] [sig       ] QNCX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:12.511870] [INFO ] [LOCAL     ] Saved forecast: QNCX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/QNCX.txt
[2025-12-26T20:30:12.511980] [INFO ] [sig       ] [2626/3548] Completed QNCX in 0.3s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-26T20:30:12.512017] [INFO ] [sig       ] [2627/3548] Forecasting QNTM...
[2025-12-26T20:30:12.512046] [INFO ] [sig       ] Generating forecast for: QNTM
[2025-12-26T20:30:12.512074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2025-12-26T20:30:12.523586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2025-12-26T20:30:12.523911] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2025-12-26T20:30:12.524728] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2025-12-26T20:30:12.524971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:12.525002] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:12.525030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:12.525087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:12.582076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:12.582711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:12.582788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:12.582819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:12.710958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:12.711107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:12.711148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:12.711176] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:12.714638] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: DOWN (p=24.97%)
[2025-12-26T20:30:12.714905] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2025-12-26T20:30:12.715026] [INFO ] [sig       ] QNTM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:12.855260] [INFO ] [LOCAL     ] Saved forecast: QNTM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/QNTM.txt
[2025-12-26T20:30:12.855391] [INFO ] [sig       ] [2627/3548] Completed QNTM in 0.3s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-26T20:30:12.855431] [INFO ] [sig       ] [2628/3548] Forecasting QQMG...
[2025-12-26T20:30:12.855460] [INFO ] [sig       ] Generating forecast for: QQMG
[2025-12-26T20:30:12.855491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2025-12-26T20:30:12.866537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2025-12-26T20:30:12.866885] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2025-12-26T20:30:12.867713] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2025-12-26T20:30:12.867766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:12.867814] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:12.867844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:12.867905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:12.926698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:12.927325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:12.927405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:12.927438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:13.036202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:13.036332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:13.036373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:13.036423] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:13.039907] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: DOWN (p=2.31%)
[2025-12-26T20:30:13.040181] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2025-12-26T20:30:13.040303] [INFO ] [sig       ] QQMG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:13.187262] [INFO ] [LOCAL     ] Saved forecast: QQMG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/QQMG.txt
[2025-12-26T20:30:13.187419] [INFO ] [sig       ] [2628/3548] Completed QQMG in 0.3s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-26T20:30:13.187463] [INFO ] [sig       ] [2629/3548] Forecasting QQQ...
[2025-12-26T20:30:13.187495] [INFO ] [sig       ] Generating forecast for: QQQ
[2025-12-26T20:30:13.187529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2025-12-26T20:30:13.199216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2025-12-26T20:30:13.199613] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2025-12-26T20:30:13.200426] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2025-12-26T20:30:13.200479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:13.200511] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:13.200540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:13.200616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:13.259894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:13.260771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:13.260852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:13.260886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:13.388797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:13.389099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:13.389145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:13.389176] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:13.392814] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: DOWN (p=2.89%)
[2025-12-26T20:30:13.393115] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2025-12-26T20:30:13.393249] [INFO ] [sig       ] QQQ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:13.543367] [INFO ] [LOCAL     ] Saved forecast: QQQ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/QQQ.txt
[2025-12-26T20:30:13.543525] [INFO ] [sig       ] [2629/3548] Completed QQQ in 0.4s | 2.89 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-26T20:30:13.543566] [INFO ] [sig       ] [2630/3548] Forecasting QQQE...
[2025-12-26T20:30:13.543618] [INFO ] [sig       ] Generating forecast for: QQQE
[2025-12-26T20:30:13.543649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2025-12-26T20:30:13.554538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2025-12-26T20:30:13.554950] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2025-12-26T20:30:13.555759] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2025-12-26T20:30:13.555811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:13.555842] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:13.555868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:13.555926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:13.615294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:13.616162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:13.616244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:13.616278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:13.735217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:13.735370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:13.735414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:13.735444] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:13.739016] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: DOWN (p=3.57%)
[2025-12-26T20:30:13.739320] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2025-12-26T20:30:13.739454] [INFO ] [sig       ] QQQE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:13.894855] [INFO ] [LOCAL     ] Saved forecast: QQQE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/QQQE.txt
[2025-12-26T20:30:13.895004] [INFO ] [sig       ] [2630/3548] Completed QQQE in 0.4s | 2.89 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-26T20:30:13.895043] [INFO ] [sig       ] [2631/3548] Forecasting QQQI...
[2025-12-26T20:30:13.895074] [INFO ] [sig       ] Generating forecast for: QQQI
[2025-12-26T20:30:13.895103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2025-12-26T20:30:13.907151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2025-12-26T20:30:13.907473] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2025-12-26T20:30:13.908448] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2025-12-26T20:30:13.908499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:13.908556] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:13.908600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:13.908665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:13.968011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:13.968861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:13.968967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:13.969001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:14.085927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:14.086080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:14.086122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:14.086151] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:14.089599] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: DOWN (p=4.96%)
[2025-12-26T20:30:14.089872] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2025-12-26T20:30:14.089995] [INFO ] [sig       ] QQQI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:14.232997] [INFO ] [LOCAL     ] Saved forecast: QQQI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/QQQI.txt
[2025-12-26T20:30:14.233153] [INFO ] [sig       ] [2631/3548] Completed QQQI in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-26T20:30:14.233200] [INFO ] [sig       ] [2632/3548] Forecasting QQQJ...
[2025-12-26T20:30:14.233231] [INFO ] [sig       ] Generating forecast for: QQQJ
[2025-12-26T20:30:14.233262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2025-12-26T20:30:14.244415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2025-12-26T20:30:14.244839] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2025-12-26T20:30:14.245681] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2025-12-26T20:30:14.245735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:14.245769] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:14.245796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:14.245856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:14.304971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:14.305827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:14.305911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:14.305945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:14.425702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:14.425851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:14.425893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:14.425921] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:14.429300] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: DOWN (p=16.73%)
[2025-12-26T20:30:14.429566] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2025-12-26T20:30:14.429707] [INFO ] [sig       ] QQQJ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:14.571632] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/QQQJ.txt
[2025-12-26T20:30:14.571794] [INFO ] [sig       ] [2632/3548] Completed QQQJ in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-26T20:30:14.571835] [INFO ] [sig       ] [2633/3548] Forecasting QQQM...
[2025-12-26T20:30:14.571864] [INFO ] [sig       ] Generating forecast for: QQQM
[2025-12-26T20:30:14.571896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2025-12-26T20:30:14.584213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2025-12-26T20:30:14.584623] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2025-12-26T20:30:14.585445] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2025-12-26T20:30:14.585497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:14.585529] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:14.585556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:14.585632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:14.644337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:14.645178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:14.645265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:14.645297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:14.764827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:14.764981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:14.765024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:14.765053] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:14.768503] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: UP (p=96.52%)
[2025-12-26T20:30:14.768998] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2025-12-26T20:30:14.769174] [INFO ] [sig       ] QQQM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:14.914984] [INFO ] [LOCAL     ] Saved forecast: QQQM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/QQQM.txt
[2025-12-26T20:30:14.915124] [INFO ] [sig       ] [2633/3548] Completed QQQM in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-26T20:30:14.915162] [INFO ] [sig       ] [2634/3548] Forecasting QQQX...
[2025-12-26T20:30:14.915190] [INFO ] [sig       ] Generating forecast for: QQQX
[2025-12-26T20:30:14.915222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2025-12-26T20:30:14.926368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2025-12-26T20:30:14.926787] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2025-12-26T20:30:14.927613] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2025-12-26T20:30:14.927665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:14.927699] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:14.927727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:14.927786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:14.986350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:14.987212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:14.987298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:14.987332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:15.105213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:15.105371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:15.105413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:15.105477] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:15.109067] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: UP (p=68.84%)
[2025-12-26T20:30:15.109380] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2025-12-26T20:30:15.109520] [INFO ] [sig       ] QQQX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:15.256514] [INFO ] [LOCAL     ] Saved forecast: QQQX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/QQQX.txt
[2025-12-26T20:30:15.256693] [INFO ] [sig       ] [2634/3548] Completed QQQX in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-26T20:30:15.256735] [INFO ] [sig       ] [2635/3548] Forecasting QQQY...
[2025-12-26T20:30:15.256766] [INFO ] [sig       ] Generating forecast for: QQQY
[2025-12-26T20:30:15.256797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'.
[2025-12-26T20:30:15.267927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQY'.
[2025-12-26T20:30:15.268286] [INFO ] [FORECASTER] Starting predict_future for QQQY
[2025-12-26T20:30:15.269135] [DEBUG] [LOCAL     ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt
[2025-12-26T20:30:15.269188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:15.269220] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:15.269246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:15.269304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:15.327709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:15.328597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:15.328688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:15.328723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:15.445834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:15.445983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:15.446042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:15.446073] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:15.449447] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2025-12-26T20:30:15.449746] [INFO ] [FORECASTER] Completed predict_future for QQQY
[2025-12-26T20:30:15.449870] [INFO ] [sig       ] QQQY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:15.602270] [INFO ] [LOCAL     ] Saved forecast: QQQY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/QQQY.txt
[2025-12-26T20:30:15.602421] [INFO ] [sig       ] [2635/3548] Completed QQQY in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-26T20:30:15.602460] [INFO ] [sig       ] [2636/3548] Forecasting QRHC...
[2025-12-26T20:30:15.602495] [INFO ] [sig       ] Generating forecast for: QRHC
[2025-12-26T20:30:15.602524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2025-12-26T20:30:15.613259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2025-12-26T20:30:15.613605] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2025-12-26T20:30:15.614377] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2025-12-26T20:30:15.614428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:15.614459] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:15.614486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:15.614543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:15.674559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:15.675430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:15.675519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:15.675552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:15.796591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:15.796741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:15.796785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:15.796815] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:15.800301] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: UP (p=87.89%)
[2025-12-26T20:30:15.800597] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2025-12-26T20:30:15.800721] [INFO ] [sig       ] QRHC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:15.943484] [INFO ] [LOCAL     ] Saved forecast: QRHC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/QRHC.txt
[2025-12-26T20:30:15.943659] [INFO ] [sig       ] [2636/3548] Completed QRHC in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-26T20:30:15.943702] [INFO ] [sig       ] [2637/3548] Forecasting QRVO...
[2025-12-26T20:30:15.943732] [INFO ] [sig       ] Generating forecast for: QRVO
[2025-12-26T20:30:15.943762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2025-12-26T20:30:15.957880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2025-12-26T20:30:15.958243] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2025-12-26T20:30:15.959184] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2025-12-26T20:30:15.959243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:15.959277] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:15.959305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:15.959365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:16.020294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:16.021161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:16.021247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:16.021281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:16.141312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:16.141463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:16.141506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:16.141538] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:16.144941] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: UP (p=73.36%)
[2025-12-26T20:30:16.145235] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2025-12-26T20:30:16.145364] [INFO ] [sig       ] QRVO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:16.287988] [INFO ] [LOCAL     ] Saved forecast: QRVO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/QRVO.txt
[2025-12-26T20:30:16.288143] [INFO ] [sig       ] [2637/3548] Completed QRVO in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-26T20:30:16.288183] [INFO ] [sig       ] [2638/3548] Forecasting QS...
[2025-12-26T20:30:16.288212] [INFO ] [sig       ] Generating forecast for: QS
[2025-12-26T20:30:16.288243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-12-26T20:30:16.302212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2025-12-26T20:30:16.302613] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-12-26T20:30:16.303659] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-12-26T20:30:16.303724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:16.303771] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:16.303815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:16.303905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:16.366480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:16.367367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:16.367451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:16.367486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:16.489563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:16.489738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:16.489781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:16.489809] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:16.493205] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: DOWN (p=16.22%)
[2025-12-26T20:30:16.493489] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-12-26T20:30:16.493635] [INFO ] [sig       ] QS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:16.637815] [INFO ] [LOCAL     ] Saved forecast: QS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/QS.txt
[2025-12-26T20:30:16.637974] [INFO ] [sig       ] [2638/3548] Completed QS in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-26T20:30:16.638014] [INFO ] [sig       ] [2639/3548] Forecasting QSI...
[2025-12-26T20:30:16.638045] [INFO ] [sig       ] Generating forecast for: QSI
[2025-12-26T20:30:16.638073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'.
[2025-12-26T20:30:16.649427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QSI'.
[2025-12-26T20:30:16.649839] [INFO ] [FORECASTER] Starting predict_future for QSI
[2025-12-26T20:30:16.650641] [DEBUG] [LOCAL     ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt
[2025-12-26T20:30:16.650693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:16.650740] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:16.650768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:16.650824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:16.710939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:16.711882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:16.711966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:16.711998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:16.831617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:16.831773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:16.831815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:16.831843] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:16.835254] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-12-26T20:30:16.835545] [INFO ] [FORECASTER] Completed predict_future for QSI
[2025-12-26T20:30:16.835693] [INFO ] [sig       ] QSI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:16.978692] [INFO ] [LOCAL     ] Saved forecast: QSI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/QSI.txt
[2025-12-26T20:30:16.978844] [INFO ] [sig       ] [2639/3548] Completed QSI in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-26T20:30:16.978906] [INFO ] [sig       ] [2640/3548] Forecasting QTEC...
[2025-12-26T20:30:16.978939] [INFO ] [sig       ] Generating forecast for: QTEC
[2025-12-26T20:30:16.978970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2025-12-26T20:30:16.990242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2025-12-26T20:30:16.990563] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2025-12-26T20:30:16.991344] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2025-12-26T20:30:16.991395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:16.991426] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:16.991452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:16.991509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:17.048252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:17.049170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:17.049257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:17.049289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:17.168632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:17.168785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:17.168826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:17.168856] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:17.172215] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: DOWN (p=44.22%)
[2025-12-26T20:30:17.172484] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2025-12-26T20:30:17.172627] [INFO ] [sig       ] QTEC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:17.314243] [INFO ] [LOCAL     ] Saved forecast: QTEC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/QTEC.txt
[2025-12-26T20:30:17.314400] [INFO ] [sig       ] [2640/3548] Completed QTEC in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-26T20:30:17.314439] [INFO ] [sig       ] [2641/3548] Forecasting QTRX...
[2025-12-26T20:30:17.314468] [INFO ] [sig       ] Generating forecast for: QTRX
[2025-12-26T20:30:17.314499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2025-12-26T20:30:17.329388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2025-12-26T20:30:17.329938] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2025-12-26T20:30:17.330967] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2025-12-26T20:30:17.331033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:17.331070] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:17.331102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:17.331181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:17.396245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:17.397164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:17.397282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:17.397315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:17.522082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:17.522236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:17.522280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:17.522309] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:17.525847] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: UP (p=72.37%)
[2025-12-26T20:30:17.526171] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2025-12-26T20:30:17.526309] [INFO ] [sig       ] QTRX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:17.670964] [INFO ] [LOCAL     ] Saved forecast: QTRX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/QTRX.txt
[2025-12-26T20:30:17.671115] [INFO ] [sig       ] [2641/3548] Completed QTRX in 0.4s | 2.89 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-26T20:30:17.671155] [INFO ] [sig       ] [2642/3548] Forecasting QTTB...
[2025-12-26T20:30:17.671185] [INFO ] [sig       ] Generating forecast for: QTTB
[2025-12-26T20:30:17.671215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2025-12-26T20:30:17.683309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2025-12-26T20:30:17.683757] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2025-12-26T20:30:17.684616] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2025-12-26T20:30:17.684672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:17.684704] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:17.684732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:17.684791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:17.743365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:17.744274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:17.744361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:17.744394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:17.866300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:17.866501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:17.866554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:17.866613] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:17.870314] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: DOWN (p=26.31%)
[2025-12-26T20:30:17.870654] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2025-12-26T20:30:17.870794] [INFO ] [sig       ] QTTB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:18.020884] [INFO ] [LOCAL     ] Saved forecast: QTTB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/QTTB.txt
[2025-12-26T20:30:18.021044] [INFO ] [sig       ] [2642/3548] Completed QTTB in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-26T20:30:18.021086] [INFO ] [sig       ] [2643/3548] Forecasting QTUM...
[2025-12-26T20:30:18.021138] [INFO ] [sig       ] Generating forecast for: QTUM
[2025-12-26T20:30:18.021172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2025-12-26T20:30:18.032708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2025-12-26T20:30:18.033080] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2025-12-26T20:30:18.033919] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2025-12-26T20:30:18.033973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:18.034005] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:18.034031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:18.034089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:18.096747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:18.097475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:18.097559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:18.097612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:18.215754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:18.215906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:18.215948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:18.215977] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:18.219355] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: UP (p=61.84%)
[2025-12-26T20:30:18.219654] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2025-12-26T20:30:18.219779] [INFO ] [sig       ] QTUM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:18.360842] [INFO ] [LOCAL     ] Saved forecast: QTUM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/QTUM.txt
[2025-12-26T20:30:18.360970] [INFO ] [sig       ] [2643/3548] Completed QTUM in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-26T20:30:18.361009] [INFO ] [sig       ] [2644/3548] Forecasting QTWO...
[2025-12-26T20:30:18.361038] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-12-26T20:30:18.361068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-12-26T20:30:18.372032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2025-12-26T20:30:18.372406] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-12-26T20:30:18.373212] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-12-26T20:30:18.373264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:18.373295] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:18.373322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:18.373384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:18.431687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:18.432363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:18.432442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:18.432474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:18.555470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:18.555637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:18.555679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:18.555708] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:18.559067] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: DOWN (p=36.74%)
[2025-12-26T20:30:18.559340] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-12-26T20:30:18.559462] [INFO ] [sig       ] QTWO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:18.713405] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/QTWO.txt
[2025-12-26T20:30:18.713561] [INFO ] [sig       ] [2644/3548] Completed QTWO in 0.4s | 2.89 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-26T20:30:18.713618] [INFO ] [sig       ] [2645/3548] Forecasting QUAD...
[2025-12-26T20:30:18.713649] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-12-26T20:30:18.713679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-12-26T20:30:18.724265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2025-12-26T20:30:18.724614] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-12-26T20:30:18.725366] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-12-26T20:30:18.725417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:18.725448] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:18.725475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:18.725536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:18.782297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:18.782974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:18.783050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:18.783081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:18.911802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:18.911963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:18.912013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:18.912049] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:18.915895] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=8.86%)
[2025-12-26T20:30:18.916193] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-12-26T20:30:18.916331] [INFO ] [sig       ] QUAD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:19.061180] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/QUAD.txt
[2025-12-26T20:30:19.061316] [INFO ] [sig       ] [2645/3548] Completed QUAD in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-26T20:30:19.061355] [INFO ] [sig       ] [2646/3548] Forecasting QUIK...
[2025-12-26T20:30:19.061385] [INFO ] [sig       ] Generating forecast for: QUIK
[2025-12-26T20:30:19.061414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2025-12-26T20:30:19.072990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2025-12-26T20:30:19.073361] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2025-12-26T20:30:19.074183] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2025-12-26T20:30:19.074237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:19.074269] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:19.074297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:19.074357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:19.131387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:19.132174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:19.132254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:19.132286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:19.250887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:19.251037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:19.251081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:19.251146] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:19.254497] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: DOWN (p=6.40%)
[2025-12-26T20:30:19.254781] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2025-12-26T20:30:19.254903] [INFO ] [sig       ] QUIK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:19.397817] [INFO ] [LOCAL     ] Saved forecast: QUIK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/QUIK.txt
[2025-12-26T20:30:19.397956] [INFO ] [sig       ] [2646/3548] Completed QUIK in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-26T20:30:19.397997] [INFO ] [sig       ] [2647/3548] Forecasting QURE...
[2025-12-26T20:30:19.398027] [INFO ] [sig       ] Generating forecast for: QURE
[2025-12-26T20:30:19.398057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2025-12-26T20:30:19.408731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2025-12-26T20:30:19.409102] [INFO ] [FORECASTER] Starting predict_future for QURE
[2025-12-26T20:30:19.409908] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2025-12-26T20:30:19.409961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:19.409993] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:19.410022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:19.410080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:19.468070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:19.468980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:19.469063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:19.469098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:19.590086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:19.590223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:19.590266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:19.590295] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:19.593724] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: DOWN (p=20.17%)
[2025-12-26T20:30:19.594005] [INFO ] [FORECASTER] Completed predict_future for QURE
[2025-12-26T20:30:19.594131] [INFO ] [sig       ] QURE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:19.739119] [INFO ] [LOCAL     ] Saved forecast: QURE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/QURE.txt
[2025-12-26T20:30:19.739268] [INFO ] [sig       ] [2647/3548] Completed QURE in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-26T20:30:19.739308] [INFO ] [sig       ] [2648/3548] Forecasting QVAL...
[2025-12-26T20:30:19.739340] [INFO ] [sig       ] Generating forecast for: QVAL
[2025-12-26T20:30:19.739369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2025-12-26T20:30:19.750629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2025-12-26T20:30:19.751049] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2025-12-26T20:30:19.751883] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2025-12-26T20:30:19.751937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:19.751999] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:19.752028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:19.752087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:19.808315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:19.809284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:19.809370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:19.809421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:19.926041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:19.926197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:19.926239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:19.926266] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:19.929685] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: UP (p=72.65%)
[2025-12-26T20:30:19.929964] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2025-12-26T20:30:19.930088] [INFO ] [sig       ] QVAL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:20.069326] [INFO ] [LOCAL     ] Saved forecast: QVAL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/QVAL.txt
[2025-12-26T20:30:20.069490] [INFO ] [sig       ] [2648/3548] Completed QVAL in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-26T20:30:20.069530] [INFO ] [sig       ] [2649/3548] Forecasting QVCC...
[2025-12-26T20:30:20.069561] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-12-26T20:30:20.069615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-12-26T20:30:20.081322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2025-12-26T20:30:20.081773] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-12-26T20:30:20.082620] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-12-26T20:30:20.082673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:20.082704] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:20.082730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:20.082787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:20.139157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:20.140046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:20.140126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:20.140159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:20.255999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:20.256156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:20.256203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:20.256233] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:20.259683] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: DOWN (p=31.39%)
[2025-12-26T20:30:20.259972] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-12-26T20:30:20.260096] [INFO ] [sig       ] QVCC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:20.399830] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/QVCC.txt
[2025-12-26T20:30:20.399992] [INFO ] [sig       ] [2649/3548] Completed QVCC in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-26T20:30:20.400034] [INFO ] [sig       ] [2650/3548] Forecasting QYLD...
[2025-12-26T20:30:20.400061] [INFO ] [sig       ] Generating forecast for: QYLD
[2025-12-26T20:30:20.400092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2025-12-26T20:30:20.411308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2025-12-26T20:30:20.411702] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2025-12-26T20:30:20.412473] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2025-12-26T20:30:20.412525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:20.412557] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:20.412626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:20.412687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:20.468590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:20.469546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:20.469650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:20.469684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:20.585701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:20.585857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:20.585899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:20.585927] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:20.589367] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: UP (p=98.79%)
[2025-12-26T20:30:20.589690] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2025-12-26T20:30:20.589819] [INFO ] [sig       ] QYLD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:20.734557] [INFO ] [LOCAL     ] Saved forecast: QYLD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/QYLD.txt
[2025-12-26T20:30:20.734728] [INFO ] [sig       ] [2650/3548] Completed QYLD in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-26T20:30:20.734768] [INFO ] [sig       ] [2651/3548] Forecasting QYLG...
[2025-12-26T20:30:20.734798] [INFO ] [sig       ] Generating forecast for: QYLG
[2025-12-26T20:30:20.734829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2025-12-26T20:30:20.745865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2025-12-26T20:30:20.746225] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2025-12-26T20:30:20.747009] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2025-12-26T20:30:20.747060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:20.747092] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:20.747119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:20.747181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:20.803529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:20.804429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:20.804518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:20.804550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:20.922189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:20.922339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:20.922382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:20.922443] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:20.925828] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: UP (p=89.10%)
[2025-12-26T20:30:20.926098] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2025-12-26T20:30:20.926220] [INFO ] [sig       ] QYLG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:21.064517] [INFO ] [LOCAL     ] Saved forecast: QYLG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/QYLG.txt
[2025-12-26T20:30:21.064655] [INFO ] [sig       ] [2651/3548] Completed QYLG in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-26T20:30:21.064696] [INFO ] [sig       ] [2652/3548] Forecasting RA...
[2025-12-26T20:30:21.064757] [INFO ] [sig       ] Generating forecast for: RA
[2025-12-26T20:30:21.064787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-12-26T20:30:21.076299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2025-12-26T20:30:21.076718] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-12-26T20:30:21.077534] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-12-26T20:30:21.077602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:21.077635] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:21.077662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:21.077720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:21.136128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:21.137039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:21.137126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:21.137159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:21.256776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:21.256944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:21.256989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:21.257018] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:21.260594] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: UP (p=77.99%)
[2025-12-26T20:30:21.260875] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-12-26T20:30:21.260997] [INFO ] [sig       ] RA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:21.402499] [INFO ] [LOCAL     ] Saved forecast: RA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RA.txt
[2025-12-26T20:30:21.402667] [INFO ] [sig       ] [2652/3548] Completed RA in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-26T20:30:21.402709] [INFO ] [sig       ] [2653/3548] Forecasting RACE...
[2025-12-26T20:30:21.402740] [INFO ] [sig       ] Generating forecast for: RACE
[2025-12-26T20:30:21.402769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-12-26T20:30:21.413944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2025-12-26T20:30:21.414317] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-12-26T20:30:21.415107] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-12-26T20:30:21.415158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:21.415189] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:21.415215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:21.415272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:21.473553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:21.474442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:21.474526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:21.474559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:21.595883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:21.596036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:21.596077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:21.596106] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:21.599476] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: UP (p=86.52%)
[2025-12-26T20:30:21.599767] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-12-26T20:30:21.599890] [INFO ] [sig       ] RACE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:21.741764] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RACE.txt
[2025-12-26T20:30:21.741942] [INFO ] [sig       ] [2653/3548] Completed RACE in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-26T20:30:21.741983] [INFO ] [sig       ] [2654/3548] Forecasting RAIL...
[2025-12-26T20:30:21.742014] [INFO ] [sig       ] Generating forecast for: RAIL
[2025-12-26T20:30:21.742060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2025-12-26T20:30:21.754050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2025-12-26T20:30:21.754449] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2025-12-26T20:30:21.755256] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2025-12-26T20:30:21.755308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:21.755338] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:21.755364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:21.755421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:21.819879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:21.820746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:21.820833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:21.820867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:21.946006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:21.946142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:21.946186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:21.946213] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:21.949743] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: DOWN (p=28.02%)
[2025-12-26T20:30:21.950020] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2025-12-26T20:30:21.950144] [INFO ] [sig       ] RAIL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:22.089492] [INFO ] [LOCAL     ] Saved forecast: RAIL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RAIL.txt
[2025-12-26T20:30:22.089664] [INFO ] [sig       ] [2654/3548] Completed RAIL in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-26T20:30:22.089705] [INFO ] [sig       ] [2655/3548] Forecasting RAMP...
[2025-12-26T20:30:22.089735] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-12-26T20:30:22.089764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-12-26T20:30:22.101083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2025-12-26T20:30:22.101457] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-12-26T20:30:22.102289] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-12-26T20:30:22.102342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:22.102374] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:22.102401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:22.102458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:22.159242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:22.160104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:22.160189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:22.160222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:22.280157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:22.280306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:22.280347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:22.280375] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:22.283771] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: DOWN (p=4.53%)
[2025-12-26T20:30:22.284046] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-12-26T20:30:22.284171] [INFO ] [sig       ] RAMP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:22.428495] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RAMP.txt
[2025-12-26T20:30:22.428715] [INFO ] [sig       ] [2655/3548] Completed RAMP in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-26T20:30:22.428766] [INFO ] [sig       ] [2656/3548] Forecasting RAPP...
[2025-12-26T20:30:22.429020] [INFO ] [sig       ] Generating forecast for: RAPP
[2025-12-26T20:30:22.429073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'.
[2025-12-26T20:30:22.440421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAPP'.
[2025-12-26T20:30:22.440865] [INFO ] [FORECASTER] Starting predict_future for RAPP
[2025-12-26T20:30:22.441739] [DEBUG] [LOCAL     ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt
[2025-12-26T20:30:22.441793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:22.441825] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:22.441852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:22.441911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:22.501491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:22.502367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:22.502451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:22.502485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:22.630710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:22.630869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:22.630912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:22.630940] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:22.634441] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=38.18%)
[2025-12-26T20:30:22.634789] [INFO ] [FORECASTER] Completed predict_future for RAPP
[2025-12-26T20:30:22.634929] [INFO ] [sig       ] RAPP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:22.778537] [INFO ] [LOCAL     ] Saved forecast: RAPP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RAPP.txt
[2025-12-26T20:30:22.778713] [INFO ] [sig       ] [2656/3548] Completed RAPP in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-26T20:30:22.778753] [INFO ] [sig       ] [2657/3548] Forecasting RARE...
[2025-12-26T20:30:22.778782] [INFO ] [sig       ] Generating forecast for: RARE
[2025-12-26T20:30:22.778811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2025-12-26T20:30:22.790856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2025-12-26T20:30:22.791246] [INFO ] [FORECASTER] Starting predict_future for RARE
[2025-12-26T20:30:22.792067] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2025-12-26T20:30:22.792118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:22.792149] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:22.792175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:22.792233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:22.852764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:22.853920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:22.854005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:22.854037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:22.979651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:22.979809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:22.979856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:22.979884] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:22.983412] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: DOWN (p=43.84%)
[2025-12-26T20:30:22.983733] [INFO ] [FORECASTER] Completed predict_future for RARE
[2025-12-26T20:30:22.983864] [INFO ] [sig       ] RARE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:23.125497] [INFO ] [LOCAL     ] Saved forecast: RARE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RARE.txt
[2025-12-26T20:30:23.125659] [INFO ] [sig       ] [2657/3548] Completed RARE in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-26T20:30:23.125700] [INFO ] [sig       ] [2658/3548] Forecasting RAVE...
[2025-12-26T20:30:23.125729] [INFO ] [sig       ] Generating forecast for: RAVE
[2025-12-26T20:30:23.125759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2025-12-26T20:30:23.136093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2025-12-26T20:30:23.136480] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2025-12-26T20:30:23.137314] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2025-12-26T20:30:23.137366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:23.137397] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:23.137423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:23.137481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:23.194983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:23.195693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:23.195803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:23.195837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:23.303530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:23.303697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:23.303740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:23.303770] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:23.307247] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: UP (p=63.80%)
[2025-12-26T20:30:23.307545] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2025-12-26T20:30:23.307709] [INFO ] [sig       ] RAVE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:23.449924] [INFO ] [LOCAL     ] Saved forecast: RAVE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RAVE.txt
[2025-12-26T20:30:23.450080] [INFO ] [sig       ] [2658/3548] Completed RAVE in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-26T20:30:23.450118] [INFO ] [sig       ] [2659/3548] Forecasting RAY...
[2025-12-26T20:30:23.450148] [INFO ] [sig       ] Generating forecast for: RAY
[2025-12-26T20:30:23.450179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2025-12-26T20:30:23.460882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2025-12-26T20:30:23.461274] [INFO ] [FORECASTER] Starting predict_future for RAY
[2025-12-26T20:30:23.462102] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2025-12-26T20:30:23.462155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:23.462186] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:23.462213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:23.462271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:23.519927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:23.520606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:23.520691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:23.520723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:23.635862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:23.636001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:23.636044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:23.636072] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:23.639478] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-12-26T20:30:23.639771] [INFO ] [FORECASTER] Completed predict_future for RAY
[2025-12-26T20:30:23.639898] [INFO ] [sig       ] RAY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:23.779975] [INFO ] [LOCAL     ] Saved forecast: RAY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RAY.txt
[2025-12-26T20:30:23.780124] [INFO ] [sig       ] [2659/3548] Completed RAY in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-26T20:30:23.780164] [INFO ] [sig       ] [2660/3548] Forecasting RBA...
[2025-12-26T20:30:23.780194] [INFO ] [sig       ] Generating forecast for: RBA
[2025-12-26T20:30:23.780224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-12-26T20:30:23.791325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2025-12-26T20:30:23.791691] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-12-26T20:30:23.792499] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-12-26T20:30:23.792554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:23.792619] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:23.792654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:23.792725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:23.849204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:23.850037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:23.850121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:23.850154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:23.969977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:23.970130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:23.970175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:23.970203] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:23.973691] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: DOWN (p=9.76%)
[2025-12-26T20:30:23.973973] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-12-26T20:30:23.974101] [INFO ] [sig       ] RBA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:24.113407] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RBA.txt
[2025-12-26T20:30:24.113541] [INFO ] [sig       ] [2660/3548] Completed RBA in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-26T20:30:24.113598] [INFO ] [sig       ] [2661/3548] Forecasting RBB...
[2025-12-26T20:30:24.113630] [INFO ] [sig       ] Generating forecast for: RBB
[2025-12-26T20:30:24.113660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2025-12-26T20:30:24.125623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2025-12-26T20:30:24.126166] [INFO ] [FORECASTER] Starting predict_future for RBB
[2025-12-26T20:30:24.126967] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2025-12-26T20:30:24.127018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:24.127049] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:24.127075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:24.127158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:24.183535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:24.184209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:24.184286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:24.184318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:24.304832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:24.304973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:24.305014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:24.305043] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:24.308384] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: UP (p=53.45%)
[2025-12-26T20:30:24.308672] [INFO ] [FORECASTER] Completed predict_future for RBB
[2025-12-26T20:30:24.308799] [INFO ] [sig       ] RBB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:24.449125] [INFO ] [LOCAL     ] Saved forecast: RBB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RBB.txt
[2025-12-26T20:30:24.449290] [INFO ] [sig       ] [2661/3548] Completed RBB in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-26T20:30:24.449332] [INFO ] [sig       ] [2662/3548] Forecasting RBBN...
[2025-12-26T20:30:24.449362] [INFO ] [sig       ] Generating forecast for: RBBN
[2025-12-26T20:30:24.449392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'.
[2025-12-26T20:30:24.460291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBBN'.
[2025-12-26T20:30:24.460652] [INFO ] [FORECASTER] Starting predict_future for RBBN
[2025-12-26T20:30:24.461426] [DEBUG] [LOCAL     ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt
[2025-12-26T20:30:24.461477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:24.461509] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:24.461535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:24.461614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:24.519428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:24.520492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:24.520592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:24.520627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:24.640802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:24.641156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:24.641199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:24.641226] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:24.644984] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: UP (p=96.62%)
[2025-12-26T20:30:24.645265] [INFO ] [FORECASTER] Completed predict_future for RBBN
[2025-12-26T20:30:24.645391] [INFO ] [sig       ] RBBN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:24.784992] [INFO ] [LOCAL     ] Saved forecast: RBBN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RBBN.txt
[2025-12-26T20:30:24.785124] [INFO ] [sig       ] [2662/3548] Completed RBBN in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-26T20:30:24.785162] [INFO ] [sig       ] [2663/3548] Forecasting RBC...
[2025-12-26T20:30:24.785192] [INFO ] [sig       ] Generating forecast for: RBC
[2025-12-26T20:30:24.785222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-12-26T20:30:24.796358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2025-12-26T20:30:24.796705] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-12-26T20:30:24.797472] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-12-26T20:30:24.797537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:24.797595] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:24.797627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:24.797684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:24.855893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:24.856645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:24.856724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:24.856754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:24.977856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:24.978007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:24.978237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:24.978266] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:24.981886] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: DOWN (p=37.55%)
[2025-12-26T20:30:24.982159] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-12-26T20:30:24.982280] [INFO ] [sig       ] RBC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:25.122884] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RBC.txt
[2025-12-26T20:30:25.123039] [INFO ] [sig       ] [2663/3548] Completed RBC in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-26T20:30:25.123079] [INFO ] [sig       ] [2664/3548] Forecasting RBCAA...
[2025-12-26T20:30:25.123108] [INFO ] [sig       ] Generating forecast for: RBCAA
[2025-12-26T20:30:25.123137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2025-12-26T20:30:25.135320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2025-12-26T20:30:25.135769] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2025-12-26T20:30:25.137109] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2025-12-26T20:30:25.137164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:25.137197] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:25.137223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:25.137281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:25.201066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:25.201970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:25.202053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:25.202085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:25.318043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:25.318196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:25.318238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:25.318267] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:25.321690] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: DOWN (p=24.46%)
[2025-12-26T20:30:25.321960] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2025-12-26T20:30:25.322081] [INFO ] [sig       ] RBCAA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:25.464792] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RBCAA.txt
[2025-12-26T20:30:25.464951] [INFO ] [sig       ] [2664/3548] Completed RBCAA in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-26T20:30:25.464992] [INFO ] [sig       ] [2665/3548] Forecasting RBLX...
[2025-12-26T20:30:25.465020] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-12-26T20:30:25.465052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-12-26T20:30:25.476483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2025-12-26T20:30:25.476872] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-12-26T20:30:25.477663] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-12-26T20:30:25.477714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:25.477773] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:25.477801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:25.477859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:25.533501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:25.534413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:25.534494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:25.534525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:25.652649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:25.652801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:25.652844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:25.652872] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:25.656231] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: DOWN (p=33.62%)
[2025-12-26T20:30:25.656546] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-12-26T20:30:25.656713] [INFO ] [sig       ] RBLX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:25.796730] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RBLX.txt
[2025-12-26T20:30:25.796890] [INFO ] [sig       ] [2665/3548] Completed RBLX in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-26T20:30:25.796930] [INFO ] [sig       ] [2666/3548] Forecasting RC...
[2025-12-26T20:30:25.796961] [INFO ] [sig       ] Generating forecast for: RC
[2025-12-26T20:30:25.796991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-12-26T20:30:25.808319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2025-12-26T20:30:25.808709] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-12-26T20:30:25.809505] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-12-26T20:30:25.809557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:25.809607] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:25.809635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:25.809692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:25.865929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:25.866789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:25.866869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:25.866901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:25.986313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:25.986468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:25.986512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:25.986540] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:25.990007] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: UP (p=84.89%)
[2025-12-26T20:30:25.990280] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-12-26T20:30:25.990400] [INFO ] [sig       ] RC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:26.131492] [INFO ] [LOCAL     ] Saved forecast: RC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RC.txt
[2025-12-26T20:30:26.131672] [INFO ] [sig       ] [2666/3548] Completed RC in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-26T20:30:26.131720] [INFO ] [sig       ] [2667/3548] Forecasting RCEL...
[2025-12-26T20:30:26.131752] [INFO ] [sig       ] Generating forecast for: RCEL
[2025-12-26T20:30:26.131781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2025-12-26T20:30:26.142858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2025-12-26T20:30:26.143202] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2025-12-26T20:30:26.143985] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2025-12-26T20:30:26.144036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:26.144067] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:26.144093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:26.144157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:26.200071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:26.200921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:26.201003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:26.201034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:26.332994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:26.333154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:26.333197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:26.333227] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:26.336566] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: DOWN (p=42.14%)
[2025-12-26T20:30:26.336862] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2025-12-26T20:30:26.336983] [INFO ] [sig       ] RCEL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:26.478568] [INFO ] [LOCAL     ] Saved forecast: RCEL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RCEL.txt
[2025-12-26T20:30:26.478740] [INFO ] [sig       ] [2667/3548] Completed RCEL in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-26T20:30:26.478780] [INFO ] [sig       ] [2668/3548] Forecasting RCI...
[2025-12-26T20:30:26.478811] [INFO ] [sig       ] Generating forecast for: RCI
[2025-12-26T20:30:26.478842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-12-26T20:30:26.490088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2025-12-26T20:30:26.490443] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-12-26T20:30:26.491248] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-12-26T20:30:26.491300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:26.491332] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:26.491359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:26.491418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:26.548312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:26.549095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:26.549175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:26.549208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:26.668508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:26.668678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:26.668721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:26.668789] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:26.672173] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: UP (p=55.54%)
[2025-12-26T20:30:26.672470] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-12-26T20:30:26.672610] [INFO ] [sig       ] RCI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:26.818018] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RCI.txt
[2025-12-26T20:30:26.818165] [INFO ] [sig       ] [2668/3548] Completed RCI in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-26T20:30:26.818204] [INFO ] [sig       ] [2669/3548] Forecasting RCKY...
[2025-12-26T20:30:26.818234] [INFO ] [sig       ] Generating forecast for: RCKY
[2025-12-26T20:30:26.818263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2025-12-26T20:30:26.829141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2025-12-26T20:30:26.829450] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2025-12-26T20:30:26.830230] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2025-12-26T20:30:26.830281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:26.830312] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:26.830338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:26.830395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:26.890444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:26.891469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:26.891566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:26.891625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:27.020439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:27.020610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:27.020654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:27.020683] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:27.024031] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: DOWN (p=2.10%)
[2025-12-26T20:30:27.024296] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2025-12-26T20:30:27.024416] [INFO ] [sig       ] RCKY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:27.167273] [INFO ] [LOCAL     ] Saved forecast: RCKY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RCKY.txt
[2025-12-26T20:30:27.167421] [INFO ] [sig       ] [2669/3548] Completed RCKY in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-26T20:30:27.167460] [INFO ] [sig       ] [2670/3548] Forecasting RCL...
[2025-12-26T20:30:27.167490] [INFO ] [sig       ] Generating forecast for: RCL
[2025-12-26T20:30:27.167520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-12-26T20:30:27.179544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2025-12-26T20:30:27.179944] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-12-26T20:30:27.180734] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-12-26T20:30:27.180786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:27.180817] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:27.180842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:27.180899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:27.244763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:27.245693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:27.245777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:27.245810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:27.370609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:27.370760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:27.370822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:27.370854] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:27.374205] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: DOWN (p=21.21%)
[2025-12-26T20:30:27.374487] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-12-26T20:30:27.374627] [INFO ] [sig       ] RCL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:27.528191] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RCL.txt
[2025-12-26T20:30:27.528379] [INFO ] [sig       ] [2670/3548] Completed RCL in 0.4s | 2.89 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-26T20:30:27.528432] [INFO ] [sig       ] [2671/3548] Forecasting RCS...
[2025-12-26T20:30:27.528470] [INFO ] [sig       ] Generating forecast for: RCS
[2025-12-26T20:30:27.528508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-12-26T20:30:27.542211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2025-12-26T20:30:27.542683] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-12-26T20:30:27.543566] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-12-26T20:30:27.543645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:27.543677] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:27.543704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:27.543763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:27.602277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:27.603337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:27.603421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:27.603453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:27.722163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:27.722315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:27.722358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:27.722386] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:27.725768] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2025-12-26T20:30:27.726060] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-12-26T20:30:27.726189] [INFO ] [sig       ] RCS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:27.881394] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RCS.txt
[2025-12-26T20:30:27.881557] [INFO ] [sig       ] [2671/3548] Completed RCS in 0.4s | 2.89 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-26T20:30:27.881616] [INFO ] [sig       ] [2672/3548] Forecasting RCUS...
[2025-12-26T20:30:27.881645] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-12-26T20:30:27.881676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-12-26T20:30:27.894438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2025-12-26T20:30:27.894867] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-12-26T20:30:27.895735] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-12-26T20:30:27.895789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:27.895822] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:27.895850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:27.895910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:27.954487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:27.955305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:27.955385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:27.955416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:28.076159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:28.076317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:28.076359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:28.076388] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:28.079856] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: DOWN (p=0.30%)
[2025-12-26T20:30:28.080149] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-12-26T20:30:28.080279] [INFO ] [sig       ] RCUS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:28.221437] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RCUS.txt
[2025-12-26T20:30:28.221591] [INFO ] [sig       ] [2672/3548] Completed RCUS in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-26T20:30:28.221632] [INFO ] [sig       ] [2673/3548] Forecasting RDCM...
[2025-12-26T20:30:28.221661] [INFO ] [sig       ] Generating forecast for: RDCM
[2025-12-26T20:30:28.221692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2025-12-26T20:30:28.234378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2025-12-26T20:30:28.234735] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2025-12-26T20:30:28.235713] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2025-12-26T20:30:28.235764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:28.235796] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:28.235822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:28.235879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:28.294342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:28.295079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:28.295157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:28.295189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:28.420046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:28.420195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:28.420239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:28.420267] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:28.423824] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: DOWN (p=9.71%)
[2025-12-26T20:30:28.424159] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2025-12-26T20:30:28.424296] [INFO ] [sig       ] RDCM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:28.574589] [INFO ] [LOCAL     ] Saved forecast: RDCM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RDCM.txt
[2025-12-26T20:30:28.574757] [INFO ] [sig       ] [2673/3548] Completed RDCM in 0.4s | 2.89 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-26T20:30:28.574796] [INFO ] [sig       ] [2674/3548] Forecasting RDHL...
[2025-12-26T20:30:28.574825] [INFO ] [sig       ] Generating forecast for: RDHL
[2025-12-26T20:30:28.574853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'.
[2025-12-26T20:30:28.585944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDHL'.
[2025-12-26T20:30:28.586471] [INFO ] [FORECASTER] Starting predict_future for RDHL
[2025-12-26T20:30:28.587509] [DEBUG] [LOCAL     ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt
[2025-12-26T20:30:28.587560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:28.587632] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:28.587661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:28.587718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:28.647225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:28.648153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:28.648249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:28.648281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:28.765260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:28.765404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:28.765446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:28.765474] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:28.768809] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: UP (p=50.45%)
[2025-12-26T20:30:28.769097] [INFO ] [FORECASTER] Completed predict_future for RDHL
[2025-12-26T20:30:28.769216] [INFO ] [sig       ] RDHL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:28.910421] [INFO ] [LOCAL     ] Saved forecast: RDHL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RDHL.txt
[2025-12-26T20:30:28.910595] [INFO ] [sig       ] [2674/3548] Completed RDHL in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-26T20:30:28.910639] [INFO ] [sig       ] [2675/3548] Forecasting RDVY...
[2025-12-26T20:30:28.910671] [INFO ] [sig       ] Generating forecast for: RDVY
[2025-12-26T20:30:28.910703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2025-12-26T20:30:28.921755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2025-12-26T20:30:28.922135] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2025-12-26T20:30:28.922940] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2025-12-26T20:30:28.922995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:28.923036] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:28.923071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:28.923130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:28.980352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:28.981250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:28.981376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:28.981432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:29.108520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:29.108689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:29.108732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:29.108761] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:29.112496] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: DOWN (p=19.96%)
[2025-12-26T20:30:29.112784] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2025-12-26T20:30:29.112908] [INFO ] [sig       ] RDVY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:29.259559] [INFO ] [LOCAL     ] Saved forecast: RDVY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RDVY.txt
[2025-12-26T20:30:29.259740] [INFO ] [sig       ] [2675/3548] Completed RDVY in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-26T20:30:29.259781] [INFO ] [sig       ] [2676/3548] Forecasting RDY...
[2025-12-26T20:30:29.259814] [INFO ] [sig       ] Generating forecast for: RDY
[2025-12-26T20:30:29.259850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-12-26T20:30:29.272106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2025-12-26T20:30:29.272542] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-12-26T20:30:29.273373] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-12-26T20:30:29.273427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:29.273459] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:29.273487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:29.273546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:29.332196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:29.333072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:29.333157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:29.333190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:29.464772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:29.464924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:29.464968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:29.464999] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:29.468644] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: DOWN (p=36.15%)
[2025-12-26T20:30:29.468963] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-12-26T20:30:29.469093] [INFO ] [sig       ] RDY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:29.613811] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RDY.txt
[2025-12-26T20:30:29.613986] [INFO ] [sig       ] [2676/3548] Completed RDY in 0.4s | 2.89 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-26T20:30:29.614029] [INFO ] [sig       ] [2677/3548] Forecasting REAL...
[2025-12-26T20:30:29.614059] [INFO ] [sig       ] Generating forecast for: REAL
[2025-12-26T20:30:29.614091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2025-12-26T20:30:29.625323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2025-12-26T20:30:29.625740] [INFO ] [FORECASTER] Starting predict_future for REAL
[2025-12-26T20:30:29.626561] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2025-12-26T20:30:29.626645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:29.626687] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:29.626716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:29.626776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:29.687400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:29.688281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:29.688399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:29.688453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:29.817764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:29.817919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:29.817965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:29.817994] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:29.821449] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: DOWN (p=33.61%)
[2025-12-26T20:30:29.821755] [INFO ] [FORECASTER] Completed predict_future for REAL
[2025-12-26T20:30:29.821888] [INFO ] [sig       ] REAL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:29.965741] [INFO ] [LOCAL     ] Saved forecast: REAL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/REAL.txt
[2025-12-26T20:30:29.965894] [INFO ] [sig       ] [2677/3548] Completed REAL in 0.4s | 2.89 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-26T20:30:29.965940] [INFO ] [sig       ] [2678/3548] Forecasting REAX...
[2025-12-26T20:30:29.965971] [INFO ] [sig       ] Generating forecast for: REAX
[2025-12-26T20:30:29.966001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2025-12-26T20:30:29.977136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2025-12-26T20:30:29.977522] [INFO ] [FORECASTER] Starting predict_future for REAX
[2025-12-26T20:30:29.978370] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2025-12-26T20:30:29.978430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:29.978462] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:29.978490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:29.978551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:30.042983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:30.044092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:30.044181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:30.044214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:30.174115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:30.174271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:30.174316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:30.174348] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:30.177824] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: DOWN (p=44.22%)
[2025-12-26T20:30:30.178108] [INFO ] [FORECASTER] Completed predict_future for REAX
[2025-12-26T20:30:30.178239] [INFO ] [sig       ] REAX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:30.324847] [INFO ] [LOCAL     ] Saved forecast: REAX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/REAX.txt
[2025-12-26T20:30:30.325039] [INFO ] [sig       ] [2678/3548] Completed REAX in 0.4s | 2.89 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-26T20:30:30.325081] [INFO ] [sig       ] [2679/3548] Forecasting REBN...
[2025-12-26T20:30:30.325122] [INFO ] [sig       ] Generating forecast for: REBN
[2025-12-26T20:30:30.325159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2025-12-26T20:30:30.337038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2025-12-26T20:30:30.337466] [INFO ] [FORECASTER] Starting predict_future for REBN
[2025-12-26T20:30:30.338339] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2025-12-26T20:30:30.338404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:30.338439] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:30.338466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:30.338526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:30.400705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:30.401491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:30.401591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:30.401629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:30.538456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:30.538646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:30.538697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:30.538733] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:30.542447] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: UP (p=71.15%)
[2025-12-26T20:30:30.542764] [INFO ] [FORECASTER] Completed predict_future for REBN
[2025-12-26T20:30:30.542913] [INFO ] [sig       ] REBN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:30.689676] [INFO ] [LOCAL     ] Saved forecast: REBN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/REBN.txt
[2025-12-26T20:30:30.689814] [INFO ] [sig       ] [2679/3548] Completed REBN in 0.4s | 2.89 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-26T20:30:30.689853] [INFO ] [sig       ] [2680/3548] Forecasting REFI...
[2025-12-26T20:30:30.689882] [INFO ] [sig       ] Generating forecast for: REFI
[2025-12-26T20:30:30.689912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2025-12-26T20:30:30.701408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2025-12-26T20:30:30.701807] [INFO ] [FORECASTER] Starting predict_future for REFI
[2025-12-26T20:30:30.702590] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2025-12-26T20:30:30.702641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:30.702672] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:30.702698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:30.702755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:30.766071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:30.766918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:30.767004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:30.767037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:30.892008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:30.892162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:30.892206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:30.892235] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:30.895773] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: UP (p=95.73%)
[2025-12-26T20:30:30.896278] [INFO ] [FORECASTER] Completed predict_future for REFI
[2025-12-26T20:30:30.896429] [INFO ] [sig       ] REFI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:31.040729] [INFO ] [LOCAL     ] Saved forecast: REFI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/REFI.txt
[2025-12-26T20:30:31.040878] [INFO ] [sig       ] [2680/3548] Completed REFI in 0.4s | 2.89 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-26T20:30:31.040918] [INFO ] [sig       ] [2681/3548] Forecasting REG...
[2025-12-26T20:30:31.040948] [INFO ] [sig       ] Generating forecast for: REG
[2025-12-26T20:30:31.040977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2025-12-26T20:30:31.053537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2025-12-26T20:30:31.054027] [INFO ] [FORECASTER] Starting predict_future for REG
[2025-12-26T20:30:31.054900] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2025-12-26T20:30:31.054955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:31.054989] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:31.055017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:31.055077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:31.113721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:31.114636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:31.114725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:31.114760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:31.236197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:31.236356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:31.236399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:31.236450] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:31.240822] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: DOWN (p=20.84%)
[2025-12-26T20:30:31.241136] [INFO ] [FORECASTER] Completed predict_future for REG
[2025-12-26T20:30:31.241273] [INFO ] [sig       ] REG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:31.389015] [INFO ] [LOCAL     ] Saved forecast: REG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/REG.txt
[2025-12-26T20:30:31.389171] [INFO ] [sig       ] [2681/3548] Completed REG in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-26T20:30:31.389212] [INFO ] [sig       ] [2682/3548] Forecasting REGN...
[2025-12-26T20:30:31.389242] [INFO ] [sig       ] Generating forecast for: REGN
[2025-12-26T20:30:31.389272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2025-12-26T20:30:31.400489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2025-12-26T20:30:31.400929] [INFO ] [FORECASTER] Starting predict_future for REGN
[2025-12-26T20:30:31.401747] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2025-12-26T20:30:31.401800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:31.401861] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:31.401889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:31.401948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:31.460045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:31.460966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:31.461071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:31.461117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:31.588527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:31.588713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:31.588759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:31.588788] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:31.592629] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: DOWN (p=9.68%)
[2025-12-26T20:30:31.593019] [INFO ] [FORECASTER] Completed predict_future for REGN
[2025-12-26T20:30:31.593176] [INFO ] [sig       ] REGN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:31.760932] [INFO ] [LOCAL     ] Saved forecast: REGN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/REGN.txt
[2025-12-26T20:30:31.761336] [INFO ] [sig       ] [2682/3548] Completed REGN in 0.4s | 2.89 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-26T20:30:31.761396] [INFO ] [sig       ] [2683/3548] Forecasting RELL...
[2025-12-26T20:30:31.761443] [INFO ] [sig       ] Generating forecast for: RELL
[2025-12-26T20:30:31.761492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2025-12-26T20:30:31.778757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2025-12-26T20:30:31.779220] [INFO ] [FORECASTER] Starting predict_future for RELL
[2025-12-26T20:30:31.780059] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2025-12-26T20:30:31.780113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:31.780144] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:31.780170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:31.780227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:31.839138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:31.840047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:31.840157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:31.840194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:31.962166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:31.962324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:31.962368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:31.962398] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:31.965938] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: DOWN (p=9.68%)
[2025-12-26T20:30:31.966222] [INFO ] [FORECASTER] Completed predict_future for RELL
[2025-12-26T20:30:31.966349] [INFO ] [sig       ] RELL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:32.122096] [INFO ] [LOCAL     ] Saved forecast: RELL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RELL.txt
[2025-12-26T20:30:32.122251] [INFO ] [sig       ] [2683/3548] Completed RELL in 0.4s | 2.89 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-26T20:30:32.122290] [INFO ] [sig       ] [2684/3548] Forecasting RELX...
[2025-12-26T20:30:32.122321] [INFO ] [sig       ] Generating forecast for: RELX
[2025-12-26T20:30:32.122352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-12-26T20:30:32.134294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2025-12-26T20:30:32.134741] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-12-26T20:30:32.135562] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-12-26T20:30:32.135640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:32.135673] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:32.135700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:32.135760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:32.195700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:32.196675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:32.196771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:32.196805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:32.323979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:32.324135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:32.324177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:32.324206] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:32.327666] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=45.56%)
[2025-12-26T20:30:32.327955] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-12-26T20:30:32.328088] [INFO ] [sig       ] RELX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:32.471316] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RELX.txt
[2025-12-26T20:30:32.471469] [INFO ] [sig       ] [2684/3548] Completed RELX in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-26T20:30:32.471508] [INFO ] [sig       ] [2685/3548] Forecasting RELY...
[2025-12-26T20:30:32.471539] [INFO ] [sig       ] Generating forecast for: RELY
[2025-12-26T20:30:32.471588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2025-12-26T20:30:32.483668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2025-12-26T20:30:32.484095] [INFO ] [FORECASTER] Starting predict_future for RELY
[2025-12-26T20:30:32.484988] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2025-12-26T20:30:32.485046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:32.485119] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:32.485148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:32.485205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:32.542295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:32.543174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:32.543258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:32.543290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:32.665772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:32.665929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:32.665971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:32.666036] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:32.669512] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2025-12-26T20:30:32.669841] [INFO ] [FORECASTER] Completed predict_future for RELY
[2025-12-26T20:30:32.669981] [INFO ] [sig       ] RELY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:32.811612] [INFO ] [LOCAL     ] Saved forecast: RELY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RELY.txt
[2025-12-26T20:30:32.811771] [INFO ] [sig       ] [2685/3548] Completed RELY in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-26T20:30:32.811812] [INFO ] [sig       ] [2686/3548] Forecasting REPL...
[2025-12-26T20:30:32.811843] [INFO ] [sig       ] Generating forecast for: REPL
[2025-12-26T20:30:32.811873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2025-12-26T20:30:32.823621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2025-12-26T20:30:32.824034] [INFO ] [FORECASTER] Starting predict_future for REPL
[2025-12-26T20:30:32.824836] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2025-12-26T20:30:32.824888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:32.824920] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:32.824947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:32.825004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:32.880771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:32.881683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:32.881769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:32.881802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:33.003940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:33.004102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:33.004148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:33.004176] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:33.007734] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: DOWN (p=10.13%)
[2025-12-26T20:30:33.008067] [INFO ] [FORECASTER] Completed predict_future for REPL
[2025-12-26T20:30:33.008205] [INFO ] [sig       ] REPL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:33.149282] [INFO ] [LOCAL     ] Saved forecast: REPL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/REPL.txt
[2025-12-26T20:30:33.149442] [INFO ] [sig       ] [2686/3548] Completed REPL in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-26T20:30:33.149482] [INFO ] [sig       ] [2687/3548] Forecasting RERE...
[2025-12-26T20:30:33.149512] [INFO ] [sig       ] Generating forecast for: RERE
[2025-12-26T20:30:33.149541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-12-26T20:30:33.161343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2025-12-26T20:30:33.161802] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-12-26T20:30:33.162799] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-12-26T20:30:33.162851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:33.162882] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:33.162908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:33.162965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:33.220558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:33.221459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:33.221545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:33.221598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:33.343587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:33.343742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:33.343785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:33.343814] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:33.347177] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: UP (p=87.33%)
[2025-12-26T20:30:33.347458] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-12-26T20:30:33.347603] [INFO ] [sig       ] RERE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:33.489653] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RERE.txt
[2025-12-26T20:30:33.489808] [INFO ] [sig       ] [2687/3548] Completed RERE in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-26T20:30:33.489847] [INFO ] [sig       ] [2688/3548] Forecasting RES...
[2025-12-26T20:30:33.489877] [INFO ] [sig       ] Generating forecast for: RES
[2025-12-26T20:30:33.489909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-12-26T20:30:33.501552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2025-12-26T20:30:33.501989] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-12-26T20:30:33.502788] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-12-26T20:30:33.502838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:33.502872] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:33.502907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:33.502986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:33.562020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:33.562887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:33.562967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:33.562999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:33.683660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:33.683807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:33.683849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:33.683877] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:33.687213] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=98.07%)
[2025-12-26T20:30:33.687478] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-12-26T20:30:33.687618] [INFO ] [sig       ] RES: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:33.827128] [INFO ] [LOCAL     ] Saved forecast: RES	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RES.txt
[2025-12-26T20:30:33.827284] [INFO ] [sig       ] [2688/3548] Completed RES in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-26T20:30:33.827323] [INFO ] [sig       ] [2689/3548] Forecasting REVG...
[2025-12-26T20:30:33.827384] [INFO ] [sig       ] Generating forecast for: REVG
[2025-12-26T20:30:33.827416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-12-26T20:30:33.841373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REVG'.
[2025-12-26T20:30:33.841825] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-12-26T20:30:33.842652] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-12-26T20:30:33.842704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:33.842737] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:33.842764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:33.842822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:33.898903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:33.899817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:33.899908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:33.899942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:34.026610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:34.026768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:34.026812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:34.026841] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:34.030233] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: UP (p=58.85%)
[2025-12-26T20:30:34.030504] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-12-26T20:30:34.030645] [INFO ] [sig       ] REVG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:34.168756] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/REVG.txt
[2025-12-26T20:30:34.168867] [INFO ] [sig       ] [2689/3548] Completed REVG in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-26T20:30:34.168922] [INFO ] [sig       ] [2690/3548] Forecasting REX...
[2025-12-26T20:30:34.168958] [INFO ] [sig       ] Generating forecast for: REX
[2025-12-26T20:30:34.168987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-12-26T20:30:34.179417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2025-12-26T20:30:34.179752] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-12-26T20:30:34.180514] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-12-26T20:30:34.180566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:34.180631] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:34.180659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:34.180716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:34.238257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:34.238912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:34.238993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:34.239029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:34.355229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:34.355387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:34.355431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:34.355460] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:34.358837] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: UP (p=90.10%)
[2025-12-26T20:30:34.359142] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-12-26T20:30:34.359267] [INFO ] [sig       ] REX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:34.498008] [INFO ] [LOCAL     ] Saved forecast: REX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/REX.txt
[2025-12-26T20:30:34.498150] [INFO ] [sig       ] [2690/3548] Completed REX in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-26T20:30:34.498188] [INFO ] [sig       ] [2691/3548] Forecasting REYN...
[2025-12-26T20:30:34.498216] [INFO ] [sig       ] Generating forecast for: REYN
[2025-12-26T20:30:34.498245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2025-12-26T20:30:34.509302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2025-12-26T20:30:34.509677] [INFO ] [FORECASTER] Starting predict_future for REYN
[2025-12-26T20:30:34.510444] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2025-12-26T20:30:34.510495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:34.510525] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:34.510550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:34.510639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:34.566226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:34.566901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:34.566981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:34.567012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:34.682593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:34.682746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:34.682788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:34.682816] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:34.686281] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: DOWN (p=1.81%)
[2025-12-26T20:30:34.686562] [INFO ] [FORECASTER] Completed predict_future for REYN
[2025-12-26T20:30:34.686708] [INFO ] [sig       ] REYN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:34.829349] [INFO ] [LOCAL     ] Saved forecast: REYN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/REYN.txt
[2025-12-26T20:30:34.829481] [INFO ] [sig       ] [2691/3548] Completed REYN in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-26T20:30:34.829519] [INFO ] [sig       ] [2692/3548] Forecasting REZI...
[2025-12-26T20:30:34.829548] [INFO ] [sig       ] Generating forecast for: REZI
[2025-12-26T20:30:34.829595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-12-26T20:30:34.842158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2025-12-26T20:30:34.842517] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-12-26T20:30:34.843390] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-12-26T20:30:34.843441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:34.843473] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:34.843500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:34.843593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:34.907902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:34.908902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:34.909042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:34.909076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:35.034654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:35.034812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:35.034853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:35.034900] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:35.038247] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: DOWN (p=4.69%)
[2025-12-26T20:30:35.038514] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-12-26T20:30:35.038657] [INFO ] [sig       ] REZI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:35.180245] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/REZI.txt
[2025-12-26T20:30:35.180381] [INFO ] [sig       ] [2692/3548] Completed REZI in 0.4s | 2.89 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-26T20:30:35.180421] [INFO ] [sig       ] [2693/3548] Forecasting RF...
[2025-12-26T20:30:35.180450] [INFO ] [sig       ] Generating forecast for: RF
[2025-12-26T20:30:35.180479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-12-26T20:30:35.193234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2025-12-26T20:30:35.193626] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-12-26T20:30:35.194388] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-12-26T20:30:35.194439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:35.194469] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:35.194496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:35.194552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:35.251078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:35.251976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:35.252057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:35.252089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:35.373796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:35.373947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:35.373988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:35.374016] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:35.377342] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=6.02%)
[2025-12-26T20:30:35.377639] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-12-26T20:30:35.377766] [INFO ] [sig       ] RF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:35.516319] [INFO ] [LOCAL     ] Saved forecast: RF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RF.txt
[2025-12-26T20:30:35.516449] [INFO ] [sig       ] [2693/3548] Completed RF in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-26T20:30:35.516487] [INFO ] [sig       ] [2694/3548] Forecasting RFI...
[2025-12-26T20:30:35.516516] [INFO ] [sig       ] Generating forecast for: RFI
[2025-12-26T20:30:35.516546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-12-26T20:30:35.529343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2025-12-26T20:30:35.529735] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-12-26T20:30:35.530499] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-12-26T20:30:35.530550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:35.530603] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:35.530632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:35.530689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:35.586424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:35.587123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:35.587202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:35.587233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:35.702021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:35.702176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:35.702219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:35.702248] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:35.705643] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: UP (p=89.47%)
[2025-12-26T20:30:35.705915] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-12-26T20:30:35.706040] [INFO ] [sig       ] RFI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:35.845242] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RFI.txt
[2025-12-26T20:30:35.845370] [INFO ] [sig       ] [2694/3548] Completed RFI in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-26T20:30:35.845409] [INFO ] [sig       ] [2695/3548] Forecasting RFL...
[2025-12-26T20:30:35.845437] [INFO ] [sig       ] Generating forecast for: RFL
[2025-12-26T20:30:35.845467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-12-26T20:30:35.860058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2025-12-26T20:30:35.860752] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-12-26T20:30:35.862317] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-12-26T20:30:35.862382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:35.862417] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:35.862443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:35.862504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:35.925126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:35.926364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:35.926488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:35.926523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:36.049855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:36.050087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:36.050141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:36.050172] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:36.054243] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=48.83%)
[2025-12-26T20:30:36.054557] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-12-26T20:30:36.054717] [INFO ] [sig       ] RFL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:36.202561] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RFL.txt
[2025-12-26T20:30:36.202794] [INFO ] [sig       ] [2695/3548] Completed RFL in 0.4s | 2.89 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-26T20:30:36.202839] [INFO ] [sig       ] [2696/3548] Forecasting RFM...
[2025-12-26T20:30:36.202871] [INFO ] [sig       ] Generating forecast for: RFM
[2025-12-26T20:30:36.202905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-12-26T20:30:36.215849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2025-12-26T20:30:36.216264] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-12-26T20:30:36.217202] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-12-26T20:30:36.217257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:36.217291] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:36.217318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:36.217404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:36.279604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:36.281050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:36.281160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:36.281194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:36.402401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:36.402657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:36.402712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:36.402744] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:36.407300] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: UP (p=69.64%)
[2025-12-26T20:30:36.407775] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-12-26T20:30:36.407942] [INFO ] [sig       ] RFM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:36.562704] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RFM.txt
[2025-12-26T20:30:36.562933] [INFO ] [sig       ] [2696/3548] Completed RFM in 0.4s | 2.89 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-26T20:30:36.562980] [INFO ] [sig       ] [2697/3548] Forecasting RFMZ...
[2025-12-26T20:30:36.563013] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-12-26T20:30:36.563046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-12-26T20:30:36.577669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2025-12-26T20:30:36.578535] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-12-26T20:30:36.579593] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-12-26T20:30:36.579659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:36.579699] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:36.579734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:36.579818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:36.640009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:36.641214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:36.641315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:36.641351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:36.767932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:36.768152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:36.768203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:36.768233] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:36.772183] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: DOWN (p=46.96%)
[2025-12-26T20:30:36.772514] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-12-26T20:30:36.772670] [INFO ] [sig       ] RFMZ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:36.924314] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RFMZ.txt
[2025-12-26T20:30:36.924529] [INFO ] [sig       ] [2697/3548] Completed RFMZ in 0.4s | 2.89 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-26T20:30:36.924591] [INFO ] [sig       ] [2698/3548] Forecasting RGA...
[2025-12-26T20:30:36.924625] [INFO ] [sig       ] Generating forecast for: RGA
[2025-12-26T20:30:36.924661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-12-26T20:30:36.938036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2025-12-26T20:30:36.938615] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-12-26T20:30:36.939661] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-12-26T20:30:36.939743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:36.939779] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:36.939807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:36.939871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:36.999876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:37.001063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:37.001162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:37.001196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:37.148748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:37.149006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:37.149057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:37.149086] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:37.153070] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: DOWN (p=39.64%)
[2025-12-26T20:30:37.153414] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-12-26T20:30:37.153559] [INFO ] [sig       ] RGA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:37.301699] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RGA.txt
[2025-12-26T20:30:37.301908] [INFO ] [sig       ] [2698/3548] Completed RGA in 0.4s | 2.89 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-26T20:30:37.301956] [INFO ] [sig       ] [2699/3548] Forecasting RGCO...
[2025-12-26T20:30:37.301989] [INFO ] [sig       ] Generating forecast for: RGCO
[2025-12-26T20:30:37.302021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2025-12-26T20:30:37.314527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2025-12-26T20:30:37.315097] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2025-12-26T20:30:37.316008] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2025-12-26T20:30:37.316063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:37.316139] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:37.316171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:37.316233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:37.375540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:37.376719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:37.376846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:37.376889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:37.487249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:37.487476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:37.487527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:37.487558] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:37.491509] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: UP (p=70.92%)
[2025-12-26T20:30:37.491829] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2025-12-26T20:30:37.491965] [INFO ] [sig       ] RGCO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:37.642287] [INFO ] [LOCAL     ] Saved forecast: RGCO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RGCO.txt
[2025-12-26T20:30:37.642500] [INFO ] [sig       ] [2699/3548] Completed RGCO in 0.3s | 2.89 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-26T20:30:37.642542] [INFO ] [sig       ] [2700/3548] Forecasting RGEN...
[2025-12-26T20:30:37.642590] [INFO ] [sig       ] Generating forecast for: RGEN
[2025-12-26T20:30:37.642625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2025-12-26T20:30:37.656518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2025-12-26T20:30:37.657136] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2025-12-26T20:30:37.658067] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2025-12-26T20:30:37.658118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:37.658150] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:37.658177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:37.658237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:37.717284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:37.718362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:37.718462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:37.718496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:37.844134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:37.844353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:37.844405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:37.844436] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:37.848355] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: DOWN (p=9.98%)
[2025-12-26T20:30:37.848721] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2025-12-26T20:30:37.848863] [INFO ] [sig       ] RGEN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:38.000329] [INFO ] [LOCAL     ] Saved forecast: RGEN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RGEN.txt
[2025-12-26T20:30:38.000605] [INFO ] [sig       ] [2700/3548] Completed RGEN in 0.4s | 2.89 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-26T20:30:38.000675] [INFO ] [sig       ] [2701/3548] Forecasting RGLD...
[2025-12-26T20:30:38.000713] [INFO ] [sig       ] Generating forecast for: RGLD
[2025-12-26T20:30:38.000747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2025-12-26T20:30:38.014706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2025-12-26T20:30:38.015356] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2025-12-26T20:30:38.016532] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2025-12-26T20:30:38.016611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:38.016649] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:38.016676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:38.016738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:38.078306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:38.079553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:38.079672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:38.079707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:38.207201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:38.207433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:38.207484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:38.207512] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:38.211922] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: DOWN (p=46.60%)
[2025-12-26T20:30:38.212265] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2025-12-26T20:30:38.212629] [INFO ] [sig       ] RGLD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:38.369885] [INFO ] [LOCAL     ] Saved forecast: RGLD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RGLD.txt
[2025-12-26T20:30:38.370174] [INFO ] [sig       ] [2701/3548] Completed RGLD in 0.4s | 2.89 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-26T20:30:38.370222] [INFO ] [sig       ] [2702/3548] Forecasting RGNX...
[2025-12-26T20:30:38.370255] [INFO ] [sig       ] Generating forecast for: RGNX
[2025-12-26T20:30:38.370290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2025-12-26T20:30:38.384837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2025-12-26T20:30:38.385709] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2025-12-26T20:30:38.386942] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2025-12-26T20:30:38.386999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:38.387044] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:38.387078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:38.387141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:38.452817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:38.454019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:38.454119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:38.454158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:38.587788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:38.588013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:38.588061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:38.588127] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:38.591895] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: DOWN (p=5.55%)
[2025-12-26T20:30:38.592178] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2025-12-26T20:30:38.592307] [INFO ] [sig       ] RGNX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:38.734704] [INFO ] [LOCAL     ] Saved forecast: RGNX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RGNX.txt
[2025-12-26T20:30:38.734847] [INFO ] [sig       ] [2702/3548] Completed RGNX in 0.4s | 2.89 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-26T20:30:38.734886] [INFO ] [sig       ] [2703/3548] Forecasting RGP...
[2025-12-26T20:30:38.734915] [INFO ] [sig       ] Generating forecast for: RGP
[2025-12-26T20:30:38.734944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2025-12-26T20:30:38.746314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2025-12-26T20:30:38.746673] [INFO ] [FORECASTER] Starting predict_future for RGP
[2025-12-26T20:30:38.747489] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2025-12-26T20:30:38.747542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:38.747600] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:38.747631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:38.747702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:38.805861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:38.806634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:38.806718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:38.806751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:38.933465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:38.933645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:38.933690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:38.933719] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:38.937146] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: DOWN (p=31.50%)
[2025-12-26T20:30:38.937466] [INFO ] [FORECASTER] Completed predict_future for RGP
[2025-12-26T20:30:38.937614] [INFO ] [sig       ] RGP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:39.080071] [INFO ] [LOCAL     ] Saved forecast: RGP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RGP.txt
[2025-12-26T20:30:39.080225] [INFO ] [sig       ] [2703/3548] Completed RGP in 0.3s | 2.89 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-26T20:30:39.080264] [INFO ] [sig       ] [2704/3548] Forecasting RGS...
[2025-12-26T20:30:39.080295] [INFO ] [sig       ] Generating forecast for: RGS
[2025-12-26T20:30:39.080326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2025-12-26T20:30:39.091364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2025-12-26T20:30:39.091765] [INFO ] [FORECASTER] Starting predict_future for RGS
[2025-12-26T20:30:39.092565] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2025-12-26T20:30:39.092635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:39.092666] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:39.092692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:39.092749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:39.148917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:39.149825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:39.149907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:39.149939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:39.261617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:39.261777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:39.261831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:39.261867] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:39.265304] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: UP (p=98.49%)
[2025-12-26T20:30:39.265601] [INFO ] [FORECASTER] Completed predict_future for RGS
[2025-12-26T20:30:39.265730] [INFO ] [sig       ] RGS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:39.413247] [INFO ] [LOCAL     ] Saved forecast: RGS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RGS.txt
[2025-12-26T20:30:39.413391] [INFO ] [sig       ] [2704/3548] Completed RGS in 0.3s | 2.89 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-26T20:30:39.413437] [INFO ] [sig       ] [2705/3548] Forecasting RGTI...
[2025-12-26T20:30:39.413468] [INFO ] [sig       ] Generating forecast for: RGTI
[2025-12-26T20:30:39.413499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2025-12-26T20:30:39.425008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2025-12-26T20:30:39.425364] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2025-12-26T20:30:39.426206] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2025-12-26T20:30:39.426258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:39.426288] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:39.426314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:39.426387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:39.487027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:39.487949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:39.488043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:39.488076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:39.611851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:39.612019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:39.612103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:39.612135] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:39.615861] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: DOWN (p=26.71%)
[2025-12-26T20:30:39.616180] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2025-12-26T20:30:39.616317] [INFO ] [sig       ] RGTI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:39.766064] [INFO ] [LOCAL     ] Saved forecast: RGTI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RGTI.txt
[2025-12-26T20:30:39.766236] [INFO ] [sig       ] [2705/3548] Completed RGTI in 0.4s | 2.89 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-26T20:30:39.766276] [INFO ] [sig       ] [2706/3548] Forecasting RH...
[2025-12-26T20:30:39.766305] [INFO ] [sig       ] Generating forecast for: RH
[2025-12-26T20:30:39.766335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-12-26T20:30:39.777847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2025-12-26T20:30:39.778231] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-12-26T20:30:39.779065] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-12-26T20:30:39.779118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:39.779150] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:39.779176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:39.779233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:39.838491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:39.839411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:39.839495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:39.839527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:39.966857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:39.967022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:39.967068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:39.967097] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:39.971362] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: UP (p=76.44%)
[2025-12-26T20:30:39.971681] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-12-26T20:30:39.971816] [INFO ] [sig       ] RH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:40.117829] [INFO ] [LOCAL     ] Saved forecast: RH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RH.txt
[2025-12-26T20:30:40.117991] [INFO ] [sig       ] [2706/3548] Completed RH in 0.4s | 2.89 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-26T20:30:40.118031] [INFO ] [sig       ] [2707/3548] Forecasting RHI...
[2025-12-26T20:30:40.118061] [INFO ] [sig       ] Generating forecast for: RHI
[2025-12-26T20:30:40.118090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-12-26T20:30:40.129657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2025-12-26T20:30:40.130027] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-12-26T20:30:40.131033] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-12-26T20:30:40.131086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:40.131117] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:40.131143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:40.131200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:40.191474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:40.192450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:40.192538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:40.192590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:40.319918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:40.320081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:40.320123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:40.320151] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:40.323992] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: UP (p=53.69%)
[2025-12-26T20:30:40.324277] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-12-26T20:30:40.324403] [INFO ] [sig       ] RHI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:40.469997] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RHI.txt
[2025-12-26T20:30:40.470159] [INFO ] [sig       ] [2707/3548] Completed RHI in 0.4s | 2.89 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-26T20:30:40.470198] [INFO ] [sig       ] [2708/3548] Forecasting RHP...
[2025-12-26T20:30:40.470227] [INFO ] [sig       ] Generating forecast for: RHP
[2025-12-26T20:30:40.470258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-12-26T20:30:40.483069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2025-12-26T20:30:40.483698] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-12-26T20:30:40.484718] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-12-26T20:30:40.484769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:40.484801] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:40.484826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:40.484884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:40.548084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:40.549107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:40.549206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:40.549247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:40.671409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:40.671533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:40.671593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:40.671631] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:40.675660] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: DOWN (p=24.27%)
[2025-12-26T20:30:40.675976] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-12-26T20:30:40.676115] [INFO ] [sig       ] RHP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:40.825944] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RHP.txt
[2025-12-26T20:30:40.826146] [INFO ] [sig       ] [2708/3548] Completed RHP in 0.4s | 2.89 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-26T20:30:40.826203] [INFO ] [sig       ] [2709/3548] Forecasting RIG...
[2025-12-26T20:30:40.826249] [INFO ] [sig       ] Generating forecast for: RIG
[2025-12-26T20:30:40.826291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-12-26T20:30:40.839292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2025-12-26T20:30:40.839709] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-12-26T20:30:40.840886] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-12-26T20:30:40.840948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:40.841001] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:40.841031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:40.841091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:40.908594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:40.909535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:40.909648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:40.909723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:41.039681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:41.039836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:41.039878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:41.039906] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:41.043653] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: UP (p=79.92%)
[2025-12-26T20:30:41.043923] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-12-26T20:30:41.044043] [INFO ] [sig       ] RIG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:41.189460] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RIG.txt
[2025-12-26T20:30:41.189629] [INFO ] [sig       ] [2709/3548] Completed RIG in 0.4s | 2.89 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-26T20:30:41.189672] [INFO ] [sig       ] [2710/3548] Forecasting RIGL...
[2025-12-26T20:30:41.189704] [INFO ] [sig       ] Generating forecast for: RIGL
[2025-12-26T20:30:41.189736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2025-12-26T20:30:41.201883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2025-12-26T20:30:41.202210] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2025-12-26T20:30:41.203028] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2025-12-26T20:30:41.203082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:41.203115] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:41.203143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:41.203203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:41.264455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:41.265188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:41.265269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:41.265303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:41.392684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:41.392841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:41.392884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:41.392915] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:41.396421] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: UP (p=60.05%)
[2025-12-26T20:30:41.396735] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2025-12-26T20:30:41.396866] [INFO ] [sig       ] RIGL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:41.540025] [INFO ] [LOCAL     ] Saved forecast: RIGL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RIGL.txt
[2025-12-26T20:30:41.540167] [INFO ] [sig       ] [2710/3548] Completed RIGL in 0.4s | 2.89 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-26T20:30:41.540206] [INFO ] [sig       ] [2711/3548] Forecasting RILY...
[2025-12-26T20:30:41.540235] [INFO ] [sig       ] Generating forecast for: RILY
[2025-12-26T20:30:41.540264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2025-12-26T20:30:41.551279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2025-12-26T20:30:41.551736] [INFO ] [FORECASTER] Starting predict_future for RILY
[2025-12-26T20:30:41.552770] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2025-12-26T20:30:41.552820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:41.552850] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:41.552876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:41.552933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:41.611251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:41.611995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:41.612075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:41.612107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:41.734695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:41.734854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:41.734896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:41.734925] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:41.738495] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: UP (p=67.04%)
[2025-12-26T20:30:41.738796] [INFO ] [FORECASTER] Completed predict_future for RILY
[2025-12-26T20:30:41.738945] [INFO ] [sig       ] RILY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:41.884006] [INFO ] [LOCAL     ] Saved forecast: RILY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RILY.txt
[2025-12-26T20:30:41.884174] [INFO ] [sig       ] [2711/3548] Completed RILY in 0.3s | 2.89 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-26T20:30:41.884222] [INFO ] [sig       ] [2712/3548] Forecasting RILYN...
[2025-12-26T20:30:41.884258] [INFO ] [sig       ] Generating forecast for: RILYN
[2025-12-26T20:30:41.884286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2025-12-26T20:30:41.895145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2025-12-26T20:30:41.895503] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2025-12-26T20:30:41.896289] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2025-12-26T20:30:41.896341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:41.896372] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:41.896399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:41.896457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:41.953996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:41.954882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:41.954963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:41.954995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:42.071216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:42.071597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:42.071643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:42.071672] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:42.075265] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: UP (p=72.87%)
[2025-12-26T20:30:42.075610] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2025-12-26T20:30:42.075749] [INFO ] [sig       ] RILYN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:42.221166] [INFO ] [LOCAL     ] Saved forecast: RILYN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RILYN.txt
[2025-12-26T20:30:42.221346] [INFO ] [sig       ] [2712/3548] Completed RILYN in 0.3s | 2.89 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-26T20:30:42.221389] [INFO ] [sig       ] [2713/3548] Forecasting RILYZ...
[2025-12-26T20:30:42.221442] [INFO ] [sig       ] Generating forecast for: RILYZ
[2025-12-26T20:30:42.221476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2025-12-26T20:30:42.232068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2025-12-26T20:30:42.232404] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2025-12-26T20:30:42.233186] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2025-12-26T20:30:42.233237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:42.233269] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:42.233295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:42.233352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:42.289639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:42.290403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:42.290482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:42.290514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:42.410053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:42.410211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:42.410252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:42.410280] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:42.413870] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: UP (p=88.58%)
[2025-12-26T20:30:42.414220] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2025-12-26T20:30:42.414360] [INFO ] [sig       ] RILYZ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:42.570693] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RILYZ.txt
[2025-12-26T20:30:42.570855] [INFO ] [sig       ] [2713/3548] Completed RILYZ in 0.3s | 2.89 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-26T20:30:42.570896] [INFO ] [sig       ] [2714/3548] Forecasting RIME...
[2025-12-26T20:30:42.570925] [INFO ] [sig       ] Generating forecast for: RIME
[2025-12-26T20:30:42.570956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'.
[2025-12-26T20:30:42.583413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIME'.
[2025-12-26T20:30:42.583901] [INFO ] [FORECASTER] Starting predict_future for RIME
[2025-12-26T20:30:42.584819] [DEBUG] [LOCAL     ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt
[2025-12-26T20:30:42.584880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:42.584913] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:42.584942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:42.585002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:42.644356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:42.645332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:42.645431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:42.645466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:42.778208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:42.778374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:42.778418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:42.778448] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:42.782175] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: DOWN (p=9.60%)
[2025-12-26T20:30:42.782553] [INFO ] [FORECASTER] Completed predict_future for RIME
[2025-12-26T20:30:42.782753] [INFO ] [sig       ] RIME: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:42.934214] [INFO ] [LOCAL     ] Saved forecast: RIME	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RIME.txt
[2025-12-26T20:30:42.934363] [INFO ] [sig       ] [2714/3548] Completed RIME in 0.4s | 2.89 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-26T20:30:42.934408] [INFO ] [sig       ] [2715/3548] Forecasting RING...
[2025-12-26T20:30:42.934444] [INFO ] [sig       ] Generating forecast for: RING
[2025-12-26T20:30:42.934474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2025-12-26T20:30:42.945261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2025-12-26T20:30:42.945607] [INFO ] [FORECASTER] Starting predict_future for RING
[2025-12-26T20:30:42.946413] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2025-12-26T20:30:42.946466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:42.946499] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:42.946527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:42.946605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:43.007081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:43.008060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:43.008143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:43.008175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:43.138504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:43.138898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:43.138947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:43.138978] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:43.142742] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: UP (p=93.25%)
[2025-12-26T20:30:43.143021] [INFO ] [FORECASTER] Completed predict_future for RING
[2025-12-26T20:30:43.143154] [INFO ] [sig       ] RING: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:43.284338] [INFO ] [LOCAL     ] Saved forecast: RING	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RING.txt
[2025-12-26T20:30:43.284497] [INFO ] [sig       ] [2715/3548] Completed RING in 0.4s | 2.89 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-26T20:30:43.284557] [INFO ] [sig       ] [2716/3548] Forecasting RIO...
[2025-12-26T20:30:43.284621] [INFO ] [sig       ] Generating forecast for: RIO
[2025-12-26T20:30:43.284656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-12-26T20:30:43.298390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2025-12-26T20:30:43.298782] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-12-26T20:30:43.299815] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-12-26T20:30:43.299868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:43.299937] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:43.299967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:43.300067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:43.359762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:43.360633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:43.360719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:43.360753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:43.493953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:43.494114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:43.494160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:43.494209] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:43.497840] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: DOWN (p=36.97%)
[2025-12-26T20:30:43.498171] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-12-26T20:30:43.498311] [INFO ] [sig       ] RIO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:43.672248] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RIO.txt
[2025-12-26T20:30:43.672437] [INFO ] [sig       ] [2716/3548] Completed RIO in 0.4s | 2.89 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-26T20:30:43.672478] [INFO ] [sig       ] [2717/3548] Forecasting RITM...
[2025-12-26T20:30:43.672509] [INFO ] [sig       ] Generating forecast for: RITM
[2025-12-26T20:30:43.672564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-12-26T20:30:43.684778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2025-12-26T20:30:43.685192] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-12-26T20:30:43.686062] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-12-26T20:30:43.686115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:43.686148] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:43.686175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:43.686242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:43.747083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:43.747946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:43.748038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:43.748073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:43.870803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:43.870929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:43.870973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:43.871004] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:43.874536] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: UP (p=93.33%)
[2025-12-26T20:30:43.874842] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-12-26T20:30:43.874972] [INFO ] [sig       ] RITM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:44.017343] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RITM.txt
[2025-12-26T20:30:44.017506] [INFO ] [sig       ] [2717/3548] Completed RITM in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-26T20:30:44.017546] [INFO ] [sig       ] [2718/3548] Forecasting RIVN...
[2025-12-26T20:30:44.017593] [INFO ] [sig       ] Generating forecast for: RIVN
[2025-12-26T20:30:44.017627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2025-12-26T20:30:44.029547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2025-12-26T20:30:44.029982] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2025-12-26T20:30:44.031022] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2025-12-26T20:30:44.031075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:44.031109] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:44.031137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:44.031196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:44.089347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:44.090229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:44.090354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:44.090389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:44.216706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:44.216867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:44.216911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:44.216941] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:44.221410] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: UP (p=87.22%)
[2025-12-26T20:30:44.221762] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2025-12-26T20:30:44.221902] [INFO ] [sig       ] RIVN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:44.385622] [INFO ] [LOCAL     ] Saved forecast: RIVN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RIVN.txt
[2025-12-26T20:30:44.385783] [INFO ] [sig       ] [2718/3548] Completed RIVN in 0.4s | 2.89 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-26T20:30:44.385824] [INFO ] [sig       ] [2719/3548] Forecasting RKLB...
[2025-12-26T20:30:44.385856] [INFO ] [sig       ] Generating forecast for: RKLB
[2025-12-26T20:30:44.385887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2025-12-26T20:30:44.397846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2025-12-26T20:30:44.398278] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2025-12-26T20:30:44.399241] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2025-12-26T20:30:44.399301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:44.399335] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:44.399362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:44.399659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:44.464963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:44.466291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:44.466427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:44.466485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:44.606248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:44.606422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:44.606481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:44.606619] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:44.611416] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: DOWN (p=33.87%)
[2025-12-26T20:30:44.611853] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2025-12-26T20:30:44.612022] [INFO ] [sig       ] RKLB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:44.759853] [INFO ] [LOCAL     ] Saved forecast: RKLB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RKLB.txt
[2025-12-26T20:30:44.759994] [INFO ] [sig       ] [2719/3548] Completed RKLB in 0.4s | 2.89 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-26T20:30:44.760033] [INFO ] [sig       ] [2720/3548] Forecasting RL...
[2025-12-26T20:30:44.760063] [INFO ] [sig       ] Generating forecast for: RL
[2025-12-26T20:30:44.760094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-12-26T20:30:44.771432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2025-12-26T20:30:44.771835] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-12-26T20:30:44.773040] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-12-26T20:30:44.773091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:44.773121] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:44.773163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:44.773221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:44.831538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:44.832422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:44.832508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:44.832542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:44.953351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:44.953505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:44.953549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:44.953598] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:44.957027] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=89.52%)
[2025-12-26T20:30:44.957309] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-12-26T20:30:44.957436] [INFO ] [sig       ] RL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:45.100403] [INFO ] [LOCAL     ] Saved forecast: RL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RL.txt
[2025-12-26T20:30:45.100542] [INFO ] [sig       ] [2720/3548] Completed RL in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-26T20:30:45.100600] [INFO ] [sig       ] [2721/3548] Forecasting RLAY...
[2025-12-26T20:30:45.100632] [INFO ] [sig       ] Generating forecast for: RLAY
[2025-12-26T20:30:45.100663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2025-12-26T20:30:45.111987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2025-12-26T20:30:45.112368] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2025-12-26T20:30:45.113243] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2025-12-26T20:30:45.113299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:45.113332] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:45.113359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:45.113419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:45.174371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:45.175529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:45.175644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:45.175680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:45.306390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:45.306547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:45.306609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:45.306642] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:45.310168] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: DOWN (p=36.32%)
[2025-12-26T20:30:45.310475] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2025-12-26T20:30:45.310627] [INFO ] [sig       ] RLAY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:45.455620] [INFO ] [LOCAL     ] Saved forecast: RLAY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RLAY.txt
[2025-12-26T20:30:45.455760] [INFO ] [sig       ] [2721/3548] Completed RLAY in 0.4s | 2.89 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-26T20:30:45.455799] [INFO ] [sig       ] [2722/3548] Forecasting RLI...
[2025-12-26T20:30:45.455828] [INFO ] [sig       ] Generating forecast for: RLI
[2025-12-26T20:30:45.455860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-12-26T20:30:45.466898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2025-12-26T20:30:45.467293] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-12-26T20:30:45.468154] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-12-26T20:30:45.468208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:45.468239] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:45.468267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:45.468326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:45.524724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:45.525514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:45.525612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:45.525646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:45.655984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:45.656156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:45.656210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:45.656248] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:45.660399] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: UP (p=98.65%)
[2025-12-26T20:30:45.660724] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-12-26T20:30:45.660860] [INFO ] [sig       ] RLI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:45.800751] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RLI.txt
[2025-12-26T20:30:45.800886] [INFO ] [sig       ] [2722/3548] Completed RLI in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-26T20:30:45.800924] [INFO ] [sig       ] [2723/3548] Forecasting RLJ...
[2025-12-26T20:30:45.800953] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-12-26T20:30:45.800984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-12-26T20:30:45.811598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2025-12-26T20:30:45.811995] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-12-26T20:30:45.812803] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-12-26T20:30:45.812856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:45.812888] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:45.812916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:45.812979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:45.870426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:45.871263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:45.871343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:45.871376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:45.991989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:45.992134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:45.992176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:45.992205] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:45.995554] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=26.89%)
[2025-12-26T20:30:45.995848] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-12-26T20:30:45.995971] [INFO ] [sig       ] RLJ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:46.140241] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RLJ.txt
[2025-12-26T20:30:46.140395] [INFO ] [sig       ] [2723/3548] Completed RLJ in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-26T20:30:46.140435] [INFO ] [sig       ] [2724/3548] Forecasting RLMD...
[2025-12-26T20:30:46.140464] [INFO ] [sig       ] Generating forecast for: RLMD
[2025-12-26T20:30:46.140500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2025-12-26T20:30:46.155039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2025-12-26T20:30:46.155930] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2025-12-26T20:30:46.157138] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2025-12-26T20:30:46.157194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:46.157228] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:46.157256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:46.157318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:46.221660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:46.222823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:46.222934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:46.222968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:46.351858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:46.352090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:46.352137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:46.352166] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:46.356551] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: UP (p=68.16%)
[2025-12-26T20:30:46.357423] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2025-12-26T20:30:46.357772] [INFO ] [sig       ] RLMD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:46.505600] [INFO ] [LOCAL     ] Saved forecast: RLMD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RLMD.txt
[2025-12-26T20:30:46.505777] [INFO ] [sig       ] [2724/3548] Completed RLMD in 0.4s | 2.89 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-26T20:30:46.505819] [INFO ] [sig       ] [2725/3548] Forecasting RLTY...
[2025-12-26T20:30:46.505852] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-12-26T20:30:46.505883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-12-26T20:30:46.520567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2025-12-26T20:30:46.521014] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-12-26T20:30:46.521886] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-12-26T20:30:46.521942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:46.521975] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:46.522002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:46.522061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:46.582445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:46.583554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:46.583660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:46.583692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:46.718838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:46.719013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:46.719059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:46.719087] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:46.723085] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: DOWN (p=10.80%)
[2025-12-26T20:30:46.723391] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-12-26T20:30:46.723527] [INFO ] [sig       ] RLTY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:46.872110] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RLTY.txt
[2025-12-26T20:30:46.872265] [INFO ] [sig       ] [2725/3548] Completed RLTY in 0.4s | 2.89 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-26T20:30:46.872305] [INFO ] [sig       ] [2726/3548] Forecasting RLX...
[2025-12-26T20:30:46.872334] [INFO ] [sig       ] Generating forecast for: RLX
[2025-12-26T20:30:46.872365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-12-26T20:30:46.884171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2025-12-26T20:30:46.884606] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-12-26T20:30:46.885419] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-12-26T20:30:46.885471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:46.885504] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:46.885532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:46.885609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:46.943785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:46.944731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:46.944860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:46.944894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:47.066413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:47.066602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:47.066656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:47.066687] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:47.070608] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: DOWN (p=13.75%)
[2025-12-26T20:30:47.070898] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-12-26T20:30:47.071028] [INFO ] [sig       ] RLX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:47.213916] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RLX.txt
[2025-12-26T20:30:47.214076] [INFO ] [sig       ] [2726/3548] Completed RLX in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-26T20:30:47.214117] [INFO ] [sig       ] [2727/3548] Forecasting RM...
[2025-12-26T20:30:47.214147] [INFO ] [sig       ] Generating forecast for: RM
[2025-12-26T20:30:47.214177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-12-26T20:30:47.225195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2025-12-26T20:30:47.225621] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-12-26T20:30:47.226454] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-12-26T20:30:47.226507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:47.226539] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:47.226568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:47.226665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:47.283774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:47.284607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:47.284688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:47.284720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:47.405844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:47.406003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:47.406076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:47.406114] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:47.410322] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=52.81%)
[2025-12-26T20:30:47.410688] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-12-26T20:30:47.410836] [INFO ] [sig       ] RM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:47.553129] [INFO ] [LOCAL     ] Saved forecast: RM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RM.txt
[2025-12-26T20:30:47.553288] [INFO ] [sig       ] [2727/3548] Completed RM in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-26T20:30:47.553327] [INFO ] [sig       ] [2728/3548] Forecasting RMAX...
[2025-12-26T20:30:47.553356] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-12-26T20:30:47.553384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-12-26T20:30:47.564706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2025-12-26T20:30:47.565085] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-12-26T20:30:47.565923] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-12-26T20:30:47.565974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:47.566005] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:47.566031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:47.566088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:47.622803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:47.623934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:47.624019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:47.624051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:47.737492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:47.737662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:47.737707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:47.737735] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:47.741156] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: UP (p=85.76%)
[2025-12-26T20:30:47.741447] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-12-26T20:30:47.741590] [INFO ] [sig       ] RMAX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:47.887147] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RMAX.txt
[2025-12-26T20:30:47.887315] [INFO ] [sig       ] [2728/3548] Completed RMAX in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-26T20:30:47.887364] [INFO ] [sig       ] [2729/3548] Forecasting RMBI...
[2025-12-26T20:30:47.887394] [INFO ] [sig       ] Generating forecast for: RMBI
[2025-12-26T20:30:47.887422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2025-12-26T20:30:47.898388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2025-12-26T20:30:47.898764] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2025-12-26T20:30:47.899600] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2025-12-26T20:30:47.899652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:47.899683] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:47.899710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:47.899766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:47.958367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:47.959161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:47.959244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:47.959278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:48.076752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:48.076943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:48.076999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:48.077032] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:48.080636] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: UP (p=97.66%)
[2025-12-26T20:30:48.080921] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2025-12-26T20:30:48.081049] [INFO ] [sig       ] RMBI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:48.235196] [INFO ] [LOCAL     ] Saved forecast: RMBI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RMBI.txt
[2025-12-26T20:30:48.235413] [INFO ] [sig       ] [2729/3548] Completed RMBI in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-26T20:30:48.235459] [INFO ] [sig       ] [2730/3548] Forecasting RMBS...
[2025-12-26T20:30:48.235493] [INFO ] [sig       ] Generating forecast for: RMBS
[2025-12-26T20:30:48.235526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2025-12-26T20:30:48.248565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2025-12-26T20:30:48.249110] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2025-12-26T20:30:48.250144] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2025-12-26T20:30:48.250208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:48.250249] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:48.250287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:48.250368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:48.319617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:48.320656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:48.320765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:48.320802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:48.461007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:48.461198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:48.461260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:48.461300] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:48.466419] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: UP (p=66.84%)
[2025-12-26T20:30:48.466920] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2025-12-26T20:30:48.467118] [INFO ] [sig       ] RMBS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:48.667926] [INFO ] [LOCAL     ] Saved forecast: RMBS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RMBS.txt
[2025-12-26T20:30:48.668135] [INFO ] [sig       ] [2730/3548] Completed RMBS in 0.4s | 2.89 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-26T20:30:48.668181] [INFO ] [sig       ] [2731/3548] Forecasting RMD...
[2025-12-26T20:30:48.668214] [INFO ] [sig       ] Generating forecast for: RMD
[2025-12-26T20:30:48.668251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-12-26T20:30:48.683274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2025-12-26T20:30:48.683855] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-12-26T20:30:48.685070] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-12-26T20:30:48.685142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:48.685180] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:48.685211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:48.685283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:48.770224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:48.771564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:48.771732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:48.771796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:48.948702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:48.948928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:48.948988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:48.949021] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:48.954497] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: UP (p=79.72%)
[2025-12-26T20:30:48.955017] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-12-26T20:30:48.955229] [INFO ] [sig       ] RMD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:49.165034] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RMD.txt
[2025-12-26T20:30:49.165269] [INFO ] [sig       ] [2731/3548] Completed RMD in 0.5s | 2.89 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-26T20:30:49.165338] [INFO ] [sig       ] [2732/3548] Forecasting RMI...
[2025-12-26T20:30:49.165391] [INFO ] [sig       ] Generating forecast for: RMI
[2025-12-26T20:30:49.165450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-12-26T20:30:49.179554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2025-12-26T20:30:49.180082] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-12-26T20:30:49.181158] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-12-26T20:30:49.181220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:49.181258] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:49.181289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:49.181361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:49.267705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:49.269022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:49.269148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:49.269201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:49.428451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:49.428657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:49.428719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:49.428754] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:49.433702] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: UP (p=93.31%)
[2025-12-26T20:30:49.434156] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-12-26T20:30:49.434329] [INFO ] [sig       ] RMI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:49.642780] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RMI.txt
[2025-12-26T20:30:49.642935] [INFO ] [sig       ] [2732/3548] Completed RMI in 0.5s | 2.89 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-26T20:30:49.642976] [INFO ] [sig       ] [2733/3548] Forecasting RMM...
[2025-12-26T20:30:49.643007] [INFO ] [sig       ] Generating forecast for: RMM
[2025-12-26T20:30:49.643038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-12-26T20:30:49.655221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2025-12-26T20:30:49.655654] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-12-26T20:30:49.656495] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-12-26T20:30:49.656621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:49.656706] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:49.656737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:49.656797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:49.716260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:49.717018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:49.717101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:49.717135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:49.843703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:49.843857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:49.843901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:49.843930] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:49.847507] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: UP (p=57.02%)
[2025-12-26T20:30:49.847805] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-12-26T20:30:49.847930] [INFO ] [sig       ] RMM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:50.009389] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RMM.txt
[2025-12-26T20:30:50.009755] [INFO ] [sig       ] [2733/3548] Completed RMM in 0.4s | 2.89 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-26T20:30:50.009798] [INFO ] [sig       ] [2734/3548] Forecasting RMMZ...
[2025-12-26T20:30:50.009827] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-12-26T20:30:50.009857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-12-26T20:30:50.021706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2025-12-26T20:30:50.022072] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-12-26T20:30:50.023006] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-12-26T20:30:50.023057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:50.023087] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:50.023112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:50.023173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:50.079465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:50.080209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:50.080291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:50.080324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:50.195044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:50.195193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:50.195237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:50.195267] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:50.198674] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=90.88%)
[2025-12-26T20:30:50.198987] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-12-26T20:30:50.199120] [INFO ] [sig       ] RMMZ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:50.339396] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RMMZ.txt
[2025-12-26T20:30:50.339534] [INFO ] [sig       ] [2734/3548] Completed RMMZ in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-26T20:30:50.339595] [INFO ] [sig       ] [2735/3548] Forecasting RMNI...
[2025-12-26T20:30:50.339627] [INFO ] [sig       ] Generating forecast for: RMNI
[2025-12-26T20:30:50.339659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2025-12-26T20:30:50.351674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2025-12-26T20:30:50.352142] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2025-12-26T20:30:50.353057] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2025-12-26T20:30:50.353112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:50.353144] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:50.353172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:50.353231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:50.410745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:50.411670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:50.411755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:50.411787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:50.533290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:50.533453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:50.533499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:50.533529] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:50.537183] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: UP (p=79.59%)
[2025-12-26T20:30:50.537488] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2025-12-26T20:30:50.537645] [INFO ] [sig       ] RMNI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:50.688677] [INFO ] [LOCAL     ] Saved forecast: RMNI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RMNI.txt
[2025-12-26T20:30:50.688835] [INFO ] [sig       ] [2735/3548] Completed RMNI in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-26T20:30:50.688875] [INFO ] [sig       ] [2736/3548] Forecasting RNA...
[2025-12-26T20:30:50.688933] [INFO ] [sig       ] Generating forecast for: RNA
[2025-12-26T20:30:50.688966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2025-12-26T20:30:50.700208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2025-12-26T20:30:50.700632] [INFO ] [FORECASTER] Starting predict_future for RNA
[2025-12-26T20:30:50.701475] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2025-12-26T20:30:50.701529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:50.701560] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:50.701610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:50.701671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:50.760774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:50.761702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:50.761787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:50.761821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:50.884840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:50.884957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:50.885002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:50.885061] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:50.888559] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: DOWN (p=10.75%)
[2025-12-26T20:30:50.888910] [INFO ] [FORECASTER] Completed predict_future for RNA
[2025-12-26T20:30:50.889046] [INFO ] [sig       ] RNA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:51.044446] [INFO ] [LOCAL     ] Saved forecast: RNA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RNA.txt
[2025-12-26T20:30:51.044654] [INFO ] [sig       ] [2736/3548] Completed RNA in 0.4s | 2.89 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-26T20:30:51.044729] [INFO ] [sig       ] [2737/3548] Forecasting RNAC...
[2025-12-26T20:30:51.044775] [INFO ] [sig       ] Generating forecast for: RNAC
[2025-12-26T20:30:51.044815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2025-12-26T20:30:51.056712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2025-12-26T20:30:51.057095] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2025-12-26T20:30:51.057998] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2025-12-26T20:30:51.058055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:51.058088] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:51.058115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:51.058173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:51.118744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:51.119609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:51.119693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:51.119727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:51.241752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:51.241907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:51.241962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:51.241994] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:51.245510] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=79.94%)
[2025-12-26T20:30:51.245847] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2025-12-26T20:30:51.245985] [INFO ] [sig       ] RNAC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:51.396502] [INFO ] [LOCAL     ] Saved forecast: RNAC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RNAC.txt
[2025-12-26T20:30:51.396726] [INFO ] [sig       ] [2737/3548] Completed RNAC in 0.4s | 2.89 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-26T20:30:51.396785] [INFO ] [sig       ] [2738/3548] Forecasting RNAZ...
[2025-12-26T20:30:51.396831] [INFO ] [sig       ] Generating forecast for: RNAZ
[2025-12-26T20:30:51.396877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAZ' from 'https://tdm.silogroup.org/data/derivative_storage/RNAZ.csv'.
[2025-12-26T20:30:51.413153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAZ'.
[2025-12-26T20:30:51.413626] [INFO ] [FORECASTER] Starting predict_future for RNAZ
[2025-12-26T20:30:51.414484] [DEBUG] [LOCAL     ] No optimal features file found for RNAZ: ./output/feature-sets/RNAZ.txt
[2025-12-26T20:30:51.414538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:51.414569] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:51.414626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:51.414686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:51.474852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:51.475754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:51.475837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:51.475880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:51.592977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:51.593127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:51.593171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:51.593202] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:51.596716] [DEBUG] [FORECASTER] RNAZ: Forecast T+1@11:T+2@11: UP (p=93.75%)
[2025-12-26T20:30:51.596993] [INFO ] [FORECASTER] Completed predict_future for RNAZ
[2025-12-26T20:30:51.597135] [INFO ] [sig       ] RNAZ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:51.738549] [INFO ] [LOCAL     ] Saved forecast: RNAZ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RNAZ.txt
[2025-12-26T20:30:51.738722] [INFO ] [sig       ] [2738/3548] Completed RNAZ in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-26T20:30:51.738762] [INFO ] [sig       ] [2739/3548] Forecasting RNG...
[2025-12-26T20:30:51.738792] [INFO ] [sig       ] Generating forecast for: RNG
[2025-12-26T20:30:51.738824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-12-26T20:30:51.751044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2025-12-26T20:30:51.751450] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-12-26T20:30:51.752280] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-12-26T20:30:51.752335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:51.752367] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:51.752394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:51.752452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:51.814333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:51.815213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:51.815298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:51.815331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:51.935122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:51.935273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:51.935318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:51.935347] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:51.938800] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: DOWN (p=8.39%)
[2025-12-26T20:30:51.939104] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-12-26T20:30:51.939230] [INFO ] [sig       ] RNG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:52.084499] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RNG.txt
[2025-12-26T20:30:52.084678] [INFO ] [sig       ] [2739/3548] Completed RNG in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-26T20:30:52.084718] [INFO ] [sig       ] [2740/3548] Forecasting RNP...
[2025-12-26T20:30:52.084747] [INFO ] [sig       ] Generating forecast for: RNP
[2025-12-26T20:30:52.084777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-12-26T20:30:52.096183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2025-12-26T20:30:52.096504] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-12-26T20:30:52.097282] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-12-26T20:30:52.097333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:52.097369] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:52.097396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:52.097453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:52.157601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:52.158336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:52.158417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:52.158450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:52.279994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:52.280151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:52.280216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:52.280248] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:52.283938] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=66.33%)
[2025-12-26T20:30:52.284224] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-12-26T20:30:52.284359] [INFO ] [sig       ] RNP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:52.425737] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RNP.txt
[2025-12-26T20:30:52.425886] [INFO ] [sig       ] [2740/3548] Completed RNP in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-26T20:30:52.425926] [INFO ] [sig       ] [2741/3548] Forecasting ROAD...
[2025-12-26T20:30:52.425957] [INFO ] [sig       ] Generating forecast for: ROAD
[2025-12-26T20:30:52.425987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2025-12-26T20:30:52.438068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2025-12-26T20:30:52.438474] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2025-12-26T20:30:52.439313] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2025-12-26T20:30:52.439374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:52.439414] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:52.439443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:52.439501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:52.496706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:52.497539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:52.497641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:52.497676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:52.622565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:52.622735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:52.622777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:52.622804] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:52.626221] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: DOWN (p=14.29%)
[2025-12-26T20:30:52.626499] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2025-12-26T20:30:52.626644] [INFO ] [sig       ] ROAD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:52.767279] [INFO ] [LOCAL     ] Saved forecast: ROAD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ROAD.txt
[2025-12-26T20:30:52.767409] [INFO ] [sig       ] [2741/3548] Completed ROAD in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-26T20:30:52.767448] [INFO ] [sig       ] [2742/3548] Forecasting ROCK...
[2025-12-26T20:30:52.767477] [INFO ] [sig       ] Generating forecast for: ROCK
[2025-12-26T20:30:52.767508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2025-12-26T20:30:52.780497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2025-12-26T20:30:52.780954] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2025-12-26T20:30:52.781815] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2025-12-26T20:30:52.781869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:52.781901] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:52.781927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:52.781984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:52.844322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:52.845255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:52.845384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:52.845418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:52.970715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:52.970886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:52.970931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:52.970959] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:52.974668] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: UP (p=90.78%)
[2025-12-26T20:30:52.974998] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2025-12-26T20:30:52.975132] [INFO ] [sig       ] ROCK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:53.120065] [INFO ] [LOCAL     ] Saved forecast: ROCK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ROCK.txt
[2025-12-26T20:30:53.120208] [INFO ] [sig       ] [2742/3548] Completed ROCK in 0.4s | 2.89 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-26T20:30:53.120248] [INFO ] [sig       ] [2743/3548] Forecasting ROE...
[2025-12-26T20:30:53.120276] [INFO ] [sig       ] Generating forecast for: ROE
[2025-12-26T20:30:53.120305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2025-12-26T20:30:53.131122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2025-12-26T20:30:53.131460] [INFO ] [FORECASTER] Starting predict_future for ROE
[2025-12-26T20:30:53.132258] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2025-12-26T20:30:53.132309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:53.132339] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:53.132366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:53.132426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:53.188290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:53.189104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:53.189233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:53.189265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:53.306601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:53.306756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:53.306799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:53.306828] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:53.310207] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: UP (p=88.31%)
[2025-12-26T20:30:53.310473] [INFO ] [FORECASTER] Completed predict_future for ROE
[2025-12-26T20:30:53.310611] [INFO ] [sig       ] ROE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:53.450095] [INFO ] [LOCAL     ] Saved forecast: ROE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ROE.txt
[2025-12-26T20:30:53.450222] [INFO ] [sig       ] [2743/3548] Completed ROE in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-26T20:30:53.450260] [INFO ] [sig       ] [2744/3548] Forecasting ROP...
[2025-12-26T20:30:53.450290] [INFO ] [sig       ] Generating forecast for: ROP
[2025-12-26T20:30:53.450320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2025-12-26T20:30:53.462111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2025-12-26T20:30:53.462440] [INFO ] [FORECASTER] Starting predict_future for ROP
[2025-12-26T20:30:53.463215] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2025-12-26T20:30:53.463266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:53.463334] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:53.463363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:53.463421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:53.519474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:53.520419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:53.520498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:53.520529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:53.637408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:53.637565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:53.637626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:53.637654] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:53.641024] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: DOWN (p=2.96%)
[2025-12-26T20:30:53.641292] [INFO ] [FORECASTER] Completed predict_future for ROP
[2025-12-26T20:30:53.641415] [INFO ] [sig       ] ROP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:53.779884] [INFO ] [LOCAL     ] Saved forecast: ROP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ROP.txt
[2025-12-26T20:30:53.780042] [INFO ] [sig       ] [2744/3548] Completed ROP in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-26T20:30:53.780081] [INFO ] [sig       ] [2745/3548] Forecasting RPAY...
[2025-12-26T20:30:53.780110] [INFO ] [sig       ] Generating forecast for: RPAY
[2025-12-26T20:30:53.780140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2025-12-26T20:30:53.791207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2025-12-26T20:30:53.791608] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2025-12-26T20:30:53.792379] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2025-12-26T20:30:53.792437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:53.792467] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:53.792493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:53.792551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:53.848787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:53.849680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:53.849761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:53.849794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:53.971746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:53.971905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:53.971956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:53.971985] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:53.975445] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: UP (p=80.76%)
[2025-12-26T20:30:53.975734] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2025-12-26T20:30:53.975856] [INFO ] [sig       ] RPAY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:54.118037] [INFO ] [LOCAL     ] Saved forecast: RPAY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RPAY.txt
[2025-12-26T20:30:54.118197] [INFO ] [sig       ] [2745/3548] Completed RPAY in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-26T20:30:54.118236] [INFO ] [sig       ] [2746/3548] Forecasting RPD...
[2025-12-26T20:30:54.118266] [INFO ] [sig       ] Generating forecast for: RPD
[2025-12-26T20:30:54.118296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2025-12-26T20:30:54.131247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2025-12-26T20:30:54.131718] [INFO ] [FORECASTER] Starting predict_future for RPD
[2025-12-26T20:30:54.132568] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2025-12-26T20:30:54.132642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:54.132675] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:54.132700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:54.132758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:54.195406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:54.196353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:54.196443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:54.196476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:54.318647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:54.318808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:54.318850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:54.318901] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:54.322356] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: UP (p=57.53%)
[2025-12-26T20:30:54.322657] [INFO ] [FORECASTER] Completed predict_future for RPD
[2025-12-26T20:30:54.322785] [INFO ] [sig       ] RPD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:54.465585] [INFO ] [LOCAL     ] Saved forecast: RPD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RPD.txt
[2025-12-26T20:30:54.465786] [INFO ] [sig       ] [2746/3548] Completed RPD in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-26T20:30:54.465828] [INFO ] [sig       ] [2747/3548] Forecasting RPID...
[2025-12-26T20:30:54.465858] [INFO ] [sig       ] Generating forecast for: RPID
[2025-12-26T20:30:54.465887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2025-12-26T20:30:54.477815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2025-12-26T20:30:54.478225] [INFO ] [FORECASTER] Starting predict_future for RPID
[2025-12-26T20:30:54.479122] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2025-12-26T20:30:54.479208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:54.479244] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:54.479270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:54.479328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:54.538188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:54.539114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:54.539203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:54.539234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:54.657567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:54.657744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:54.657789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:54.657817] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:54.661425] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: DOWN (p=36.56%)
[2025-12-26T20:30:54.661747] [INFO ] [FORECASTER] Completed predict_future for RPID
[2025-12-26T20:30:54.661879] [INFO ] [sig       ] RPID: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:54.811975] [INFO ] [LOCAL     ] Saved forecast: RPID	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RPID.txt
[2025-12-26T20:30:54.812131] [INFO ] [sig       ] [2747/3548] Completed RPID in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-26T20:30:54.812171] [INFO ] [sig       ] [2748/3548] Forecasting RPRX...
[2025-12-26T20:30:54.812208] [INFO ] [sig       ] Generating forecast for: RPRX
[2025-12-26T20:30:54.812240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2025-12-26T20:30:54.823428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2025-12-26T20:30:54.823841] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2025-12-26T20:30:54.824640] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2025-12-26T20:30:54.824692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:54.824723] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:54.824749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:54.824806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:54.881152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:54.882066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:54.882150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:54.882182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:55.008238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:55.008403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:55.008455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:55.008490] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:55.012554] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: UP (p=93.26%)
[2025-12-26T20:30:55.012945] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2025-12-26T20:30:55.013095] [INFO ] [sig       ] RPRX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:55.156284] [INFO ] [LOCAL     ] Saved forecast: RPRX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RPRX.txt
[2025-12-26T20:30:55.156436] [INFO ] [sig       ] [2748/3548] Completed RPRX in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-26T20:30:55.156475] [INFO ] [sig       ] [2749/3548] Forecasting RPTX...
[2025-12-26T20:30:55.156504] [INFO ] [sig       ] Generating forecast for: RPTX
[2025-12-26T20:30:55.156534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'.
[2025-12-26T20:30:55.167982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPTX'.
[2025-12-26T20:30:55.168327] [INFO ] [FORECASTER] Starting predict_future for RPTX
[2025-12-26T20:30:55.169129] [DEBUG] [LOCAL     ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt
[2025-12-26T20:30:55.169181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:55.169212] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:55.169238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:55.169294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:55.226327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:55.227112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:55.227193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:55.227226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:55.359003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:55.359214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:55.359283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:55.359331] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:55.364424] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2025-12-26T20:30:55.364825] [INFO ] [FORECASTER] Completed predict_future for RPTX
[2025-12-26T20:30:55.364998] [INFO ] [sig       ] RPTX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:55.529508] [INFO ] [LOCAL     ] Saved forecast: RPTX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RPTX.txt
[2025-12-26T20:30:55.529657] [INFO ] [sig       ] [2749/3548] Completed RPTX in 0.4s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-26T20:30:55.529698] [INFO ] [sig       ] [2750/3548] Forecasting RQI...
[2025-12-26T20:30:55.529727] [INFO ] [sig       ] Generating forecast for: RQI
[2025-12-26T20:30:55.529758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-12-26T20:30:55.541737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2025-12-26T20:30:55.542079] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-12-26T20:30:55.542865] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-12-26T20:30:55.542916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:55.542975] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:55.543003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:55.543060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:55.600594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:55.601381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:55.601467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:55.601500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:55.723294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:55.723442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:55.723489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:55.723517] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:55.726914] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: DOWN (p=11.62%)
[2025-12-26T20:30:55.727186] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-12-26T20:30:55.727306] [INFO ] [sig       ] RQI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:55.916254] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RQI.txt
[2025-12-26T20:30:55.916388] [INFO ] [sig       ] [2750/3548] Completed RQI in 0.4s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-26T20:30:55.916426] [INFO ] [sig       ] [2751/3548] Forecasting RRBI...
[2025-12-26T20:30:55.916457] [INFO ] [sig       ] Generating forecast for: RRBI
[2025-12-26T20:30:55.916488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2025-12-26T20:30:55.927974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2025-12-26T20:30:55.928292] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2025-12-26T20:30:55.929116] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2025-12-26T20:30:55.929169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:55.929200] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:55.929226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:55.929284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:55.985802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:55.986383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:55.986458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:55.986490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:56.094765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:56.094914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:56.094954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:56.095010] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:56.098393] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: DOWN (p=48.23%)
[2025-12-26T20:30:56.098688] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2025-12-26T20:30:56.098808] [INFO ] [sig       ] RRBI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:56.238129] [INFO ] [LOCAL     ] Saved forecast: RRBI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RRBI.txt
[2025-12-26T20:30:56.238250] [INFO ] [sig       ] [2751/3548] Completed RRBI in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-26T20:30:56.238287] [INFO ] [sig       ] [2752/3548] Forecasting RRC...
[2025-12-26T20:30:56.238317] [INFO ] [sig       ] Generating forecast for: RRC
[2025-12-26T20:30:56.238346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-12-26T20:30:56.250260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2025-12-26T20:30:56.250618] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-12-26T20:30:56.251373] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-12-26T20:30:56.251425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:56.251459] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:56.251487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:56.251543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:56.308337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:56.308980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:56.309056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:56.309089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:56.429756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:56.429907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:56.429949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:56.429977] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:56.433351] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: UP (p=74.89%)
[2025-12-26T20:30:56.433648] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-12-26T20:30:56.433772] [INFO ] [sig       ] RRC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:56.580914] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RRC.txt
[2025-12-26T20:30:56.581102] [INFO ] [sig       ] [2752/3548] Completed RRC in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-26T20:30:56.581162] [INFO ] [sig       ] [2753/3548] Forecasting RRGB...
[2025-12-26T20:30:56.581207] [INFO ] [sig       ] Generating forecast for: RRGB
[2025-12-26T20:30:56.581243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2025-12-26T20:30:56.593926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2025-12-26T20:30:56.594354] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2025-12-26T20:30:56.595212] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2025-12-26T20:30:56.595278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:56.595324] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:56.595365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:56.595430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:56.659634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:56.660443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:56.660537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:56.660619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:56.792964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:56.793127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:56.793173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:56.793241] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:56.797022] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: DOWN (p=37.01%)
[2025-12-26T20:30:56.797329] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2025-12-26T20:30:56.797463] [INFO ] [sig       ] RRGB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:56.957862] [INFO ] [LOCAL     ] Saved forecast: RRGB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RRGB.txt
[2025-12-26T20:30:56.958022] [INFO ] [sig       ] [2753/3548] Completed RRGB in 0.4s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-26T20:30:56.958065] [INFO ] [sig       ] [2754/3548] Forecasting RRX...
[2025-12-26T20:30:56.958093] [INFO ] [sig       ] Generating forecast for: RRX
[2025-12-26T20:30:56.958124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-12-26T20:30:56.972764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2025-12-26T20:30:56.973408] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-12-26T20:30:56.974596] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-12-26T20:30:56.974654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:56.974696] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:56.974723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:56.974783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:57.036212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:57.037401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:57.037506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:57.037539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:57.163675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:57.163909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:57.163956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:57.163987] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:57.168026] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: UP (p=67.13%)
[2025-12-26T20:30:57.168357] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-12-26T20:30:57.168502] [INFO ] [sig       ] RRX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:57.320531] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RRX.txt
[2025-12-26T20:30:57.320810] [INFO ] [sig       ] [2754/3548] Completed RRX in 0.4s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-26T20:30:57.320857] [INFO ] [sig       ] [2755/3548] Forecasting RS...
[2025-12-26T20:30:57.320891] [INFO ] [sig       ] Generating forecast for: RS
[2025-12-26T20:30:57.320923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-12-26T20:30:57.334316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2025-12-26T20:30:57.334924] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-12-26T20:30:57.335972] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-12-26T20:30:57.336027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:57.336059] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:57.336089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:57.336169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:57.393115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:57.393861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:57.393946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:57.393978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:57.522131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:57.522304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:57.522363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:57.522402] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:57.526178] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: UP (p=74.69%)
[2025-12-26T20:30:57.526515] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-12-26T20:30:57.526670] [INFO ] [sig       ] RS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:57.681446] [INFO ] [LOCAL     ] Saved forecast: RS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RS.txt
[2025-12-26T20:30:57.681613] [INFO ] [sig       ] [2755/3548] Completed RS in 0.4s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-26T20:30:57.681657] [INFO ] [sig       ] [2756/3548] Forecasting RSG...
[2025-12-26T20:30:57.681687] [INFO ] [sig       ] Generating forecast for: RSG
[2025-12-26T20:30:57.681718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-12-26T20:30:57.695181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2025-12-26T20:30:57.695612] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-12-26T20:30:57.696457] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-12-26T20:30:57.696515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:57.696557] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:57.696622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:57.696684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:57.761150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:57.762071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:57.762155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:57.762188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:57.888117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:57.888269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:57.888311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:57.888340] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:57.891802] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: UP (p=84.66%)
[2025-12-26T20:30:57.892079] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-12-26T20:30:57.892205] [INFO ] [sig       ] RSG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:58.033445] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RSG.txt
[2025-12-26T20:30:58.033593] [INFO ] [sig       ] [2756/3548] Completed RSG in 0.4s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-26T20:30:58.033634] [INFO ] [sig       ] [2757/3548] Forecasting RSI...
[2025-12-26T20:30:58.033664] [INFO ] [sig       ] Generating forecast for: RSI
[2025-12-26T20:30:58.033692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-12-26T20:30:58.046679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2025-12-26T20:30:58.047044] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-12-26T20:30:58.047898] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-12-26T20:30:58.047999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:58.048033] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:58.048060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:58.048118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:58.105942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:58.106674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:58.106942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:58.106974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:58.231865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:58.232027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:58.232070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:58.232099] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:58.235715] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: DOWN (p=34.68%)
[2025-12-26T20:30:58.236023] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-12-26T20:30:58.236162] [INFO ] [sig       ] RSI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:58.398286] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RSI.txt
[2025-12-26T20:30:58.398429] [INFO ] [sig       ] [2757/3548] Completed RSI in 0.4s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-26T20:30:58.398470] [INFO ] [sig       ] [2758/3548] Forecasting RSKD...
[2025-12-26T20:30:58.398500] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-12-26T20:30:58.398530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-12-26T20:30:58.410503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2025-12-26T20:30:58.410888] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-12-26T20:30:58.411723] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-12-26T20:30:58.411776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:58.411807] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:58.411832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:58.411889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:58.470752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:58.471436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:58.471546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:58.471610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:58.590085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:58.590238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:58.590283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:58.590311] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:58.593871] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: DOWN (p=22.58%)
[2025-12-26T20:30:58.594166] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-12-26T20:30:58.594307] [INFO ] [sig       ] RSKD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:58.747774] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RSKD.txt
[2025-12-26T20:30:58.747914] [INFO ] [sig       ] [2758/3548] Completed RSKD in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-26T20:30:58.747953] [INFO ] [sig       ] [2759/3548] Forecasting RSSS...
[2025-12-26T20:30:58.747982] [INFO ] [sig       ] Generating forecast for: RSSS
[2025-12-26T20:30:58.748011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2025-12-26T20:30:58.760283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2025-12-26T20:30:58.760650] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2025-12-26T20:30:58.761414] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2025-12-26T20:30:58.761467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:58.761499] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:58.761525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:58.761602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:58.817209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:58.817907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:58.817990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:58.818022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:58.944199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:58.944360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:58.944404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:58.944432] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:58.947793] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: DOWN (p=20.93%)
[2025-12-26T20:30:58.948068] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2025-12-26T20:30:58.948193] [INFO ] [sig       ] RSSS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:59.102507] [INFO ] [LOCAL     ] Saved forecast: RSSS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RSSS.txt
[2025-12-26T20:30:59.102666] [INFO ] [sig       ] [2759/3548] Completed RSSS in 0.4s | 2.89 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-26T20:30:59.102708] [INFO ] [sig       ] [2760/3548] Forecasting RTO...
[2025-12-26T20:30:59.102737] [INFO ] [sig       ] Generating forecast for: RTO
[2025-12-26T20:30:59.102767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-12-26T20:30:59.116379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2025-12-26T20:30:59.116752] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-12-26T20:30:59.117604] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-12-26T20:30:59.117660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:59.117692] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:59.117720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:59.117780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:59.179338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:59.180289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:59.180398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:59.180431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:59.306714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:59.306874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:59.306919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:59.306949] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:59.310480] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=21.43%)
[2025-12-26T20:30:59.310788] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-12-26T20:30:59.310921] [INFO ] [sig       ] RTO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:30:59.459395] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RTO.txt
[2025-12-26T20:30:59.459549] [INFO ] [sig       ] [2760/3548] Completed RTO in 0.4s | 2.89 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-26T20:30:59.459609] [INFO ] [sig       ] [2761/3548] Forecasting RUM...
[2025-12-26T20:30:59.459643] [INFO ] [sig       ] Generating forecast for: RUM
[2025-12-26T20:30:59.459679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2025-12-26T20:30:59.472161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2025-12-26T20:30:59.472491] [INFO ] [FORECASTER] Starting predict_future for RUM
[2025-12-26T20:30:59.473276] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2025-12-26T20:30:59.473330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:59.473360] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:59.473386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:59.473444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:59.530614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:59.531462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:59.531544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:59.531600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:30:59.652411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:30:59.652598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:30:59.652643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:30:59.652672] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:30:59.656017] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: UP (p=61.63%)
[2025-12-26T20:30:59.656280] [INFO ] [FORECASTER] Completed predict_future for RUM
[2025-12-26T20:30:59.656402] [INFO ] [sig       ] RUM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:30:59.805838] [INFO ] [LOCAL     ] Saved forecast: RUM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RUM.txt
[2025-12-26T20:30:59.805968] [INFO ] [sig       ] [2761/3548] Completed RUM in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-26T20:30:59.806007] [INFO ] [sig       ] [2762/3548] Forecasting RUN...
[2025-12-26T20:30:59.806037] [INFO ] [sig       ] Generating forecast for: RUN
[2025-12-26T20:30:59.806067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2025-12-26T20:30:59.818148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2025-12-26T20:30:59.818501] [INFO ] [FORECASTER] Starting predict_future for RUN
[2025-12-26T20:30:59.819346] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2025-12-26T20:30:59.819398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:30:59.819429] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:30:59.819455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:30:59.819512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:30:59.879852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:30:59.880680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:30:59.880761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:30:59.880794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:00.003245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:00.003400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:00.003442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:00.003470] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:00.006851] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: UP (p=65.36%)
[2025-12-26T20:31:00.007146] [INFO ] [FORECASTER] Completed predict_future for RUN
[2025-12-26T20:31:00.007272] [INFO ] [sig       ] RUN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:00.183510] [INFO ] [LOCAL     ] Saved forecast: RUN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RUN.txt
[2025-12-26T20:31:00.183749] [INFO ] [sig       ] [2762/3548] Completed RUN in 0.4s | 2.89 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-26T20:31:00.183815] [INFO ] [sig       ] [2763/3548] Forecasting RUNN...
[2025-12-26T20:31:00.183874] [INFO ] [sig       ] Generating forecast for: RUNN
[2025-12-26T20:31:00.183928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2025-12-26T20:31:00.198285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2025-12-26T20:31:00.198745] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2025-12-26T20:31:00.199612] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2025-12-26T20:31:00.199664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:00.199696] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:00.199722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:00.199779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:00.272373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:00.273328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:00.273414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:00.273446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:00.393318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:00.393443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:00.393486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:00.393517] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:00.397176] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: DOWN (p=22.60%)
[2025-12-26T20:31:00.397523] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2025-12-26T20:31:00.397686] [INFO ] [sig       ] RUNN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:00.550624] [INFO ] [LOCAL     ] Saved forecast: RUNN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RUNN.txt
[2025-12-26T20:31:00.550804] [INFO ] [sig       ] [2763/3548] Completed RUNN in 0.4s | 2.89 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-26T20:31:00.550849] [INFO ] [sig       ] [2764/3548] Forecasting RUSHA...
[2025-12-26T20:31:00.550881] [INFO ] [sig       ] Generating forecast for: RUSHA
[2025-12-26T20:31:00.550911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2025-12-26T20:31:00.563006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2025-12-26T20:31:00.563435] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2025-12-26T20:31:00.564269] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2025-12-26T20:31:00.564323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:00.564356] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:00.564383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:00.564442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:00.624804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:00.625670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:00.625754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:00.625788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:00.750730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:00.750854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:00.750913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:00.750944] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:00.754683] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: UP (p=56.39%)
[2025-12-26T20:31:00.754966] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2025-12-26T20:31:00.755292] [INFO ] [sig       ] RUSHA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:00.911245] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RUSHA.txt
[2025-12-26T20:31:00.911395] [INFO ] [sig       ] [2764/3548] Completed RUSHA in 0.4s | 2.89 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-26T20:31:00.911435] [INFO ] [sig       ] [2765/3548] Forecasting RUSHB...
[2025-12-26T20:31:00.911466] [INFO ] [sig       ] Generating forecast for: RUSHB
[2025-12-26T20:31:00.911496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2025-12-26T20:31:00.923553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2025-12-26T20:31:00.924098] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2025-12-26T20:31:00.924899] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2025-12-26T20:31:00.924952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:00.924984] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:00.925012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:00.925071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:00.988711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:00.989593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:00.989676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:00.989708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:01.098258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:01.098419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:01.098462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:01.098490] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:01.101936] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: DOWN (p=21.50%)
[2025-12-26T20:31:01.102208] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2025-12-26T20:31:01.102329] [INFO ] [sig       ] RUSHB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:01.262666] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RUSHB.txt
[2025-12-26T20:31:01.262829] [INFO ] [sig       ] [2765/3548] Completed RUSHB in 0.4s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-26T20:31:01.262870] [INFO ] [sig       ] [2766/3548] Forecasting RVMD...
[2025-12-26T20:31:01.262901] [INFO ] [sig       ] Generating forecast for: RVMD
[2025-12-26T20:31:01.262931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2025-12-26T20:31:01.275568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2025-12-26T20:31:01.276001] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2025-12-26T20:31:01.276843] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2025-12-26T20:31:01.276895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:01.276927] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:01.276954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:01.277010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:01.338124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:01.339051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:01.339133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:01.339166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:01.465054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:01.465214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:01.465257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:01.465287] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:01.468875] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: UP (p=59.61%)
[2025-12-26T20:31:01.469170] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2025-12-26T20:31:01.469295] [INFO ] [sig       ] RVMD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:01.621292] [INFO ] [LOCAL     ] Saved forecast: RVMD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RVMD.txt
[2025-12-26T20:31:01.621480] [INFO ] [sig       ] [2766/3548] Completed RVMD in 0.4s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-26T20:31:01.621541] [INFO ] [sig       ] [2767/3548] Forecasting RVSB...
[2025-12-26T20:31:01.621598] [INFO ] [sig       ] Generating forecast for: RVSB
[2025-12-26T20:31:01.621632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2025-12-26T20:31:01.634460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2025-12-26T20:31:01.634966] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2025-12-26T20:31:01.635901] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2025-12-26T20:31:01.635963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:01.636034] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:01.636064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:01.636146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:01.699464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:01.700382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:01.700476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:01.700510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:01.824763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:01.824926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:01.824974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:01.825004] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:01.828542] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: UP (p=61.17%)
[2025-12-26T20:31:01.828858] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2025-12-26T20:31:01.829015] [INFO ] [sig       ] RVSB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:01.979427] [INFO ] [LOCAL     ] Saved forecast: RVSB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RVSB.txt
[2025-12-26T20:31:01.979609] [INFO ] [sig       ] [2767/3548] Completed RVSB in 0.4s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-26T20:31:01.979653] [INFO ] [sig       ] [2768/3548] Forecasting RVTY...
[2025-12-26T20:31:01.979685] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-12-26T20:31:01.979716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-12-26T20:31:01.992754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2025-12-26T20:31:01.993196] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-12-26T20:31:01.994113] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-12-26T20:31:01.994171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:01.994219] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:01.994247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:01.994308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:02.055087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:02.055996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:02.056085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:02.056119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:02.197143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:02.197334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:02.197380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:02.197409] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:02.201079] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: UP (p=69.74%)
[2025-12-26T20:31:02.201368] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-12-26T20:31:02.201509] [INFO ] [sig       ] RVTY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:02.392929] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RVTY.txt
[2025-12-26T20:31:02.393091] [INFO ] [sig       ] [2768/3548] Completed RVTY in 0.4s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-26T20:31:02.393134] [INFO ] [sig       ] [2769/3548] Forecasting RWAY...
[2025-12-26T20:31:02.393166] [INFO ] [sig       ] Generating forecast for: RWAY
[2025-12-26T20:31:02.393195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2025-12-26T20:31:02.405211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2025-12-26T20:31:02.405654] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2025-12-26T20:31:02.406451] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2025-12-26T20:31:02.406504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:02.406536] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:02.406563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:02.406646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:02.466884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:02.467771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:02.467855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:02.467888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:02.596106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:02.596266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:02.596310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:02.596339] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:02.599985] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: DOWN (p=48.22%)
[2025-12-26T20:31:02.600265] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2025-12-26T20:31:02.600391] [INFO ] [sig       ] RWAY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:02.747243] [INFO ] [LOCAL     ] Saved forecast: RWAY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RWAY.txt
[2025-12-26T20:31:02.747395] [INFO ] [sig       ] [2769/3548] Completed RWAY in 0.4s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-26T20:31:02.747435] [INFO ] [sig       ] [2770/3548] Forecasting RXO...
[2025-12-26T20:31:02.747465] [INFO ] [sig       ] Generating forecast for: RXO
[2025-12-26T20:31:02.747496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-12-26T20:31:02.758933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2025-12-26T20:31:02.759296] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-12-26T20:31:02.760100] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-12-26T20:31:02.760153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:02.760184] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:02.760211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:02.760449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:02.821383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:02.822527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:02.822639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:02.822680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:02.952247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:02.952405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:02.952449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:02.952514] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:02.956033] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: UP (p=70.15%)
[2025-12-26T20:31:02.956310] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-12-26T20:31:02.956435] [INFO ] [sig       ] RXO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:03.098202] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RXO.txt
[2025-12-26T20:31:03.098330] [INFO ] [sig       ] [2770/3548] Completed RXO in 0.4s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-26T20:31:03.098368] [INFO ] [sig       ] [2771/3548] Forecasting RXRX...
[2025-12-26T20:31:03.098398] [INFO ] [sig       ] Generating forecast for: RXRX
[2025-12-26T20:31:03.098428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2025-12-26T20:31:03.109455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2025-12-26T20:31:03.109832] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2025-12-26T20:31:03.110640] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2025-12-26T20:31:03.110693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:03.110723] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:03.110754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:03.110819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:03.168418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:03.169372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:03.169457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:03.169488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:03.291241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:03.291385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:03.291428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:03.291455] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:03.294844] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: UP (p=88.94%)
[2025-12-26T20:31:03.295118] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2025-12-26T20:31:03.295239] [INFO ] [sig       ] RXRX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:03.435196] [INFO ] [LOCAL     ] Saved forecast: RXRX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RXRX.txt
[2025-12-26T20:31:03.435337] [INFO ] [sig       ] [2771/3548] Completed RXRX in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-26T20:31:03.435382] [INFO ] [sig       ] [2772/3548] Forecasting RY...
[2025-12-26T20:31:03.435411] [INFO ] [sig       ] Generating forecast for: RY
[2025-12-26T20:31:03.435440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-12-26T20:31:03.446660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2025-12-26T20:31:03.447055] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-12-26T20:31:03.447897] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-12-26T20:31:03.447948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:03.447979] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:03.448004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:03.448062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:03.506532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:03.507401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:03.507491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:03.507523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:03.630182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:03.630331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:03.630373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:03.630402] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:03.633767] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=51.78%)
[2025-12-26T20:31:03.634036] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-12-26T20:31:03.634157] [INFO ] [sig       ] RY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:03.772824] [INFO ] [LOCAL     ] Saved forecast: RY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RY.txt
[2025-12-26T20:31:03.772957] [INFO ] [sig       ] [2772/3548] Completed RY in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-26T20:31:03.772995] [INFO ] [sig       ] [2773/3548] Forecasting RYAAY...
[2025-12-26T20:31:03.773025] [INFO ] [sig       ] Generating forecast for: RYAAY
[2025-12-26T20:31:03.773055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2025-12-26T20:31:03.783708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2025-12-26T20:31:03.784038] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2025-12-26T20:31:03.784831] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2025-12-26T20:31:03.784883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:03.784913] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:03.784938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:03.784995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:03.841490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:03.842313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:03.842394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:03.842426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:03.974304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:03.974498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:03.974590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:03.974642] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:03.978486] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: UP (p=51.71%)
[2025-12-26T20:31:03.978807] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2025-12-26T20:31:03.978995] [INFO ] [sig       ] RYAAY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:04.132824] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RYAAY.txt
[2025-12-26T20:31:04.132974] [INFO ] [sig       ] [2773/3548] Completed RYAAY in 0.4s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-26T20:31:04.133014] [INFO ] [sig       ] [2774/3548] Forecasting RYAM...
[2025-12-26T20:31:04.133045] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-12-26T20:31:04.133075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-12-26T20:31:04.145616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2025-12-26T20:31:04.145962] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-12-26T20:31:04.146886] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-12-26T20:31:04.146949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:04.146992] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:04.147031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:04.147096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:04.209433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:04.210320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:04.210410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:04.210448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:04.342958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:04.343118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:04.343163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:04.343196] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:04.347117] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: DOWN (p=18.89%)
[2025-12-26T20:31:04.347506] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-12-26T20:31:04.347695] [INFO ] [sig       ] RYAM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:04.494685] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RYAM.txt
[2025-12-26T20:31:04.494847] [INFO ] [sig       ] [2774/3548] Completed RYAM in 0.4s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-26T20:31:04.494888] [INFO ] [sig       ] [2775/3548] Forecasting RYAN...
[2025-12-26T20:31:04.494918] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-12-26T20:31:04.494947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-12-26T20:31:04.506372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2025-12-26T20:31:04.506816] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-12-26T20:31:04.507633] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-12-26T20:31:04.507685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:04.507716] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:04.507743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:04.507801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:04.565330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:04.566211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:04.566305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:04.566338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:04.706034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:04.706247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:04.706355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:04.706414] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:04.711046] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: DOWN (p=6.31%)
[2025-12-26T20:31:04.711378] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-12-26T20:31:04.711522] [INFO ] [sig       ] RYAN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:04.863226] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RYAN.txt
[2025-12-26T20:31:04.863388] [INFO ] [sig       ] [2775/3548] Completed RYAN in 0.4s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-26T20:31:04.863429] [INFO ] [sig       ] [2776/3548] Forecasting RYI...
[2025-12-26T20:31:04.863458] [INFO ] [sig       ] Generating forecast for: RYI
[2025-12-26T20:31:04.863490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-12-26T20:31:04.874212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2025-12-26T20:31:04.874622] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-12-26T20:31:04.875389] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-12-26T20:31:04.875442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:04.875474] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:04.875500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:04.875558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:04.932710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:04.933657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:04.933769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:04.933805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:05.058444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:05.058632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:05.058684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:05.058718] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:05.063217] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: UP (p=55.75%)
[2025-12-26T20:31:05.063525] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-12-26T20:31:05.063681] [INFO ] [sig       ] RYI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:05.215727] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/RYI.txt
[2025-12-26T20:31:05.215906] [INFO ] [sig       ] [2776/3548] Completed RYI in 0.4s | 2.89 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-26T20:31:05.215956] [INFO ] [sig       ] [2777/3548] Forecasting RYN...
[2025-12-26T20:31:05.215989] [INFO ] [sig       ] Generating forecast for: RYN
[2025-12-26T20:31:05.216023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-12-26T20:31:05.227663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2025-12-26T20:31:05.228099] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-12-26T20:31:05.228952] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-12-26T20:31:05.229005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:05.229037] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:05.229064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:05.229122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:05.286530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:05.287403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:05.287528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:05.287562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:05.399540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:05.399701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:05.399750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:05.399785] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:05.403243] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: DOWN (p=40.33%)
[2025-12-26T20:31:05.403512] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-12-26T20:31:05.403651] [INFO ] [sig       ] RYN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:05.543145] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RYN.txt
[2025-12-26T20:31:05.543296] [INFO ] [sig       ] [2777/3548] Completed RYN in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-26T20:31:05.543336] [INFO ] [sig       ] [2778/3548] Forecasting RYTM...
[2025-12-26T20:31:05.543366] [INFO ] [sig       ] Generating forecast for: RYTM
[2025-12-26T20:31:05.543395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2025-12-26T20:31:05.554857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2025-12-26T20:31:05.555173] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2025-12-26T20:31:05.555954] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2025-12-26T20:31:05.556006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:05.556038] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:05.556064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:05.556123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:05.612376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:05.612986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:05.613063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:05.613094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:05.735047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:05.735192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:05.735234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:05.735262] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:05.738588] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: DOWN (p=6.10%)
[2025-12-26T20:31:05.738854] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2025-12-26T20:31:05.739000] [INFO ] [sig       ] RYTM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:05.877931] [INFO ] [LOCAL     ] Saved forecast: RYTM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RYTM.txt
[2025-12-26T20:31:05.878051] [INFO ] [sig       ] [2778/3548] Completed RYTM in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-26T20:31:05.878088] [INFO ] [sig       ] [2779/3548] Forecasting RZB...
[2025-12-26T20:31:05.878117] [INFO ] [sig       ] Generating forecast for: RZB
[2025-12-26T20:31:05.878147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-12-26T20:31:05.889170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2025-12-26T20:31:05.889477] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-12-26T20:31:05.890248] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-12-26T20:31:05.890299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:05.890339] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:05.890367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:05.890424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:05.947222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:05.947996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:05.948078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:05.948109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:06.062740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:06.062861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:06.062903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:06.062932] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:06.066310] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: DOWN (p=44.84%)
[2025-12-26T20:31:06.066597] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-12-26T20:31:06.066726] [INFO ] [sig       ] RZB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:06.206147] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RZB.txt
[2025-12-26T20:31:06.206297] [INFO ] [sig       ] [2779/3548] Completed RZB in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-26T20:31:06.206345] [INFO ] [sig       ] [2780/3548] Forecasting RZC...
[2025-12-26T20:31:06.206380] [INFO ] [sig       ] Generating forecast for: RZC
[2025-12-26T20:31:06.206409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-12-26T20:31:06.217039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2025-12-26T20:31:06.217372] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-12-26T20:31:06.218154] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-12-26T20:31:06.218205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:06.218236] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:06.218262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:06.218320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:06.275004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:06.275728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:06.275806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:06.275837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:06.392503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:06.392663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:06.392709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:06.392739] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:06.396069] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: DOWN (p=5.10%)
[2025-12-26T20:31:06.396336] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-12-26T20:31:06.396456] [INFO ] [sig       ] RZC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:06.536789] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/RZC.txt
[2025-12-26T20:31:06.536931] [INFO ] [sig       ] [2780/3548] Completed RZC in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-26T20:31:06.536971] [INFO ] [sig       ] [2781/3548] Forecasting S...
[2025-12-26T20:31:06.536999] [INFO ] [sig       ] Generating forecast for: S
[2025-12-26T20:31:06.537029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-12-26T20:31:06.547595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2025-12-26T20:31:06.547916] [INFO ] [FORECASTER] Starting predict_future for S
[2025-12-26T20:31:06.548725] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-12-26T20:31:06.548777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:06.548809] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:06.548835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:06.548912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:06.605438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:06.606243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:06.606323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:06.606354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:06.731838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:06.732010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:06.732063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:06.732099] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:06.735665] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: UP (p=89.18%)
[2025-12-26T20:31:06.735984] [INFO ] [FORECASTER] Completed predict_future for S
[2025-12-26T20:31:06.736122] [INFO ] [sig       ] S: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:06.877907] [INFO ] [LOCAL     ] Saved forecast: S	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/S.txt
[2025-12-26T20:31:06.878062] [INFO ] [sig       ] [2781/3548] Completed S in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-26T20:31:06.878102] [INFO ] [sig       ] [2782/3548] Forecasting SA...
[2025-12-26T20:31:06.878132] [INFO ] [sig       ] Generating forecast for: SA
[2025-12-26T20:31:06.878163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-12-26T20:31:06.889130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2025-12-26T20:31:06.889504] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-12-26T20:31:06.890322] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-12-26T20:31:06.890372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:06.890403] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:06.890430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:06.890487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:06.948050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:06.948941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:06.949024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:06.949057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:07.070440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:07.070606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:07.070650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:07.070682] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:07.074042] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=96.44%)
[2025-12-26T20:31:07.074314] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-12-26T20:31:07.074438] [INFO ] [sig       ] SA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:07.216724] [INFO ] [LOCAL     ] Saved forecast: SA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SA.txt
[2025-12-26T20:31:07.216876] [INFO ] [sig       ] [2782/3548] Completed SA in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-26T20:31:07.216917] [INFO ] [sig       ] [2783/3548] Forecasting SAFE...
[2025-12-26T20:31:07.216946] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-12-26T20:31:07.216982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-12-26T20:31:07.228045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2025-12-26T20:31:07.228369] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-12-26T20:31:07.229164] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-12-26T20:31:07.229215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:07.229245] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:07.229270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:07.229327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:07.286932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:07.287753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:07.287834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:07.287865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:07.406626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:07.406784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:07.406833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:07.406863] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:07.410424] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: DOWN (p=10.28%)
[2025-12-26T20:31:07.410745] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-12-26T20:31:07.410875] [INFO ] [sig       ] SAFE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:07.551320] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SAFE.txt
[2025-12-26T20:31:07.551473] [INFO ] [sig       ] [2783/3548] Completed SAFE in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-26T20:31:07.551513] [INFO ] [sig       ] [2784/3548] Forecasting SAH...
[2025-12-26T20:31:07.551544] [INFO ] [sig       ] Generating forecast for: SAH
[2025-12-26T20:31:07.551594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-12-26T20:31:07.562452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2025-12-26T20:31:07.562809] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-12-26T20:31:07.563623] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-12-26T20:31:07.563676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:07.563739] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:07.563769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:07.563829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:07.625928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:07.626600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:07.626680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:07.626714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:07.745077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:07.745218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:07.745260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:07.745288] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:07.748633] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: UP (p=82.66%)
[2025-12-26T20:31:07.748927] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-12-26T20:31:07.749051] [INFO ] [sig       ] SAH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:07.888636] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SAH.txt
[2025-12-26T20:31:07.888795] [INFO ] [sig       ] [2784/3548] Completed SAH in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-26T20:31:07.888836] [INFO ] [sig       ] [2785/3548] Forecasting SAIA...
[2025-12-26T20:31:07.888866] [INFO ] [sig       ] Generating forecast for: SAIA
[2025-12-26T20:31:07.888918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2025-12-26T20:31:07.899337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2025-12-26T20:31:07.899642] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2025-12-26T20:31:07.900405] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2025-12-26T20:31:07.900457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:07.900488] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:07.900515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:07.900588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:07.957342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:07.957954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:07.958029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:07.958061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:08.081588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:08.081717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:08.081764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:08.081792] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:08.085090] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: UP (p=88.93%)
[2025-12-26T20:31:08.085353] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2025-12-26T20:31:08.085474] [INFO ] [sig       ] SAIA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:08.226421] [INFO ] [LOCAL     ] Saved forecast: SAIA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SAIA.txt
[2025-12-26T20:31:08.226530] [INFO ] [sig       ] [2785/3548] Completed SAIA in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-26T20:31:08.226568] [INFO ] [sig       ] [2786/3548] Forecasting SAIC...
[2025-12-26T20:31:08.226616] [INFO ] [sig       ] Generating forecast for: SAIC
[2025-12-26T20:31:08.226645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2025-12-26T20:31:08.237325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2025-12-26T20:31:08.237640] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2025-12-26T20:31:08.238387] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2025-12-26T20:31:08.238438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:08.238468] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:08.238494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:08.238551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:08.295669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:08.296468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:08.296548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:08.296598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:08.417498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:08.417660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:08.417701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:08.417729] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:08.421168] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: DOWN (p=36.00%)
[2025-12-26T20:31:08.421429] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2025-12-26T20:31:08.421547] [INFO ] [sig       ] SAIC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:08.562532] [INFO ] [LOCAL     ] Saved forecast: SAIC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SAIC.txt
[2025-12-26T20:31:08.562671] [INFO ] [sig       ] [2786/3548] Completed SAIC in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-26T20:31:08.562710] [INFO ] [sig       ] [2787/3548] Forecasting SAM...
[2025-12-26T20:31:08.562740] [INFO ] [sig       ] Generating forecast for: SAM
[2025-12-26T20:31:08.562770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-12-26T20:31:08.573743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2025-12-26T20:31:08.574053] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-12-26T20:31:08.574818] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-12-26T20:31:08.574869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:08.574899] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:08.574926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:08.574983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:08.631711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:08.632319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:08.632395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:08.632426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:08.752597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:08.752696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:08.752733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:08.752787] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:08.755970] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: UP (p=85.02%)
[2025-12-26T20:31:08.756240] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-12-26T20:31:08.756361] [INFO ] [sig       ] SAM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:08.897512] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SAM.txt
[2025-12-26T20:31:08.897641] [INFO ] [sig       ] [2787/3548] Completed SAM in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-26T20:31:08.897681] [INFO ] [sig       ] [2788/3548] Forecasting SAMG...
[2025-12-26T20:31:08.897711] [INFO ] [sig       ] Generating forecast for: SAMG
[2025-12-26T20:31:08.897741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2025-12-26T20:31:08.908668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2025-12-26T20:31:08.909016] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2025-12-26T20:31:08.909804] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2025-12-26T20:31:08.909866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:08.909902] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:08.909929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:08.909987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:08.967046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:08.967651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:08.967726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:08.967757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:09.092547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:09.092700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:09.092741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:09.092769] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:09.096354] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: DOWN (p=14.08%)
[2025-12-26T20:31:09.096634] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2025-12-26T20:31:09.096756] [INFO ] [sig       ] SAMG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:09.236446] [INFO ] [LOCAL     ] Saved forecast: SAMG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SAMG.txt
[2025-12-26T20:31:09.236554] [INFO ] [sig       ] [2788/3548] Completed SAMG in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-26T20:31:09.236609] [INFO ] [sig       ] [2789/3548] Forecasting SAN...
[2025-12-26T20:31:09.236639] [INFO ] [sig       ] Generating forecast for: SAN
[2025-12-26T20:31:09.236668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-12-26T20:31:09.247217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2025-12-26T20:31:09.247524] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-12-26T20:31:09.248285] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-12-26T20:31:09.248336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:09.248368] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:09.248395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:09.248453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:09.305479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:09.306108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:09.306185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:09.306216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:09.429052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:09.429196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:09.429239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:09.429268] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:09.432609] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: DOWN (p=32.18%)
[2025-12-26T20:31:09.432882] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-12-26T20:31:09.433006] [INFO ] [sig       ] SAN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:09.571732] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SAN.txt
[2025-12-26T20:31:09.571849] [INFO ] [sig       ] [2789/3548] Completed SAN in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-26T20:31:09.571886] [INFO ] [sig       ] [2790/3548] Forecasting SANA...
[2025-12-26T20:31:09.571915] [INFO ] [sig       ] Generating forecast for: SANA
[2025-12-26T20:31:09.571944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2025-12-26T20:31:09.583049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2025-12-26T20:31:09.583362] [INFO ] [FORECASTER] Starting predict_future for SANA
[2025-12-26T20:31:09.584234] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2025-12-26T20:31:09.584286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:09.584319] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:09.584347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:09.584405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:09.641897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:09.642504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:09.642597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:09.642632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:09.760703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:09.760825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:09.760865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:09.760893] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:09.764117] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: UP (p=76.13%)
[2025-12-26T20:31:09.764379] [INFO ] [FORECASTER] Completed predict_future for SANA
[2025-12-26T20:31:09.764499] [INFO ] [sig       ] SANA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:09.908425] [INFO ] [LOCAL     ] Saved forecast: SANA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SANA.txt
[2025-12-26T20:31:09.908550] [INFO ] [sig       ] [2790/3548] Completed SANA in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-26T20:31:09.908606] [INFO ] [sig       ] [2791/3548] Forecasting SANM...
[2025-12-26T20:31:09.908638] [INFO ] [sig       ] Generating forecast for: SANM
[2025-12-26T20:31:09.908668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2025-12-26T20:31:09.919251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2025-12-26T20:31:09.919556] [INFO ] [FORECASTER] Starting predict_future for SANM
[2025-12-26T20:31:09.920323] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2025-12-26T20:31:09.920374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:09.920406] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:09.920432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:09.920490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:09.978022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:09.978689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:09.978766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:09.978798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:10.100292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:10.100432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:10.100473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:10.100501] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:10.103911] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: UP (p=64.66%)
[2025-12-26T20:31:10.104182] [INFO ] [FORECASTER] Completed predict_future for SANM
[2025-12-26T20:31:10.104306] [INFO ] [sig       ] SANM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:10.254276] [INFO ] [LOCAL     ] Saved forecast: SANM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SANM.txt
[2025-12-26T20:31:10.254390] [INFO ] [sig       ] [2791/3548] Completed SANM in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-26T20:31:10.254428] [INFO ] [sig       ] [2792/3548] Forecasting SAP...
[2025-12-26T20:31:10.254457] [INFO ] [sig       ] Generating forecast for: SAP
[2025-12-26T20:31:10.254487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-12-26T20:31:10.265657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2025-12-26T20:31:10.265965] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-12-26T20:31:10.266767] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-12-26T20:31:10.266832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:10.266864] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:10.266890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:10.266948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:10.323991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:10.324693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:10.324791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:10.324841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:10.448176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:10.448321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:10.448362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:10.448389] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:10.451947] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: DOWN (p=1.80%)
[2025-12-26T20:31:10.452213] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-12-26T20:31:10.452331] [INFO ] [sig       ] SAP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:10.592056] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SAP.txt
[2025-12-26T20:31:10.592160] [INFO ] [sig       ] [2792/3548] Completed SAP in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-26T20:31:10.592199] [INFO ] [sig       ] [2793/3548] Forecasting SARK...
[2025-12-26T20:31:10.592228] [INFO ] [sig       ] Generating forecast for: SARK
[2025-12-26T20:31:10.592257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2025-12-26T20:31:10.603737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2025-12-26T20:31:10.604032] [INFO ] [FORECASTER] Starting predict_future for SARK
[2025-12-26T20:31:10.604797] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2025-12-26T20:31:10.604860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:10.604897] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:10.604929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:10.604987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:10.661903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:10.662478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:10.662554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:10.662603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:10.778662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:10.778810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:10.778861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:10.778913] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:10.782235] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: UP (p=83.55%)
[2025-12-26T20:31:10.782500] [INFO ] [FORECASTER] Completed predict_future for SARK
[2025-12-26T20:31:10.782643] [INFO ] [sig       ] SARK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:10.921867] [INFO ] [LOCAL     ] Saved forecast: SARK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SARK.txt
[2025-12-26T20:31:10.922001] [INFO ] [sig       ] [2793/3548] Completed SARK in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-26T20:31:10.922040] [INFO ] [sig       ] [2794/3548] Forecasting SATL...
[2025-12-26T20:31:10.922068] [INFO ] [sig       ] Generating forecast for: SATL
[2025-12-26T20:31:10.922098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2025-12-26T20:31:10.932142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2025-12-26T20:31:10.932481] [INFO ] [FORECASTER] Starting predict_future for SATL
[2025-12-26T20:31:10.933256] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2025-12-26T20:31:10.933308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:10.933338] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:10.933364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:10.933420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:10.989780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:10.990507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:10.990627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:10.990662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:11.117746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:11.117900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:11.117945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:11.117973] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:11.121686] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: DOWN (p=26.94%)
[2025-12-26T20:31:11.121988] [INFO ] [FORECASTER] Completed predict_future for SATL
[2025-12-26T20:31:11.122119] [INFO ] [sig       ] SATL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:11.269358] [INFO ] [LOCAL     ] Saved forecast: SATL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SATL.txt
[2025-12-26T20:31:11.269490] [INFO ] [sig       ] [2794/3548] Completed SATL in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-26T20:31:11.269530] [INFO ] [sig       ] [2795/3548] Forecasting SATS...
[2025-12-26T20:31:11.269559] [INFO ] [sig       ] Generating forecast for: SATS
[2025-12-26T20:31:11.269617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2025-12-26T20:31:11.281359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2025-12-26T20:31:11.281708] [INFO ] [FORECASTER] Starting predict_future for SATS
[2025-12-26T20:31:11.282490] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2025-12-26T20:31:11.282541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:11.282589] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:11.282619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:11.282677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:11.340344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:11.340993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:11.341072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:11.341103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:11.465933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:11.466082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:11.466126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:11.466154] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:11.469506] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: DOWN (p=21.30%)
[2025-12-26T20:31:11.469790] [INFO ] [FORECASTER] Completed predict_future for SATS
[2025-12-26T20:31:11.469935] [INFO ] [sig       ] SATS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:11.609200] [INFO ] [LOCAL     ] Saved forecast: SATS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SATS.txt
[2025-12-26T20:31:11.609333] [INFO ] [sig       ] [2795/3548] Completed SATS in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-26T20:31:11.609379] [INFO ] [sig       ] [2796/3548] Forecasting SAVA...
[2025-12-26T20:31:11.609409] [INFO ] [sig       ] Generating forecast for: SAVA
[2025-12-26T20:31:11.609438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2025-12-26T20:31:11.621060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2025-12-26T20:31:11.621417] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2025-12-26T20:31:11.622265] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2025-12-26T20:31:11.622320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:11.622352] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:11.622380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:11.622439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:11.684483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:11.685202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:11.685294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:11.685342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:11.812358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:11.812503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:11.812555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:11.812620] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:11.816127] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: DOWN (p=5.80%)
[2025-12-26T20:31:11.816402] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2025-12-26T20:31:11.816527] [INFO ] [sig       ] SAVA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:11.970946] [INFO ] [LOCAL     ] Saved forecast: SAVA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SAVA.txt
[2025-12-26T20:31:11.971099] [INFO ] [sig       ] [2796/3548] Completed SAVA in 0.4s | 2.89 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-26T20:31:11.971155] [INFO ] [sig       ] [2797/3548] Forecasting SB...
[2025-12-26T20:31:11.971200] [INFO ] [sig       ] Generating forecast for: SB
[2025-12-26T20:31:11.971245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-12-26T20:31:11.982933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2025-12-26T20:31:11.983281] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-12-26T20:31:11.984084] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-12-26T20:31:11.984137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:11.984169] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:11.984197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:11.984255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:12.045339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:12.046025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:12.046104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:12.046139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:12.170724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:12.170873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:12.170918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:12.170949] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:12.174522] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: UP (p=86.76%)
[2025-12-26T20:31:12.174817] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-12-26T20:31:12.174963] [INFO ] [sig       ] SB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:12.323702] [INFO ] [LOCAL     ] Saved forecast: SB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SB.txt
[2025-12-26T20:31:12.323877] [INFO ] [sig       ] [2797/3548] Completed SB in 0.4s | 2.89 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-26T20:31:12.323922] [INFO ] [sig       ] [2798/3548] Forecasting SBAC...
[2025-12-26T20:31:12.323956] [INFO ] [sig       ] Generating forecast for: SBAC
[2025-12-26T20:31:12.323999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2025-12-26T20:31:12.336107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2025-12-26T20:31:12.336464] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2025-12-26T20:31:12.337310] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2025-12-26T20:31:12.337363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:12.337394] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:12.337421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:12.337483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:12.399424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:12.400150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:12.400240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:12.400274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:12.530817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:12.530977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:12.531021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:12.531050] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:12.534540] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: DOWN (p=36.81%)
[2025-12-26T20:31:12.534830] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2025-12-26T20:31:12.534957] [INFO ] [sig       ] SBAC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:12.686202] [INFO ] [LOCAL     ] Saved forecast: SBAC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SBAC.txt
[2025-12-26T20:31:12.686335] [INFO ] [sig       ] [2798/3548] Completed SBAC in 0.4s | 2.89 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-26T20:31:12.686374] [INFO ] [sig       ] [2799/3548] Forecasting SBCF...
[2025-12-26T20:31:12.686404] [INFO ] [sig       ] Generating forecast for: SBCF
[2025-12-26T20:31:12.686435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2025-12-26T20:31:12.698807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2025-12-26T20:31:12.699200] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2025-12-26T20:31:12.700032] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2025-12-26T20:31:12.700085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:12.700118] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:12.700145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:12.700204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:12.762345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:12.763027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:12.763109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:12.763142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:12.884904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:12.885061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:12.885120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:12.885150] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:12.888543] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: DOWN (p=7.73%)
[2025-12-26T20:31:12.888837] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2025-12-26T20:31:12.888982] [INFO ] [sig       ] SBCF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:13.032445] [INFO ] [LOCAL     ] Saved forecast: SBCF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SBCF.txt
[2025-12-26T20:31:13.032624] [INFO ] [sig       ] [2799/3548] Completed SBCF in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-26T20:31:13.032668] [INFO ] [sig       ] [2800/3548] Forecasting SBFM...
[2025-12-26T20:31:13.032697] [INFO ] [sig       ] Generating forecast for: SBFM
[2025-12-26T20:31:13.032726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2025-12-26T20:31:13.045154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2025-12-26T20:31:13.045550] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2025-12-26T20:31:13.046362] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2025-12-26T20:31:13.046414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:13.046447] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:13.046474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:13.046533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:13.103666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:13.104540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:13.104641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:13.104675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:13.226812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:13.226966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:13.227007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:13.227036] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:13.230429] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: DOWN (p=33.74%)
[2025-12-26T20:31:13.230745] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2025-12-26T20:31:13.230874] [INFO ] [sig       ] SBFM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:13.375595] [INFO ] [LOCAL     ] Saved forecast: SBFM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SBFM.txt
[2025-12-26T20:31:13.375749] [INFO ] [sig       ] [2800/3548] Completed SBFM in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-26T20:31:13.375789] [INFO ] [sig       ] [2801/3548] Forecasting SBGI...
[2025-12-26T20:31:13.375819] [INFO ] [sig       ] Generating forecast for: SBGI
[2025-12-26T20:31:13.375849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2025-12-26T20:31:13.387284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2025-12-26T20:31:13.387705] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2025-12-26T20:31:13.388469] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2025-12-26T20:31:13.388520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:13.388618] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:13.388661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:13.388742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:13.444781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:13.445688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:13.445770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:13.445803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:13.560461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:13.560637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:13.560681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:13.560710] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:13.564043] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: DOWN (p=35.09%)
[2025-12-26T20:31:13.564315] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2025-12-26T20:31:13.564437] [INFO ] [sig       ] SBGI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:13.703780] [INFO ] [LOCAL     ] Saved forecast: SBGI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SBGI.txt
[2025-12-26T20:31:13.703931] [INFO ] [sig       ] [2801/3548] Completed SBGI in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-26T20:31:13.703971] [INFO ] [sig       ] [2802/3548] Forecasting SBH...
[2025-12-26T20:31:13.704002] [INFO ] [sig       ] Generating forecast for: SBH
[2025-12-26T20:31:13.704032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-12-26T20:31:13.715548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2025-12-26T20:31:13.715947] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-12-26T20:31:13.716730] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-12-26T20:31:13.716781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:13.716811] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:13.716838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:13.716895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:13.775512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:13.776416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:13.776495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:13.776527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:13.896253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:13.896407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:13.896450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:13.896478] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:13.899911] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: UP (p=51.09%)
[2025-12-26T20:31:13.900185] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-12-26T20:31:13.900309] [INFO ] [sig       ] SBH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:14.040920] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SBH.txt
[2025-12-26T20:31:14.041079] [INFO ] [sig       ] [2802/3548] Completed SBH in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-26T20:31:14.041117] [INFO ] [sig       ] [2803/3548] Forecasting SBI...
[2025-12-26T20:31:14.041147] [INFO ] [sig       ] Generating forecast for: SBI
[2025-12-26T20:31:14.041177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-12-26T20:31:14.052441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2025-12-26T20:31:14.052844] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-12-26T20:31:14.053622] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-12-26T20:31:14.053673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:14.053720] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:14.053748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:14.053805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:14.109916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:14.110836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:14.110918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:14.110949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:14.226856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:14.227011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:14.227053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:14.227081] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:14.231151] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: UP (p=76.18%)
[2025-12-26T20:31:14.231421] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-12-26T20:31:14.231750] [INFO ] [sig       ] SBI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:14.369882] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SBI.txt
[2025-12-26T20:31:14.370011] [INFO ] [sig       ] [2803/3548] Completed SBI in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-26T20:31:14.370051] [INFO ] [sig       ] [2804/3548] Forecasting SBLK...
[2025-12-26T20:31:14.370080] [INFO ] [sig       ] Generating forecast for: SBLK
[2025-12-26T20:31:14.370111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2025-12-26T20:31:14.382263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2025-12-26T20:31:14.382620] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2025-12-26T20:31:14.383369] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2025-12-26T20:31:14.383421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:14.383452] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:14.383478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:14.383535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:14.439377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:14.440059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:14.440138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:14.440170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:14.558771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:14.558942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:14.558986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:14.559046] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:14.562417] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: DOWN (p=12.53%)
[2025-12-26T20:31:14.562713] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2025-12-26T20:31:14.562834] [INFO ] [sig       ] SBLK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:14.703191] [INFO ] [LOCAL     ] Saved forecast: SBLK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SBLK.txt
[2025-12-26T20:31:14.703343] [INFO ] [sig       ] [2804/3548] Completed SBLK in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-26T20:31:14.703383] [INFO ] [sig       ] [2805/3548] Forecasting SBRA...
[2025-12-26T20:31:14.703414] [INFO ] [sig       ] Generating forecast for: SBRA
[2025-12-26T20:31:14.703444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2025-12-26T20:31:14.716087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2025-12-26T20:31:14.716502] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2025-12-26T20:31:14.717290] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2025-12-26T20:31:14.717344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:14.717375] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:14.717401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:14.717462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:14.774196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:14.775045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:14.775127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:14.775158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:14.892247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:14.892406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:14.892447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:14.892475] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:14.895890] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: DOWN (p=36.35%)
[2025-12-26T20:31:14.896184] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2025-12-26T20:31:14.896310] [INFO ] [sig       ] SBRA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:15.035561] [INFO ] [LOCAL     ] Saved forecast: SBRA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SBRA.txt
[2025-12-26T20:31:15.035745] [INFO ] [sig       ] [2805/3548] Completed SBRA in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-26T20:31:15.035786] [INFO ] [sig       ] [2806/3548] Forecasting SBS...
[2025-12-26T20:31:15.035816] [INFO ] [sig       ] Generating forecast for: SBS
[2025-12-26T20:31:15.035846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-12-26T20:31:15.047905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2025-12-26T20:31:15.048316] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-12-26T20:31:15.049179] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-12-26T20:31:15.049231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:15.049261] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:15.049287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:15.049345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:15.105929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:15.106827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:15.106927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:15.106966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:15.238981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:15.239137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:15.239178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:15.239208] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:15.242644] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: DOWN (p=23.74%)
[2025-12-26T20:31:15.242912] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-12-26T20:31:15.243036] [INFO ] [sig       ] SBS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:15.383724] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SBS.txt
[2025-12-26T20:31:15.383867] [INFO ] [sig       ] [2806/3548] Completed SBS in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-26T20:31:15.383907] [INFO ] [sig       ] [2807/3548] Forecasting SBSI...
[2025-12-26T20:31:15.383946] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-12-26T20:31:15.383977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-12-26T20:31:15.395615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2025-12-26T20:31:15.395980] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-12-26T20:31:15.396760] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-12-26T20:31:15.396811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:15.396842] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:15.396868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:15.396924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:15.453455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:15.454248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:15.454334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:15.454366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:15.569603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:15.569757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:15.569800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:15.569829] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:15.573243] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: DOWN (p=12.16%)
[2025-12-26T20:31:15.573511] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-12-26T20:31:15.573649] [INFO ] [sig       ] SBSI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:15.712491] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SBSI.txt
[2025-12-26T20:31:15.712639] [INFO ] [sig       ] [2807/3548] Completed SBSI in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-26T20:31:15.712681] [INFO ] [sig       ] [2808/3548] Forecasting SBUX...
[2025-12-26T20:31:15.712711] [INFO ] [sig       ] Generating forecast for: SBUX
[2025-12-26T20:31:15.712740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2025-12-26T20:31:15.726169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2025-12-26T20:31:15.726828] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2025-12-26T20:31:15.727875] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2025-12-26T20:31:15.727930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:15.727964] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:15.727991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:15.728052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:15.789192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:15.790454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:15.790554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:15.790607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:15.917298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:15.917529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:15.917601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:15.917634] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:15.921884] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: UP (p=75.00%)
[2025-12-26T20:31:15.922222] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2025-12-26T20:31:15.922374] [INFO ] [sig       ] SBUX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:16.068325] [INFO ] [LOCAL     ] Saved forecast: SBUX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SBUX.txt
[2025-12-26T20:31:16.068534] [INFO ] [sig       ] [2808/3548] Completed SBUX in 0.4s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-26T20:31:16.068598] [INFO ] [sig       ] [2809/3548] Forecasting SCD...
[2025-12-26T20:31:16.068632] [INFO ] [sig       ] Generating forecast for: SCD
[2025-12-26T20:31:16.068666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-12-26T20:31:16.081723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2025-12-26T20:31:16.082272] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-12-26T20:31:16.083304] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-12-26T20:31:16.083360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:16.083393] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:16.083420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:16.083479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:16.143347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:16.144541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:16.144664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:16.144698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:16.266086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:16.266311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:16.266361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:16.266390] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:16.270296] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: DOWN (p=4.04%)
[2025-12-26T20:31:16.270616] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-12-26T20:31:16.270754] [INFO ] [sig       ] SCD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:16.415247] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SCD.txt
[2025-12-26T20:31:16.415475] [INFO ] [sig       ] [2809/3548] Completed SCD in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-26T20:31:16.415530] [INFO ] [sig       ] [2810/3548] Forecasting SCHL...
[2025-12-26T20:31:16.415587] [INFO ] [sig       ] Generating forecast for: SCHL
[2025-12-26T20:31:16.415636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2025-12-26T20:31:16.429109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2025-12-26T20:31:16.429557] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2025-12-26T20:31:16.430391] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2025-12-26T20:31:16.430443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:16.430474] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:16.430499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:16.430560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:16.486560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:16.487385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:16.487470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:16.487502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:16.606755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:16.606914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:16.606958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:16.607004] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:16.610401] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2025-12-26T20:31:16.610694] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2025-12-26T20:31:16.610818] [INFO ] [sig       ] SCHL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:16.749138] [INFO ] [LOCAL     ] Saved forecast: SCHL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SCHL.txt
[2025-12-26T20:31:16.749273] [INFO ] [sig       ] [2810/3548] Completed SCHL in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-26T20:31:16.749311] [INFO ] [sig       ] [2811/3548] Forecasting SCI...
[2025-12-26T20:31:16.749339] [INFO ] [sig       ] Generating forecast for: SCI
[2025-12-26T20:31:16.749370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-12-26T20:31:16.761155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2025-12-26T20:31:16.761497] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-12-26T20:31:16.762341] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-12-26T20:31:16.762394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:16.762425] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:16.762453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:16.762510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:16.818761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:16.819417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:16.819522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:16.819554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:16.935904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:16.936064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:16.936109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:16.936136] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:16.939520] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: DOWN (p=20.67%)
[2025-12-26T20:31:16.939812] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-12-26T20:31:16.939939] [INFO ] [sig       ] SCI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:17.079085] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SCI.txt
[2025-12-26T20:31:17.079220] [INFO ] [sig       ] [2811/3548] Completed SCI in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-26T20:31:17.079259] [INFO ] [sig       ] [2812/3548] Forecasting SCL...
[2025-12-26T20:31:17.079289] [INFO ] [sig       ] Generating forecast for: SCL
[2025-12-26T20:31:17.079319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-12-26T20:31:17.090128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2025-12-26T20:31:17.090456] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-12-26T20:31:17.091262] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-12-26T20:31:17.091314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:17.091344] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:17.091370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:17.091428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:17.147345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:17.148015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:17.148094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:17.148143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:17.263966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:17.264128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:17.264171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:17.264199] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:17.267588] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=32.05%)
[2025-12-26T20:31:17.267860] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-12-26T20:31:17.267984] [INFO ] [sig       ] SCL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:17.409587] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SCL.txt
[2025-12-26T20:31:17.409731] [INFO ] [sig       ] [2812/3548] Completed SCL in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-26T20:31:17.409771] [INFO ] [sig       ] [2813/3548] Forecasting SCM...
[2025-12-26T20:31:17.409801] [INFO ] [sig       ] Generating forecast for: SCM
[2025-12-26T20:31:17.409830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-12-26T20:31:17.420963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2025-12-26T20:31:17.421300] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-12-26T20:31:17.422134] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-12-26T20:31:17.422187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:17.422218] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:17.422243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:17.422305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:17.480385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:17.481331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:17.481421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:17.481455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:17.599758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:17.599919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:17.599962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:17.599990] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:17.603414] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=98.53%)
[2025-12-26T20:31:17.603717] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-12-26T20:31:17.603844] [INFO ] [sig       ] SCM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:17.748099] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SCM.txt
[2025-12-26T20:31:17.748262] [INFO ] [sig       ] [2813/3548] Completed SCM in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-26T20:31:17.748303] [INFO ] [sig       ] [2814/3548] Forecasting SCSC...
[2025-12-26T20:31:17.748333] [INFO ] [sig       ] Generating forecast for: SCSC
[2025-12-26T20:31:17.748364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2025-12-26T20:31:17.760201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2025-12-26T20:31:17.760534] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2025-12-26T20:31:17.761350] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2025-12-26T20:31:17.761411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:17.761452] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:17.761497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:17.761558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:17.823090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:17.823743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:17.823823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:17.823855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:17.951811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:17.951962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:17.952012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:17.952043] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:17.955506] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: UP (p=95.80%)
[2025-12-26T20:31:17.955799] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2025-12-26T20:31:17.955926] [INFO ] [sig       ] SCSC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:18.106832] [INFO ] [LOCAL     ] Saved forecast: SCSC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SCSC.txt
[2025-12-26T20:31:18.107022] [INFO ] [sig       ] [2814/3548] Completed SCSC in 0.4s | 2.89 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-26T20:31:18.107075] [INFO ] [sig       ] [2815/3548] Forecasting SCVL...
[2025-12-26T20:31:18.107107] [INFO ] [sig       ] Generating forecast for: SCVL
[2025-12-26T20:31:18.107138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2025-12-26T20:31:18.119010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2025-12-26T20:31:18.119603] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2025-12-26T20:31:18.120648] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2025-12-26T20:31:18.120711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:18.120745] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:18.120773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:18.120836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:18.183712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:18.184379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:18.184459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:18.184492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:18.311927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:18.312079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:18.312122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:18.312151] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:18.315925] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: DOWN (p=13.48%)
[2025-12-26T20:31:18.316223] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2025-12-26T20:31:18.316356] [INFO ] [sig       ] SCVL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:18.466101] [INFO ] [LOCAL     ] Saved forecast: SCVL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SCVL.txt
[2025-12-26T20:31:18.466231] [INFO ] [sig       ] [2815/3548] Completed SCVL in 0.4s | 2.89 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-26T20:31:18.466271] [INFO ] [sig       ] [2816/3548] Forecasting SCZ...
[2025-12-26T20:31:18.466300] [INFO ] [sig       ] Generating forecast for: SCZ
[2025-12-26T20:31:18.466331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2025-12-26T20:31:18.477076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2025-12-26T20:31:18.477387] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2025-12-26T20:31:18.478197] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2025-12-26T20:31:18.478250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:18.478280] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:18.478306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:18.478364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:18.534457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:18.535072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:18.535147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:18.535179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:18.653317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:18.653451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:18.653492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:18.653520] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:18.656826] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: DOWN (p=15.31%)
[2025-12-26T20:31:18.657091] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2025-12-26T20:31:18.657212] [INFO ] [sig       ] SCZ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:18.796336] [INFO ] [LOCAL     ] Saved forecast: SCZ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SCZ.txt
[2025-12-26T20:31:18.796450] [INFO ] [sig       ] [2816/3548] Completed SCZ in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-26T20:31:18.796488] [INFO ] [sig       ] [2817/3548] Forecasting SD...
[2025-12-26T20:31:18.796517] [INFO ] [sig       ] Generating forecast for: SD
[2025-12-26T20:31:18.796547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-12-26T20:31:18.807498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2025-12-26T20:31:18.807811] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-12-26T20:31:18.808551] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-12-26T20:31:18.808620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:18.808653] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:18.808680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:18.808737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:18.864917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:18.865499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:18.865592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:18.865627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:18.985927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:18.986092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:18.986137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:18.986166] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:18.989603] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: DOWN (p=7.05%)
[2025-12-26T20:31:18.989914] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-12-26T20:31:18.990052] [INFO ] [sig       ] SD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:19.143156] [INFO ] [LOCAL     ] Saved forecast: SD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SD.txt
[2025-12-26T20:31:19.143315] [INFO ] [sig       ] [2817/3548] Completed SD in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-26T20:31:19.143354] [INFO ] [sig       ] [2818/3548] Forecasting SDA...
[2025-12-26T20:31:19.143384] [INFO ] [sig       ] Generating forecast for: SDA
[2025-12-26T20:31:19.143414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2025-12-26T20:31:19.154422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2025-12-26T20:31:19.154803] [INFO ] [FORECASTER] Starting predict_future for SDA
[2025-12-26T20:31:19.155565] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2025-12-26T20:31:19.155641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:19.155697] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:19.155724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:19.155783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:19.212833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:19.213686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:19.213763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:19.213795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:19.333250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:19.333402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:19.333443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:19.333471] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:19.336823] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: DOWN (p=0.56%)
[2025-12-26T20:31:19.337099] [INFO ] [FORECASTER] Completed predict_future for SDA
[2025-12-26T20:31:19.337221] [INFO ] [sig       ] SDA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:19.477759] [INFO ] [LOCAL     ] Saved forecast: SDA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SDA.txt
[2025-12-26T20:31:19.477890] [INFO ] [sig       ] [2818/3548] Completed SDA in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-26T20:31:19.477928] [INFO ] [sig       ] [2819/3548] Forecasting SDHY...
[2025-12-26T20:31:19.477961] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-12-26T20:31:19.477990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-12-26T20:31:19.490006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2025-12-26T20:31:19.490377] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-12-26T20:31:19.491207] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-12-26T20:31:19.491258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:19.491289] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:19.491314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:19.491371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:19.550033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:19.550737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:19.550817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:19.550851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:19.670534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:19.670708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:19.670753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:19.670781] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:19.674178] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: DOWN (p=7.21%)
[2025-12-26T20:31:19.674454] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-12-26T20:31:19.674593] [INFO ] [sig       ] SDHY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:19.815367] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SDHY.txt
[2025-12-26T20:31:19.815503] [INFO ] [sig       ] [2819/3548] Completed SDHY in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-26T20:31:19.815544] [INFO ] [sig       ] [2820/3548] Forecasting SDRL...
[2025-12-26T20:31:19.815603] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-12-26T20:31:19.815637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-12-26T20:31:19.826398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2025-12-26T20:31:19.826733] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-12-26T20:31:19.827523] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-12-26T20:31:19.827596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:19.827630] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:19.827657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:19.827714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:19.884455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:19.885067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:19.885141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:19.885173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:20.001281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:20.001434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:20.001476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:20.001505] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:20.004898] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: UP (p=94.38%)
[2025-12-26T20:31:20.005187] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-12-26T20:31:20.005312] [INFO ] [sig       ] SDRL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:20.145752] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SDRL.txt
[2025-12-26T20:31:20.145885] [INFO ] [sig       ] [2820/3548] Completed SDRL in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-26T20:31:20.145923] [INFO ] [sig       ] [2821/3548] Forecasting SDVY...
[2025-12-26T20:31:20.145952] [INFO ] [sig       ] Generating forecast for: SDVY
[2025-12-26T20:31:20.145982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2025-12-26T20:31:20.156936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2025-12-26T20:31:20.157233] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2025-12-26T20:31:20.157994] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2025-12-26T20:31:20.158045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:20.158075] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:20.158101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:20.158158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:20.215217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:20.215831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:20.215906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:20.215938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:20.335348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:20.335506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:20.335550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:20.335663] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:20.339166] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: DOWN (p=6.75%)
[2025-12-26T20:31:20.339442] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2025-12-26T20:31:20.339565] [INFO ] [sig       ] SDVY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:20.479628] [INFO ] [LOCAL     ] Saved forecast: SDVY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SDVY.txt
[2025-12-26T20:31:20.479765] [INFO ] [sig       ] [2821/3548] Completed SDVY in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-26T20:31:20.479803] [INFO ] [sig       ] [2822/3548] Forecasting SE...
[2025-12-26T20:31:20.479831] [INFO ] [sig       ] Generating forecast for: SE
[2025-12-26T20:31:20.479861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-12-26T20:31:20.491889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2025-12-26T20:31:20.492231] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-12-26T20:31:20.493027] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-12-26T20:31:20.493078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:20.493108] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:20.493134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:20.493195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:20.549339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:20.550227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:20.550316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:20.550349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:20.675718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:20.675873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:20.675914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:20.675942] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:20.679308] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: DOWN (p=17.86%)
[2025-12-26T20:31:20.679592] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-12-26T20:31:20.679714] [INFO ] [sig       ] SE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:20.822802] [INFO ] [LOCAL     ] Saved forecast: SE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SE.txt
[2025-12-26T20:31:20.822930] [INFO ] [sig       ] [2822/3548] Completed SE in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-26T20:31:20.822968] [INFO ] [sig       ] [2823/3548] Forecasting SEDG...
[2025-12-26T20:31:20.822997] [INFO ] [sig       ] Generating forecast for: SEDG
[2025-12-26T20:31:20.823026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2025-12-26T20:31:20.838001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2025-12-26T20:31:20.838494] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2025-12-26T20:31:20.839626] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2025-12-26T20:31:20.839691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:20.839732] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:20.839769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:20.839855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:20.899856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:20.900780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:20.900866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:20.900898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:21.024491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:21.024698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:21.024744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:21.024774] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:21.028372] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-12-26T20:31:21.028709] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2025-12-26T20:31:21.028846] [INFO ] [sig       ] SEDG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:21.176960] [INFO ] [LOCAL     ] Saved forecast: SEDG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SEDG.txt
[2025-12-26T20:31:21.177120] [INFO ] [sig       ] [2823/3548] Completed SEDG in 0.4s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-26T20:31:21.177162] [INFO ] [sig       ] [2824/3548] Forecasting SEE...
[2025-12-26T20:31:21.177191] [INFO ] [sig       ] Generating forecast for: SEE
[2025-12-26T20:31:21.177222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-12-26T20:31:21.188512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2025-12-26T20:31:21.188935] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-12-26T20:31:21.189753] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-12-26T20:31:21.189804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:21.189836] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:21.189862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:21.189919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:21.248028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:21.248908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:21.248998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:21.249032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:21.375441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:21.375629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:21.375675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:21.375703] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:21.379311] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: UP (p=80.47%)
[2025-12-26T20:31:21.379647] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-12-26T20:31:21.379784] [INFO ] [sig       ] SEE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:21.540048] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SEE.txt
[2025-12-26T20:31:21.540203] [INFO ] [sig       ] [2824/3548] Completed SEE in 0.4s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-26T20:31:21.540246] [INFO ] [sig       ] [2825/3548] Forecasting SEIC...
[2025-12-26T20:31:21.540274] [INFO ] [sig       ] Generating forecast for: SEIC
[2025-12-26T20:31:21.540304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2025-12-26T20:31:21.551282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2025-12-26T20:31:21.551704] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2025-12-26T20:31:21.552507] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2025-12-26T20:31:21.552559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:21.552617] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:21.552645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:21.552707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:21.609611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:21.610597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:21.610682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:21.610714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:21.727746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:21.727897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:21.727940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:21.727968] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:21.731450] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: UP (p=90.06%)
[2025-12-26T20:31:21.731737] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2025-12-26T20:31:21.731860] [INFO ] [sig       ] SEIC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:21.874928] [INFO ] [LOCAL     ] Saved forecast: SEIC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SEIC.txt
[2025-12-26T20:31:21.875062] [INFO ] [sig       ] [2825/3548] Completed SEIC in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-26T20:31:21.875103] [INFO ] [sig       ] [2826/3548] Forecasting SELF...
[2025-12-26T20:31:21.875133] [INFO ] [sig       ] Generating forecast for: SELF
[2025-12-26T20:31:21.875162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2025-12-26T20:31:21.887597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2025-12-26T20:31:21.887938] [INFO ] [FORECASTER] Starting predict_future for SELF
[2025-12-26T20:31:21.888734] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2025-12-26T20:31:21.888786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:21.888816] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:21.888842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:21.888933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:21.945215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:21.946006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:21.946089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:21.946123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:22.057555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:22.057700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:22.057741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:22.057769] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:22.061177] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: DOWN (p=16.17%)
[2025-12-26T20:31:22.061466] [INFO ] [FORECASTER] Completed predict_future for SELF
[2025-12-26T20:31:22.061613] [INFO ] [sig       ] SELF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:22.208947] [INFO ] [LOCAL     ] Saved forecast: SELF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SELF.txt
[2025-12-26T20:31:22.209090] [INFO ] [sig       ] [2826/3548] Completed SELF in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-26T20:31:22.209139] [INFO ] [sig       ] [2827/3548] Forecasting SEM...
[2025-12-26T20:31:22.209169] [INFO ] [sig       ] Generating forecast for: SEM
[2025-12-26T20:31:22.209199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-12-26T20:31:22.220721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2025-12-26T20:31:22.221054] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-12-26T20:31:22.221828] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-12-26T20:31:22.221879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:22.221923] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:22.221951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:22.222009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:22.278715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:22.279363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:22.279441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:22.279474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:22.398661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:22.398811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:22.398852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:22.398902] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:22.402239] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: UP (p=93.55%)
[2025-12-26T20:31:22.402503] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-12-26T20:31:22.402643] [INFO ] [sig       ] SEM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:22.542658] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SEM.txt
[2025-12-26T20:31:22.542785] [INFO ] [sig       ] [2827/3548] Completed SEM in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-26T20:31:22.542823] [INFO ] [sig       ] [2828/3548] Forecasting SENEA...
[2025-12-26T20:31:22.542853] [INFO ] [sig       ] Generating forecast for: SENEA
[2025-12-26T20:31:22.542882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2025-12-26T20:31:22.554095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2025-12-26T20:31:22.554421] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2025-12-26T20:31:22.555208] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2025-12-26T20:31:22.555260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:22.555290] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:22.555318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:22.555376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:22.615156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:22.616084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:22.616192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:22.616225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:22.729773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:22.729914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:22.729955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:22.729983] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:22.733342] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: DOWN (p=47.17%)
[2025-12-26T20:31:22.733625] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2025-12-26T20:31:22.733749] [INFO ] [sig       ] SENEA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:22.873153] [INFO ] [LOCAL     ] Saved forecast: SENEA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SENEA.txt
[2025-12-26T20:31:22.873270] [INFO ] [sig       ] [2828/3548] Completed SENEA in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-26T20:31:22.873307] [INFO ] [sig       ] [2829/3548] Forecasting SENS...
[2025-12-26T20:31:22.873336] [INFO ] [sig       ] Generating forecast for: SENS
[2025-12-26T20:31:22.873366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2025-12-26T20:31:22.884092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2025-12-26T20:31:22.884404] [INFO ] [FORECASTER] Starting predict_future for SENS
[2025-12-26T20:31:22.885184] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2025-12-26T20:31:22.885236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:22.885267] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:22.885294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:22.885351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:22.941929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:22.942621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:22.942698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:22.942730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:23.061553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:23.061725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:23.061765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:23.061794] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:23.065127] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: UP (p=88.31%)
[2025-12-26T20:31:23.065391] [INFO ] [FORECASTER] Completed predict_future for SENS
[2025-12-26T20:31:23.065511] [INFO ] [sig       ] SENS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:23.204664] [INFO ] [LOCAL     ] Saved forecast: SENS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SENS.txt
[2025-12-26T20:31:23.204794] [INFO ] [sig       ] [2829/3548] Completed SENS in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-26T20:31:23.204837] [INFO ] [sig       ] [2830/3548] Forecasting SERA...
[2025-12-26T20:31:23.204866] [INFO ] [sig       ] Generating forecast for: SERA
[2025-12-26T20:31:23.204895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2025-12-26T20:31:23.216649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2025-12-26T20:31:23.217059] [INFO ] [FORECASTER] Starting predict_future for SERA
[2025-12-26T20:31:23.217868] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2025-12-26T20:31:23.217919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:23.217950] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:23.217975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:23.218032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:23.276915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:23.278089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:23.278204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:23.278242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:23.400074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:23.400268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:23.400329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:23.400372] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:23.404454] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: DOWN (p=21.02%)
[2025-12-26T20:31:23.404822] [INFO ] [FORECASTER] Completed predict_future for SERA
[2025-12-26T20:31:23.404963] [INFO ] [sig       ] SERA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:23.560407] [INFO ] [LOCAL     ] Saved forecast: SERA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SERA.txt
[2025-12-26T20:31:23.560590] [INFO ] [sig       ] [2830/3548] Completed SERA in 0.4s | 2.89 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-26T20:31:23.560640] [INFO ] [sig       ] [2831/3548] Forecasting SES...
[2025-12-26T20:31:23.560671] [INFO ] [sig       ] Generating forecast for: SES
[2025-12-26T20:31:23.560702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-12-26T20:31:23.572956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2025-12-26T20:31:23.573395] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-12-26T20:31:23.574193] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-12-26T20:31:23.574245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:23.574277] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:23.574302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:23.574360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:23.633543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:23.634457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:23.634545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:23.634599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:23.761708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:23.761922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:23.761973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:23.762004] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:23.765819] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: UP (p=77.82%)
[2025-12-26T20:31:23.766207] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-12-26T20:31:23.766355] [INFO ] [sig       ] SES: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:23.909729] [INFO ] [LOCAL     ] Saved forecast: SES	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SES.txt
[2025-12-26T20:31:23.909898] [INFO ] [sig       ] [2831/3548] Completed SES in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-26T20:31:23.909938] [INFO ] [sig       ] [2832/3548] Forecasting SEVN...
[2025-12-26T20:31:23.909967] [INFO ] [sig       ] Generating forecast for: SEVN
[2025-12-26T20:31:23.909996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2025-12-26T20:31:23.924011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2025-12-26T20:31:23.924709] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2025-12-26T20:31:23.925766] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2025-12-26T20:31:23.925823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:23.925858] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:23.925886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:23.925950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:23.985746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:23.986919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:23.987030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:23.987065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:24.107915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:24.108169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:24.108241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:24.108275] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:24.112257] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2025-12-26T20:31:24.112570] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2025-12-26T20:31:24.112755] [INFO ] [sig       ] SEVN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:24.262324] [INFO ] [LOCAL     ] Saved forecast: SEVN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SEVN.txt
[2025-12-26T20:31:24.262631] [INFO ] [sig       ] [2832/3548] Completed SEVN in 0.4s | 2.89 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-26T20:31:24.262704] [INFO ] [sig       ] [2833/3548] Forecasting SEZL...
[2025-12-26T20:31:24.262752] [INFO ] [sig       ] Generating forecast for: SEZL
[2025-12-26T20:31:24.262802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2025-12-26T20:31:24.278504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2025-12-26T20:31:24.279167] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2025-12-26T20:31:24.280370] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2025-12-26T20:31:24.280435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:24.280477] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:24.280512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:24.280618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:24.348099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:24.349407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:24.349601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:24.349659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:24.474991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:24.475240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:24.475307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:24.475337] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:24.479320] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: DOWN (p=37.62%)
[2025-12-26T20:31:24.479662] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2025-12-26T20:31:24.479802] [INFO ] [sig       ] SEZL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:24.625074] [INFO ] [LOCAL     ] Saved forecast: SEZL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SEZL.txt
[2025-12-26T20:31:24.625277] [INFO ] [sig       ] [2833/3548] Completed SEZL in 0.4s | 2.89 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-26T20:31:24.625323] [INFO ] [sig       ] [2834/3548] Forecasting SF...
[2025-12-26T20:31:24.625354] [INFO ] [sig       ] Generating forecast for: SF
[2025-12-26T20:31:24.625386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-12-26T20:31:24.638484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2025-12-26T20:31:24.639100] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-12-26T20:31:24.640059] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-12-26T20:31:24.640111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:24.640145] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:24.640176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:24.640248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:24.700122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:24.701278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:24.701380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:24.701414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:24.832857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:24.833033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:24.833115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:24.833149] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:24.836866] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: DOWN (p=7.36%)
[2025-12-26T20:31:24.837142] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-12-26T20:31:24.837267] [INFO ] [sig       ] SF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:24.981631] [INFO ] [LOCAL     ] Saved forecast: SF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SF.txt
[2025-12-26T20:31:24.981780] [INFO ] [sig       ] [2834/3548] Completed SF in 0.4s | 2.89 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-26T20:31:24.981819] [INFO ] [sig       ] [2835/3548] Forecasting SFB...
[2025-12-26T20:31:24.981849] [INFO ] [sig       ] Generating forecast for: SFB
[2025-12-26T20:31:24.981879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-12-26T20:31:24.992974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2025-12-26T20:31:24.993383] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-12-26T20:31:24.994251] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-12-26T20:31:24.994306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:24.994368] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:24.994398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:24.994459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:25.052778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:25.053659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:25.053745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:25.053777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:25.162076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:25.162229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:25.162271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:25.162299] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:25.165672] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: DOWN (p=17.78%)
[2025-12-26T20:31:25.165938] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-12-26T20:31:25.166059] [INFO ] [sig       ] SFB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:25.306108] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SFB.txt
[2025-12-26T20:31:25.306235] [INFO ] [sig       ] [2835/3548] Completed SFB in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-26T20:31:25.306274] [INFO ] [sig       ] [2836/3548] Forecasting SFBS...
[2025-12-26T20:31:25.306303] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-12-26T20:31:25.306332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-12-26T20:31:25.317163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2025-12-26T20:31:25.317527] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-12-26T20:31:25.318533] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-12-26T20:31:25.318604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:25.318638] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:25.318667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:25.318726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:25.375527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:25.376200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:25.376292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:25.376325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:25.500241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:25.500423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:25.500480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:25.500509] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:25.504026] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: UP (p=94.35%)
[2025-12-26T20:31:25.504315] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-12-26T20:31:25.504444] [INFO ] [sig       ] SFBS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:25.644675] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SFBS.txt
[2025-12-26T20:31:25.644832] [INFO ] [sig       ] [2836/3548] Completed SFBS in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-26T20:31:25.644872] [INFO ] [sig       ] [2837/3548] Forecasting SFIX...
[2025-12-26T20:31:25.644902] [INFO ] [sig       ] Generating forecast for: SFIX
[2025-12-26T20:31:25.644932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2025-12-26T20:31:25.656024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2025-12-26T20:31:25.656414] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2025-12-26T20:31:25.657225] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2025-12-26T20:31:25.657278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:25.657311] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:25.657338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:25.657397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:25.714664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:25.715332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:25.715409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:25.715440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:25.831949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:25.832105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:25.832147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:25.832174] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:25.835570] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: DOWN (p=8.44%)
[2025-12-26T20:31:25.835854] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2025-12-26T20:31:25.835974] [INFO ] [sig       ] SFIX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:25.981813] [INFO ] [LOCAL     ] Saved forecast: SFIX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SFIX.txt
[2025-12-26T20:31:25.981952] [INFO ] [sig       ] [2837/3548] Completed SFIX in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-26T20:31:25.981991] [INFO ] [sig       ] [2838/3548] Forecasting SFL...
[2025-12-26T20:31:25.982020] [INFO ] [sig       ] Generating forecast for: SFL
[2025-12-26T20:31:25.982050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-12-26T20:31:25.992935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2025-12-26T20:31:25.993296] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-12-26T20:31:25.994107] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-12-26T20:31:25.994169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:25.994223] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:25.994257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:25.994325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:26.061322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:26.062167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:26.062253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:26.062286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:26.189498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:26.189654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:26.189698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:26.189762] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:26.193644] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: UP (p=78.68%)
[2025-12-26T20:31:26.193941] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-12-26T20:31:26.194075] [INFO ] [sig       ] SFL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:26.341382] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SFL.txt
[2025-12-26T20:31:26.341516] [INFO ] [sig       ] [2838/3548] Completed SFL in 0.4s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-26T20:31:26.341554] [INFO ] [sig       ] [2839/3548] Forecasting SFLO...
[2025-12-26T20:31:26.341601] [INFO ] [sig       ] Generating forecast for: SFLO
[2025-12-26T20:31:26.341634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2025-12-26T20:31:26.352210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2025-12-26T20:31:26.352502] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2025-12-26T20:31:26.353287] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2025-12-26T20:31:26.353337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:26.353367] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:26.353392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:26.353448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:26.409407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:26.410015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:26.410090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:26.410122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:26.529960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:26.530104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:26.530143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:26.530171] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:26.533462] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: UP (p=56.68%)
[2025-12-26T20:31:26.533747] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2025-12-26T20:31:26.533868] [INFO ] [sig       ] SFLO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:26.677401] [INFO ] [LOCAL     ] Saved forecast: SFLO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SFLO.txt
[2025-12-26T20:31:26.677560] [INFO ] [sig       ] [2839/3548] Completed SFLO in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-26T20:31:26.677620] [INFO ] [sig       ] [2840/3548] Forecasting SFM...
[2025-12-26T20:31:26.677652] [INFO ] [sig       ] Generating forecast for: SFM
[2025-12-26T20:31:26.677683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2025-12-26T20:31:26.692416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2025-12-26T20:31:26.692921] [INFO ] [FORECASTER] Starting predict_future for SFM
[2025-12-26T20:31:26.693997] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2025-12-26T20:31:26.694061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:26.694104] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:26.694140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:26.694222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:26.755955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:26.756805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:26.756887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:26.756920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:26.877986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:26.878142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:26.878187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:26.878217] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:26.881728] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: UP (p=69.52%)
[2025-12-26T20:31:26.882006] [INFO ] [FORECASTER] Completed predict_future for SFM
[2025-12-26T20:31:26.882132] [INFO ] [sig       ] SFM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:27.026284] [INFO ] [LOCAL     ] Saved forecast: SFM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SFM.txt
[2025-12-26T20:31:27.026411] [INFO ] [sig       ] [2840/3548] Completed SFM in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-26T20:31:27.026450] [INFO ] [sig       ] [2841/3548] Forecasting SFNC...
[2025-12-26T20:31:27.026479] [INFO ] [sig       ] Generating forecast for: SFNC
[2025-12-26T20:31:27.026510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2025-12-26T20:31:27.038074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2025-12-26T20:31:27.038416] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2025-12-26T20:31:27.039240] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2025-12-26T20:31:27.039292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:27.039323] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:27.039349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:27.039405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:27.095930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:27.096731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:27.096813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:27.096844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:27.219914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:27.220079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:27.220120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:27.220148] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:27.223631] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: UP (p=78.99%)
[2025-12-26T20:31:27.223902] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2025-12-26T20:31:27.224033] [INFO ] [sig       ] SFNC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:27.362383] [INFO ] [LOCAL     ] Saved forecast: SFNC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SFNC.txt
[2025-12-26T20:31:27.362494] [INFO ] [sig       ] [2841/3548] Completed SFNC in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-26T20:31:27.362531] [INFO ] [sig       ] [2842/3548] Forecasting SG...
[2025-12-26T20:31:27.362567] [INFO ] [sig       ] Generating forecast for: SG
[2025-12-26T20:31:27.362616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-12-26T20:31:27.373316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2025-12-26T20:31:27.373644] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-12-26T20:31:27.374431] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-12-26T20:31:27.374481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:27.374512] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:27.374538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:27.374614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:27.434213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:27.434865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:27.434947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:27.434980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:27.570979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:27.571153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:27.571211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:27.571252] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:27.576221] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=10.30%)
[2025-12-26T20:31:27.576591] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-12-26T20:31:27.576750] [INFO ] [sig       ] SG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:27.736523] [INFO ] [LOCAL     ] Saved forecast: SG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SG.txt
[2025-12-26T20:31:27.736687] [INFO ] [sig       ] [2842/3548] Completed SG in 0.4s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-26T20:31:27.736729] [INFO ] [sig       ] [2843/3548] Forecasting SGBX...
[2025-12-26T20:31:27.736759] [INFO ] [sig       ] Generating forecast for: SGBX
[2025-12-26T20:31:27.736788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'.
[2025-12-26T20:31:27.748314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGBX'.
[2025-12-26T20:31:27.748699] [INFO ] [FORECASTER] Starting predict_future for SGBX
[2025-12-26T20:31:27.749533] [DEBUG] [LOCAL     ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt
[2025-12-26T20:31:27.749615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:27.749651] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:27.749680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:27.749739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:27.810769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:27.811659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:27.811745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:27.811779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:27.933464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:27.933680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:27.933733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:27.933764] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:27.937358] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: DOWN (p=40.43%)
[2025-12-26T20:31:27.937662] [INFO ] [FORECASTER] Completed predict_future for SGBX
[2025-12-26T20:31:27.937791] [INFO ] [sig       ] SGBX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:28.080954] [INFO ] [LOCAL     ] Saved forecast: SGBX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SGBX.txt
[2025-12-26T20:31:28.081081] [INFO ] [sig       ] [2843/3548] Completed SGBX in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-26T20:31:28.081121] [INFO ] [sig       ] [2844/3548] Forecasting SGC...
[2025-12-26T20:31:28.081153] [INFO ] [sig       ] Generating forecast for: SGC
[2025-12-26T20:31:28.081193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2025-12-26T20:31:28.093837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2025-12-26T20:31:28.094236] [INFO ] [FORECASTER] Starting predict_future for SGC
[2025-12-26T20:31:28.095054] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2025-12-26T20:31:28.095106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:28.095137] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:28.095163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:28.095231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:28.153716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:28.154674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:28.154761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:28.154793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:28.275184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:28.275361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:28.275406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:28.275436] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:28.278984] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: UP (p=71.95%)
[2025-12-26T20:31:28.279269] [INFO ] [FORECASTER] Completed predict_future for SGC
[2025-12-26T20:31:28.279399] [INFO ] [sig       ] SGC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:28.418242] [INFO ] [LOCAL     ] Saved forecast: SGC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SGC.txt
[2025-12-26T20:31:28.418373] [INFO ] [sig       ] [2844/3548] Completed SGC in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-26T20:31:28.418412] [INFO ] [sig       ] [2845/3548] Forecasting SGHC...
[2025-12-26T20:31:28.418441] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-12-26T20:31:28.418471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-12-26T20:31:28.430502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2025-12-26T20:31:28.430906] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-12-26T20:31:28.431826] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-12-26T20:31:28.431877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:28.431908] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:28.431936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:28.431995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:28.489264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:28.490183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:28.490331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:28.490365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:28.609599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:28.609762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:28.609807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:28.609854] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:28.613232] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: UP (p=82.00%)
[2025-12-26T20:31:28.613505] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-12-26T20:31:28.613645] [INFO ] [sig       ] SGHC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:28.755454] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SGHC.txt
[2025-12-26T20:31:28.755587] [INFO ] [sig       ] [2845/3548] Completed SGHC in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-26T20:31:28.755627] [INFO ] [sig       ] [2846/3548] Forecasting SGRY...
[2025-12-26T20:31:28.755657] [INFO ] [sig       ] Generating forecast for: SGRY
[2025-12-26T20:31:28.755686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2025-12-26T20:31:28.766816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2025-12-26T20:31:28.767140] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2025-12-26T20:31:28.767929] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2025-12-26T20:31:28.767979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:28.768010] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:28.768037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:28.768094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:28.825223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:28.825857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:28.825933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:28.825965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:28.948941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:28.949102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:28.949149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:28.949179] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:28.952586] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: DOWN (p=8.16%)
[2025-12-26T20:31:28.952858] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2025-12-26T20:31:28.952985] [INFO ] [sig       ] SGRY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:29.097091] [INFO ] [LOCAL     ] Saved forecast: SGRY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SGRY.txt
[2025-12-26T20:31:29.097219] [INFO ] [sig       ] [2846/3548] Completed SGRY in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-26T20:31:29.097257] [INFO ] [sig       ] [2847/3548] Forecasting SHAK...
[2025-12-26T20:31:29.097287] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-12-26T20:31:29.097316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-12-26T20:31:29.108454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2025-12-26T20:31:29.108827] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-12-26T20:31:29.109647] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-12-26T20:31:29.109698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:29.109731] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:29.109757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:29.109815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:29.166341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:29.166996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:29.167075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:29.167106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:29.284874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:29.285014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:29.285053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:29.285080] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:29.288473] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: UP (p=72.27%)
[2025-12-26T20:31:29.288766] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-12-26T20:31:29.288907] [INFO ] [sig       ] SHAK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:29.435458] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SHAK.txt
[2025-12-26T20:31:29.435591] [INFO ] [sig       ] [2847/3548] Completed SHAK in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-26T20:31:29.435632] [INFO ] [sig       ] [2848/3548] Forecasting SHBI...
[2025-12-26T20:31:29.435662] [INFO ] [sig       ] Generating forecast for: SHBI
[2025-12-26T20:31:29.435692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2025-12-26T20:31:29.446624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2025-12-26T20:31:29.446947] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2025-12-26T20:31:29.447752] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2025-12-26T20:31:29.447803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:29.447836] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:29.447864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:29.447923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:29.504444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:29.505099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:29.505175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:29.505206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:29.625269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:29.625417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:29.625458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:29.625486] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:29.628959] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: DOWN (p=8.47%)
[2025-12-26T20:31:29.629230] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2025-12-26T20:31:29.629352] [INFO ] [sig       ] SHBI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:29.778348] [INFO ] [LOCAL     ] Saved forecast: SHBI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SHBI.txt
[2025-12-26T20:31:29.778525] [INFO ] [sig       ] [2848/3548] Completed SHBI in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-26T20:31:29.778564] [INFO ] [sig       ] [2849/3548] Forecasting SHC...
[2025-12-26T20:31:29.778616] [INFO ] [sig       ] Generating forecast for: SHC
[2025-12-26T20:31:29.778646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2025-12-26T20:31:29.790518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2025-12-26T20:31:29.790947] [INFO ] [FORECASTER] Starting predict_future for SHC
[2025-12-26T20:31:29.791785] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2025-12-26T20:31:29.791839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:29.791871] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:29.791899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:29.791977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:29.850230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:29.851204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:29.851300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:29.851336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:29.976276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:29.976443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:29.976488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:29.976518] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:29.980000] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: UP (p=96.99%)
[2025-12-26T20:31:29.980282] [INFO ] [FORECASTER] Completed predict_future for SHC
[2025-12-26T20:31:29.980414] [INFO ] [sig       ] SHC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:30.120343] [INFO ] [LOCAL     ] Saved forecast: SHC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SHC.txt
[2025-12-26T20:31:30.120480] [INFO ] [sig       ] [2849/3548] Completed SHC in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-26T20:31:30.120518] [INFO ] [sig       ] [2850/3548] Forecasting SHCO...
[2025-12-26T20:31:30.120547] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-12-26T20:31:30.120593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-12-26T20:31:30.131040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHCO'.
[2025-12-26T20:31:30.131348] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-12-26T20:31:30.132159] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-12-26T20:31:30.132210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:30.132242] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:30.132271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:30.132328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:30.189846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:30.190541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:30.190638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:30.190671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:30.311521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:30.311681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:30.311726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:30.311754] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:30.315144] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=70.40%)
[2025-12-26T20:31:30.315421] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-12-26T20:31:30.315547] [INFO ] [sig       ] SHCO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:30.454839] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SHCO.txt
[2025-12-26T20:31:30.454956] [INFO ] [sig       ] [2850/3548] Completed SHCO in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-26T20:31:30.454994] [INFO ] [sig       ] [2851/3548] Forecasting SHEL...
[2025-12-26T20:31:30.455023] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-12-26T20:31:30.455051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-12-26T20:31:30.465604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2025-12-26T20:31:30.465935] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-12-26T20:31:30.466741] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-12-26T20:31:30.466807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:30.466841] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:30.466869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:30.466927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:30.523783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:30.524417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:30.524493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:30.524525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:30.645702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:30.645868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:30.645912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:30.645942] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:30.649764] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: DOWN (p=9.76%)
[2025-12-26T20:31:30.650036] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-12-26T20:31:30.650163] [INFO ] [sig       ] SHEL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:30.790530] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SHEL.txt
[2025-12-26T20:31:30.790667] [INFO ] [sig       ] [2851/3548] Completed SHEL in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-26T20:31:30.790706] [INFO ] [sig       ] [2852/3548] Forecasting SHEN...
[2025-12-26T20:31:30.790736] [INFO ] [sig       ] Generating forecast for: SHEN
[2025-12-26T20:31:30.790765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2025-12-26T20:31:30.802628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2025-12-26T20:31:30.802958] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2025-12-26T20:31:30.803783] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2025-12-26T20:31:30.803844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:30.803904] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:30.803934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:30.803994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:30.864725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:30.865670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:30.865752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:30.865785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:30.986916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:30.987054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:30.987096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:30.987125] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:30.990520] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: DOWN (p=10.08%)
[2025-12-26T20:31:30.990813] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2025-12-26T20:31:30.990938] [INFO ] [sig       ] SHEN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:31.137554] [INFO ] [LOCAL     ] Saved forecast: SHEN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SHEN.txt
[2025-12-26T20:31:31.137726] [INFO ] [sig       ] [2852/3548] Completed SHEN in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-26T20:31:31.137767] [INFO ] [sig       ] [2853/3548] Forecasting SHFS...
[2025-12-26T20:31:31.137796] [INFO ] [sig       ] Generating forecast for: SHFS
[2025-12-26T20:31:31.137826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'.
[2025-12-26T20:31:31.150828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHFS'.
[2025-12-26T20:31:31.151171] [INFO ] [FORECASTER] Starting predict_future for SHFS
[2025-12-26T20:31:31.152154] [DEBUG] [LOCAL     ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt
[2025-12-26T20:31:31.152208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:31.152240] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:31.152268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:31.152332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:31.210159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:31.210882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:31.210975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:31.211010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:31.326449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:31.326599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:31.326647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:31.326677] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:31.330207] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-12-26T20:31:31.330479] [INFO ] [FORECASTER] Completed predict_future for SHFS
[2025-12-26T20:31:31.330621] [INFO ] [sig       ] SHFS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:31.476335] [INFO ] [LOCAL     ] Saved forecast: SHFS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SHFS.txt
[2025-12-26T20:31:31.476467] [INFO ] [sig       ] [2853/3548] Completed SHFS in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-26T20:31:31.476506] [INFO ] [sig       ] [2854/3548] Forecasting SHG...
[2025-12-26T20:31:31.476536] [INFO ] [sig       ] Generating forecast for: SHG
[2025-12-26T20:31:31.476565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-12-26T20:31:31.490898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2025-12-26T20:31:31.491440] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-12-26T20:31:31.492548] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-12-26T20:31:31.492635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:31.492680] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:31.492716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:31.492795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:31.552469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:31.553369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:31.553456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:31.553489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:31.675530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:31.675711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:31.675753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:31.675781] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:31.679242] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: UP (p=91.00%)
[2025-12-26T20:31:31.679555] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-12-26T20:31:31.679715] [INFO ] [sig       ] SHG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:31.823216] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SHG.txt
[2025-12-26T20:31:31.823362] [INFO ] [sig       ] [2854/3548] Completed SHG in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-26T20:31:31.823402] [INFO ] [sig       ] [2855/3548] Forecasting SHIP...
[2025-12-26T20:31:31.823430] [INFO ] [sig       ] Generating forecast for: SHIP
[2025-12-26T20:31:31.823461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2025-12-26T20:31:31.835021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2025-12-26T20:31:31.835351] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2025-12-26T20:31:31.836202] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2025-12-26T20:31:31.836254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:31.836286] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:31.836328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:31.836389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:31.893101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:31.893779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:31.893858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:31.893889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:32.013245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:32.013398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:32.013439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:32.013499] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:32.016938] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: DOWN (p=0.78%)
[2025-12-26T20:31:32.017211] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2025-12-26T20:31:32.017336] [INFO ] [sig       ] SHIP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:32.161680] [INFO ] [LOCAL     ] Saved forecast: SHIP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SHIP.txt
[2025-12-26T20:31:32.161815] [INFO ] [sig       ] [2855/3548] Completed SHIP in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-26T20:31:32.161853] [INFO ] [sig       ] [2856/3548] Forecasting SHLS...
[2025-12-26T20:31:32.161882] [INFO ] [sig       ] Generating forecast for: SHLS
[2025-12-26T20:31:32.161913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2025-12-26T20:31:32.173014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2025-12-26T20:31:32.173344] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2025-12-26T20:31:32.174222] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2025-12-26T20:31:32.174273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:32.174304] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:32.174330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:32.174387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:32.230981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:32.231680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:32.231770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:32.231803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:32.352584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:32.352717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:32.352757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:32.352785] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:32.356100] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: UP (p=79.69%)
[2025-12-26T20:31:32.356381] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2025-12-26T20:31:32.356506] [INFO ] [sig       ] SHLS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:32.495063] [INFO ] [LOCAL     ] Saved forecast: SHLS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SHLS.txt
[2025-12-26T20:31:32.495212] [INFO ] [sig       ] [2856/3548] Completed SHLS in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-26T20:31:32.495250] [INFO ] [sig       ] [2857/3548] Forecasting SHO...
[2025-12-26T20:31:32.495279] [INFO ] [sig       ] Generating forecast for: SHO
[2025-12-26T20:31:32.495309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-12-26T20:31:32.505758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2025-12-26T20:31:32.506096] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-12-26T20:31:32.506884] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-12-26T20:31:32.506934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:32.506965] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:32.506992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:32.507050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:32.565082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:32.565760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:32.565840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:32.565873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:32.686174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:32.686317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:32.686360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:32.686392] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:32.689748] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: DOWN (p=42.00%)
[2025-12-26T20:31:32.690011] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-12-26T20:31:32.690130] [INFO ] [sig       ] SHO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:32.833185] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SHO.txt
[2025-12-26T20:31:32.833319] [INFO ] [sig       ] [2857/3548] Completed SHO in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-26T20:31:32.833358] [INFO ] [sig       ] [2858/3548] Forecasting SHOC...
[2025-12-26T20:31:32.833386] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-12-26T20:31:32.833422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-12-26T20:31:32.844454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2025-12-26T20:31:32.844789] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-12-26T20:31:32.845599] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-12-26T20:31:32.845650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:32.845682] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:32.845708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:32.845765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:32.902489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:32.903201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:32.903280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:32.903314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:33.014988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:33.015158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:33.015202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:33.015231] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:33.018551] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: DOWN (p=0.30%)
[2025-12-26T20:31:33.018835] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-12-26T20:31:33.018978] [INFO ] [sig       ] SHOC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:33.159522] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SHOC.txt
[2025-12-26T20:31:33.159698] [INFO ] [sig       ] [2858/3548] Completed SHOC in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-26T20:31:33.159740] [INFO ] [sig       ] [2859/3548] Forecasting SHOO...
[2025-12-26T20:31:33.159769] [INFO ] [sig       ] Generating forecast for: SHOO
[2025-12-26T20:31:33.159799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2025-12-26T20:31:33.170958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2025-12-26T20:31:33.171328] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2025-12-26T20:31:33.172176] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2025-12-26T20:31:33.172229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:33.172263] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:33.172290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:33.172349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:33.228815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:33.229719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:33.229800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:33.229833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:33.350112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:33.350252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:33.350298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:33.350332] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:33.353712] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: DOWN (p=2.48%)
[2025-12-26T20:31:33.353981] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2025-12-26T20:31:33.354100] [INFO ] [sig       ] SHOO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:33.493717] [INFO ] [LOCAL     ] Saved forecast: SHOO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SHOO.txt
[2025-12-26T20:31:33.493845] [INFO ] [sig       ] [2859/3548] Completed SHOO in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-26T20:31:33.493884] [INFO ] [sig       ] [2860/3548] Forecasting SHOP...
[2025-12-26T20:31:33.493913] [INFO ] [sig       ] Generating forecast for: SHOP
[2025-12-26T20:31:33.493942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2025-12-26T20:31:33.505615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2025-12-26T20:31:33.505924] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2025-12-26T20:31:33.506732] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2025-12-26T20:31:33.506784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:33.506815] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:33.506841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:33.506899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:33.567426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:33.568247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:33.568326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:33.568358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:33.688563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:33.688727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:33.688769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:33.688797] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:33.692290] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: UP (p=50.22%)
[2025-12-26T20:31:33.692556] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2025-12-26T20:31:33.692694] [INFO ] [sig       ] SHOP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:33.832820] [INFO ] [LOCAL     ] Saved forecast: SHOP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SHOP.txt
[2025-12-26T20:31:33.832947] [INFO ] [sig       ] [2860/3548] Completed SHOP in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-26T20:31:33.832985] [INFO ] [sig       ] [2861/3548] Forecasting SHY...
[2025-12-26T20:31:33.833014] [INFO ] [sig       ] Generating forecast for: SHY
[2025-12-26T20:31:33.833044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2025-12-26T20:31:33.843941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2025-12-26T20:31:33.844257] [INFO ] [FORECASTER] Starting predict_future for SHY
[2025-12-26T20:31:33.845039] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2025-12-26T20:31:33.845089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:33.845120] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:33.845146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:33.845204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:33.902305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:33.903018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:33.903096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:33.903128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:34.021917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:34.022055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:34.022094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:34.022123] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:34.025471] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: DOWN (p=9.27%)
[2025-12-26T20:31:34.025753] [INFO ] [FORECASTER] Completed predict_future for SHY
[2025-12-26T20:31:34.025874] [INFO ] [sig       ] SHY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:34.165962] [INFO ] [LOCAL     ] Saved forecast: SHY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SHY.txt
[2025-12-26T20:31:34.166116] [INFO ] [sig       ] [2861/3548] Completed SHY in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-26T20:31:34.166155] [INFO ] [sig       ] [2862/3548] Forecasting SIBN...
[2025-12-26T20:31:34.166184] [INFO ] [sig       ] Generating forecast for: SIBN
[2025-12-26T20:31:34.166215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2025-12-26T20:31:34.178939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2025-12-26T20:31:34.179393] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2025-12-26T20:31:34.180259] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2025-12-26T20:31:34.180329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:34.180360] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:34.180388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:34.180446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:34.239272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:34.239957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:34.240065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:34.240100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:34.361765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:34.361936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:34.361987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:34.362022] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:34.366265] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=3.41%)
[2025-12-26T20:31:34.366622] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2025-12-26T20:31:34.366776] [INFO ] [sig       ] SIBN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:34.510643] [INFO ] [LOCAL     ] Saved forecast: SIBN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SIBN.txt
[2025-12-26T20:31:34.510783] [INFO ] [sig       ] [2862/3548] Completed SIBN in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-26T20:31:34.510825] [INFO ] [sig       ] [2863/3548] Forecasting SID...
[2025-12-26T20:31:34.510855] [INFO ] [sig       ] Generating forecast for: SID
[2025-12-26T20:31:34.510887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-12-26T20:31:34.522977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2025-12-26T20:31:34.523362] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-12-26T20:31:34.524181] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-12-26T20:31:34.524232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:34.524262] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:34.524287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:34.524344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:34.581589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:34.582398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:34.582480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:34.582512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:34.701300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:34.701457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:34.701500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:34.701529] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:34.704960] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: UP (p=98.95%)
[2025-12-26T20:31:34.705231] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-12-26T20:31:34.705353] [INFO ] [sig       ] SID: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:34.844288] [INFO ] [LOCAL     ] Saved forecast: SID	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SID.txt
[2025-12-26T20:31:34.844420] [INFO ] [sig       ] [2863/3548] Completed SID in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-26T20:31:34.844459] [INFO ] [sig       ] [2864/3548] Forecasting SIEB...
[2025-12-26T20:31:34.844487] [INFO ] [sig       ] Generating forecast for: SIEB
[2025-12-26T20:31:34.844518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2025-12-26T20:31:34.855238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2025-12-26T20:31:34.855553] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2025-12-26T20:31:34.856323] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2025-12-26T20:31:34.856374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:34.856404] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:34.856430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:34.856487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:34.912673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:34.913331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:34.913408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:34.913439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:35.027094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:35.027248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:35.027289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:35.027316] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:35.030705] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: UP (p=93.66%)
[2025-12-26T20:31:35.030969] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2025-12-26T20:31:35.031091] [INFO ] [sig       ] SIEB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:35.170923] [INFO ] [LOCAL     ] Saved forecast: SIEB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SIEB.txt
[2025-12-26T20:31:35.171060] [INFO ] [sig       ] [2864/3548] Completed SIEB in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-26T20:31:35.171100] [INFO ] [sig       ] [2865/3548] Forecasting SIFY...
[2025-12-26T20:31:35.171129] [INFO ] [sig       ] Generating forecast for: SIFY
[2025-12-26T20:31:35.171170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2025-12-26T20:31:35.182929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2025-12-26T20:31:35.183372] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2025-12-26T20:31:35.184234] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2025-12-26T20:31:35.184285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:35.184317] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:35.184343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:35.184410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:35.241451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:35.242440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:35.242560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:35.242613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:35.360558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:35.360728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:35.360771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:35.360802] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:35.364187] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: DOWN (p=31.80%)
[2025-12-26T20:31:35.364472] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2025-12-26T20:31:35.364618] [INFO ] [sig       ] SIFY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:35.514841] [INFO ] [LOCAL     ] Saved forecast: SIFY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SIFY.txt
[2025-12-26T20:31:35.514992] [INFO ] [sig       ] [2865/3548] Completed SIFY in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-26T20:31:35.515045] [INFO ] [sig       ] [2866/3548] Forecasting SIG...
[2025-12-26T20:31:35.515076] [INFO ] [sig       ] Generating forecast for: SIG
[2025-12-26T20:31:35.515107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-12-26T20:31:35.525422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2025-12-26T20:31:35.525762] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-12-26T20:31:35.526514] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-12-26T20:31:35.526565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:35.526625] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:35.526652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:35.526710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:35.584081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:35.584723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:35.584799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:35.584831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:35.700672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:35.700832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:35.700876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:35.700906] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:35.704422] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-12-26T20:31:35.704732] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-12-26T20:31:35.704867] [INFO ] [sig       ] SIG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:35.847590] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SIG.txt
[2025-12-26T20:31:35.847715] [INFO ] [sig       ] [2866/3548] Completed SIG in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-26T20:31:35.847753] [INFO ] [sig       ] [2867/3548] Forecasting SIGA...
[2025-12-26T20:31:35.847781] [INFO ] [sig       ] Generating forecast for: SIGA
[2025-12-26T20:31:35.847812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2025-12-26T20:31:35.859139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2025-12-26T20:31:35.859482] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2025-12-26T20:31:35.860285] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2025-12-26T20:31:35.860337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:35.860367] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:35.860394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:35.860454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:35.917737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:35.918322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:35.918398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:35.918429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:36.038227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:36.038374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:36.038420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:36.038449] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:36.041978] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: UP (p=62.00%)
[2025-12-26T20:31:36.042248] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2025-12-26T20:31:36.042397] [INFO ] [sig       ] SIGA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:36.189030] [INFO ] [LOCAL     ] Saved forecast: SIGA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SIGA.txt
[2025-12-26T20:31:36.189205] [INFO ] [sig       ] [2867/3548] Completed SIGA in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-26T20:31:36.189252] [INFO ] [sig       ] [2868/3548] Forecasting SIGI...
[2025-12-26T20:31:36.189283] [INFO ] [sig       ] Generating forecast for: SIGI
[2025-12-26T20:31:36.189315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2025-12-26T20:31:36.202504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2025-12-26T20:31:36.203069] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2025-12-26T20:31:36.204083] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2025-12-26T20:31:36.204145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:36.204179] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:36.204207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:36.204265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:36.269929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:36.271101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:36.271204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:36.271252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:36.406209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:36.406370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:36.406418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:36.406447] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:36.410346] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: UP (p=81.67%)
[2025-12-26T20:31:36.410681] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2025-12-26T20:31:36.410817] [INFO ] [sig       ] SIGI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:36.624763] [INFO ] [LOCAL     ] Saved forecast: SIGI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SIGI.txt
[2025-12-26T20:31:36.624976] [INFO ] [sig       ] [2868/3548] Completed SIGI in 0.4s | 2.89 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-26T20:31:36.625031] [INFO ] [sig       ] [2869/3548] Forecasting SII...
[2025-12-26T20:31:36.625067] [INFO ] [sig       ] Generating forecast for: SII
[2025-12-26T20:31:36.625105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-12-26T20:31:36.639522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2025-12-26T20:31:36.640011] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-12-26T20:31:36.640911] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-12-26T20:31:36.640967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:36.641030] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:36.641059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:36.641119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:36.709305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:36.710493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:36.710625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:36.710678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:36.861502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:36.861718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:36.861815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:36.861870] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:36.867173] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: UP (p=84.86%)
[2025-12-26T20:31:36.867667] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-12-26T20:31:36.867875] [INFO ] [sig       ] SII: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:37.029203] [INFO ] [LOCAL     ] Saved forecast: SII	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SII.txt
[2025-12-26T20:31:37.029375] [INFO ] [sig       ] [2869/3548] Completed SII in 0.4s | 2.89 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-26T20:31:37.029417] [INFO ] [sig       ] [2870/3548] Forecasting SIMO...
[2025-12-26T20:31:37.029445] [INFO ] [sig       ] Generating forecast for: SIMO
[2025-12-26T20:31:37.029477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2025-12-26T20:31:37.043122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2025-12-26T20:31:37.043627] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2025-12-26T20:31:37.044523] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2025-12-26T20:31:37.044599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:37.044636] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:37.044668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:37.044750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:37.105320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:37.106300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:37.106406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:37.106450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:37.227443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:37.227620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:37.227669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:37.227699] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:37.231196] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2025-12-26T20:31:37.231479] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2025-12-26T20:31:37.231627] [INFO ] [sig       ] SIMO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:37.378443] [INFO ] [LOCAL     ] Saved forecast: SIMO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SIMO.txt
[2025-12-26T20:31:37.378616] [INFO ] [sig       ] [2870/3548] Completed SIMO in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-26T20:31:37.378658] [INFO ] [sig       ] [2871/3548] Forecasting SIRI...
[2025-12-26T20:31:37.378688] [INFO ] [sig       ] Generating forecast for: SIRI
[2025-12-26T20:31:37.378720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2025-12-26T20:31:37.390564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2025-12-26T20:31:37.390949] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2025-12-26T20:31:37.391852] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2025-12-26T20:31:37.391918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:37.391961] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:37.391998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:37.392079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:37.451814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:37.452744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:37.452850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:37.452885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:37.579191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:37.579349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:37.579394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:37.579424] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:37.582901] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: UP (p=97.06%)
[2025-12-26T20:31:37.583181] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2025-12-26T20:31:37.583308] [INFO ] [sig       ] SIRI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:37.732091] [INFO ] [LOCAL     ] Saved forecast: SIRI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SIRI.txt
[2025-12-26T20:31:37.732251] [INFO ] [sig       ] [2871/3548] Completed SIRI in 0.4s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-26T20:31:37.732292] [INFO ] [sig       ] [2872/3548] Forecasting SITC...
[2025-12-26T20:31:37.732324] [INFO ] [sig       ] Generating forecast for: SITC
[2025-12-26T20:31:37.732358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-12-26T20:31:37.743860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2025-12-26T20:31:37.744230] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-12-26T20:31:37.745056] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-12-26T20:31:37.745110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:37.745142] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:37.745170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:37.745230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:37.803710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:37.804555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:37.804660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:37.804695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:37.926249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:37.926399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:37.926441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:37.926502] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:37.929925] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: DOWN (p=39.07%)
[2025-12-26T20:31:37.930208] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-12-26T20:31:37.930340] [INFO ] [sig       ] SITC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:38.074996] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SITC.txt
[2025-12-26T20:31:38.075129] [INFO ] [sig       ] [2872/3548] Completed SITC in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-26T20:31:38.075168] [INFO ] [sig       ] [2873/3548] Forecasting SITE...
[2025-12-26T20:31:38.075198] [INFO ] [sig       ] Generating forecast for: SITE
[2025-12-26T20:31:38.075228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-12-26T20:31:38.086165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2025-12-26T20:31:38.086503] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-12-26T20:31:38.087299] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-12-26T20:31:38.087350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:38.087396] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:38.087424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:38.087481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:38.147113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:38.148003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:38.148089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:38.148122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:38.270848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:38.271003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:38.271048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:38.271078] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:38.274705] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: DOWN (p=12.50%)
[2025-12-26T20:31:38.275031] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-12-26T20:31:38.275204] [INFO ] [sig       ] SITE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:38.424450] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SITE.txt
[2025-12-26T20:31:38.424610] [INFO ] [sig       ] [2873/3548] Completed SITE in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-26T20:31:38.424654] [INFO ] [sig       ] [2874/3548] Forecasting SITM...
[2025-12-26T20:31:38.424685] [INFO ] [sig       ] Generating forecast for: SITM
[2025-12-26T20:31:38.424715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2025-12-26T20:31:38.436504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2025-12-26T20:31:38.436956] [INFO ] [FORECASTER] Starting predict_future for SITM
[2025-12-26T20:31:38.437860] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2025-12-26T20:31:38.437914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:38.437945] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:38.437979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:38.438062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:38.502658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:38.503612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:38.503699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:38.503732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:38.628474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:38.628646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:38.628692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:38.628721] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:38.632228] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: DOWN (p=9.33%)
[2025-12-26T20:31:38.632507] [INFO ] [FORECASTER] Completed predict_future for SITM
[2025-12-26T20:31:38.632651] [INFO ] [sig       ] SITM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:38.775018] [INFO ] [LOCAL     ] Saved forecast: SITM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SITM.txt
[2025-12-26T20:31:38.775139] [INFO ] [sig       ] [2874/3548] Completed SITM in 0.4s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-26T20:31:38.775178] [INFO ] [sig       ] [2875/3548] Forecasting SIXG...
[2025-12-26T20:31:38.775206] [INFO ] [sig       ] Generating forecast for: SIXG
[2025-12-26T20:31:38.775237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2025-12-26T20:31:38.785892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2025-12-26T20:31:38.786217] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2025-12-26T20:31:38.786993] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2025-12-26T20:31:38.787044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:38.787076] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:38.787102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:38.787159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:38.843514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:38.844126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:38.844202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:38.844234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:38.961213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:38.961342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:38.961390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:38.961424] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:38.964711] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: UP (p=63.16%)
[2025-12-26T20:31:38.964977] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2025-12-26T20:31:38.965098] [INFO ] [sig       ] SIXG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:39.105202] [INFO ] [LOCAL     ] Saved forecast: SIXG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SIXG.txt
[2025-12-26T20:31:39.105321] [INFO ] [sig       ] [2875/3548] Completed SIXG in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-26T20:31:39.105359] [INFO ] [sig       ] [2876/3548] Forecasting SJM...
[2025-12-26T20:31:39.105387] [INFO ] [sig       ] Generating forecast for: SJM
[2025-12-26T20:31:39.105417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-12-26T20:31:39.116433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2025-12-26T20:31:39.116780] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-12-26T20:31:39.117534] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-12-26T20:31:39.117604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:39.117637] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:39.117664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:39.117722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:39.180569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:39.181348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:39.181427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:39.181459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:39.298033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:39.298171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:39.298213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:39.298241] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:39.301606] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: UP (p=65.53%)
[2025-12-26T20:31:39.301873] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-12-26T20:31:39.301993] [INFO ] [sig       ] SJM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:39.447975] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SJM.txt
[2025-12-26T20:31:39.448087] [INFO ] [sig       ] [2876/3548] Completed SJM in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-26T20:31:39.448124] [INFO ] [sig       ] [2877/3548] Forecasting SKE...
[2025-12-26T20:31:39.448180] [INFO ] [sig       ] Generating forecast for: SKE
[2025-12-26T20:31:39.448212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-12-26T20:31:39.459714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2025-12-26T20:31:39.460021] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-12-26T20:31:39.460855] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-12-26T20:31:39.460908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:39.460940] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:39.460968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:39.461031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:39.518309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:39.518945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:39.519021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:39.519053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:39.637482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:39.637648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:39.637690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:39.637718] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:39.641086] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: UP (p=83.45%)
[2025-12-26T20:31:39.641351] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-12-26T20:31:39.641474] [INFO ] [sig       ] SKE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:39.786136] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SKE.txt
[2025-12-26T20:31:39.786257] [INFO ] [sig       ] [2877/3548] Completed SKE in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-26T20:31:39.786295] [INFO ] [sig       ] [2878/3548] Forecasting SKIL...
[2025-12-26T20:31:39.786323] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-12-26T20:31:39.786353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-12-26T20:31:39.797540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2025-12-26T20:31:39.797888] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-12-26T20:31:39.798671] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-12-26T20:31:39.798723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:39.798753] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:39.798780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:39.798836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:39.855784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:39.856370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:39.856446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:39.856482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:39.973791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:39.973940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:39.973983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:39.974011] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:39.977380] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=16.81%)
[2025-12-26T20:31:39.977666] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-12-26T20:31:39.977788] [INFO ] [sig       ] SKIL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:40.116291] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SKIL.txt
[2025-12-26T20:31:40.116404] [INFO ] [sig       ] [2878/3548] Completed SKIL in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-26T20:31:40.116441] [INFO ] [sig       ] [2879/3548] Forecasting SKIN...
[2025-12-26T20:31:40.116470] [INFO ] [sig       ] Generating forecast for: SKIN
[2025-12-26T20:31:40.116502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2025-12-26T20:31:40.127540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2025-12-26T20:31:40.127873] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2025-12-26T20:31:40.128644] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2025-12-26T20:31:40.128695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:40.128726] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:40.128753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:40.128810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:40.185328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:40.185948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:40.186050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:40.186083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:40.308998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:40.309136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:40.309178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:40.309206] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:40.312595] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: UP (p=97.60%)
[2025-12-26T20:31:40.312871] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2025-12-26T20:31:40.312995] [INFO ] [sig       ] SKIN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:40.453982] [INFO ] [LOCAL     ] Saved forecast: SKIN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SKIN.txt
[2025-12-26T20:31:40.454136] [INFO ] [sig       ] [2879/3548] Completed SKIN in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-26T20:31:40.454176] [INFO ] [sig       ] [2880/3548] Forecasting SKLZ...
[2025-12-26T20:31:40.454205] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-12-26T20:31:40.454237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-12-26T20:31:40.466249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2025-12-26T20:31:40.466695] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-12-26T20:31:40.467541] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-12-26T20:31:40.467624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:40.467660] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:40.467688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:40.467747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:40.525490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:40.526278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:40.526358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:40.526390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:40.646815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:40.646964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:40.647004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:40.647050] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:40.650395] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: UP (p=92.38%)
[2025-12-26T20:31:40.650679] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-12-26T20:31:40.650799] [INFO ] [sig       ] SKLZ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:40.795991] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SKLZ.txt
[2025-12-26T20:31:40.796137] [INFO ] [sig       ] [2880/3548] Completed SKLZ in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-26T20:31:40.796177] [INFO ] [sig       ] [2881/3548] Forecasting SKM...
[2025-12-26T20:31:40.796206] [INFO ] [sig       ] Generating forecast for: SKM
[2025-12-26T20:31:40.796239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-12-26T20:31:40.807589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2025-12-26T20:31:40.807892] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-12-26T20:31:40.808681] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-12-26T20:31:40.808733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:40.808764] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:40.808791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:40.808848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:40.865742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:40.866360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:40.866436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:40.866467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:40.988806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:40.988966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:40.989008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:40.989037] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:40.992373] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=73.38%)
[2025-12-26T20:31:40.992664] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-12-26T20:31:40.992786] [INFO ] [sig       ] SKM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:41.186345] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SKM.txt
[2025-12-26T20:31:41.186480] [INFO ] [sig       ] [2881/3548] Completed SKM in 0.4s | 2.89 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-26T20:31:41.186521] [INFO ] [sig       ] [2882/3548] Forecasting SKRE...
[2025-12-26T20:31:41.186552] [INFO ] [sig       ] Generating forecast for: SKRE
[2025-12-26T20:31:41.186610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2025-12-26T20:31:41.197005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2025-12-26T20:31:41.197334] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2025-12-26T20:31:41.198120] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2025-12-26T20:31:41.198170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:41.198202] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:41.198228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:41.198285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:41.255358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:41.256010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:41.256087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:41.256135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:41.374463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:41.374606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:41.374650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:41.374681] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:41.378002] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: DOWN (p=12.21%)
[2025-12-26T20:31:41.378276] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2025-12-26T20:31:41.378406] [INFO ] [sig       ] SKRE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:41.522007] [INFO ] [LOCAL     ] Saved forecast: SKRE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SKRE.txt
[2025-12-26T20:31:41.522154] [INFO ] [sig       ] [2882/3548] Completed SKRE in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-26T20:31:41.522194] [INFO ] [sig       ] [2883/3548] Forecasting SKWD...
[2025-12-26T20:31:41.522224] [INFO ] [sig       ] Generating forecast for: SKWD
[2025-12-26T20:31:41.522253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2025-12-26T20:31:41.533459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2025-12-26T20:31:41.533783] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2025-12-26T20:31:41.534529] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2025-12-26T20:31:41.534597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:41.534633] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:41.534661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:41.534718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:41.592019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:41.592679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:41.592756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:41.592788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:41.710594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:41.710741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:41.710783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:41.710811] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:41.714158] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: DOWN (p=32.16%)
[2025-12-26T20:31:41.714426] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2025-12-26T20:31:41.714546] [INFO ] [sig       ] SKWD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:41.856040] [INFO ] [LOCAL     ] Saved forecast: SKWD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SKWD.txt
[2025-12-26T20:31:41.856154] [INFO ] [sig       ] [2883/3548] Completed SKWD in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-26T20:31:41.856191] [INFO ] [sig       ] [2884/3548] Forecasting SKY...
[2025-12-26T20:31:41.856220] [INFO ] [sig       ] Generating forecast for: SKY
[2025-12-26T20:31:41.856249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-12-26T20:31:41.867326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2025-12-26T20:31:41.867683] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-12-26T20:31:41.868441] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-12-26T20:31:41.868493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:41.868524] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:41.868592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:41.868655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:41.926318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:41.926951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:41.927027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:41.927059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:42.050757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:42.050887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:42.050928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:42.050957] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:42.054218] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: DOWN (p=41.24%)
[2025-12-26T20:31:42.054481] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-12-26T20:31:42.054622] [INFO ] [sig       ] SKY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:42.208184] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SKY.txt
[2025-12-26T20:31:42.208328] [INFO ] [sig       ] [2884/3548] Completed SKY in 0.4s | 2.89 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-26T20:31:42.208368] [INFO ] [sig       ] [2885/3548] Forecasting SKYH...
[2025-12-26T20:31:42.208397] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-12-26T20:31:42.208426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-12-26T20:31:42.220369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2025-12-26T20:31:42.220756] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-12-26T20:31:42.221567] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-12-26T20:31:42.221644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:42.221676] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:42.221701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:42.221757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:42.279790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:42.280597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:42.280683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:42.280718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:42.399646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:42.399795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:42.399837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:42.399866] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:42.403212] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: UP (p=91.96%)
[2025-12-26T20:31:42.403480] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-12-26T20:31:42.403624] [INFO ] [sig       ] SKYH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:42.544104] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SKYH.txt
[2025-12-26T20:31:42.544249] [INFO ] [sig       ] [2885/3548] Completed SKYH in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-26T20:31:42.544289] [INFO ] [sig       ] [2886/3548] Forecasting SKYX...
[2025-12-26T20:31:42.544319] [INFO ] [sig       ] Generating forecast for: SKYX
[2025-12-26T20:31:42.544350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2025-12-26T20:31:42.555077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2025-12-26T20:31:42.555400] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2025-12-26T20:31:42.556191] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2025-12-26T20:31:42.556242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:42.556298] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:42.556326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:42.556384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:42.615420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:42.616351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:42.616434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:42.616468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:42.732258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:42.732408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:42.732450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:42.732478] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:42.735824] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: UP (p=79.29%)
[2025-12-26T20:31:42.736089] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2025-12-26T20:31:42.736210] [INFO ] [sig       ] SKYX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:42.883200] [INFO ] [LOCAL     ] Saved forecast: SKYX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SKYX.txt
[2025-12-26T20:31:42.883357] [INFO ] [sig       ] [2886/3548] Completed SKYX in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-26T20:31:42.883397] [INFO ] [sig       ] [2887/3548] Forecasting SKYY...
[2025-12-26T20:31:42.883425] [INFO ] [sig       ] Generating forecast for: SKYY
[2025-12-26T20:31:42.883455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2025-12-26T20:31:42.894607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2025-12-26T20:31:42.894983] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2025-12-26T20:31:42.895813] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2025-12-26T20:31:42.895865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:42.895907] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:42.895939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:42.895997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:42.962245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:42.963105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:42.963189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:42.963222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:43.090533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:43.090757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:43.090811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:43.090841] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:43.094327] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: UP (p=61.99%)
[2025-12-26T20:31:43.094624] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2025-12-26T20:31:43.094748] [INFO ] [sig       ] SKYY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:43.236032] [INFO ] [LOCAL     ] Saved forecast: SKYY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SKYY.txt
[2025-12-26T20:31:43.236148] [INFO ] [sig       ] [2887/3548] Completed SKYY in 0.4s | 2.89 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-26T20:31:43.236187] [INFO ] [sig       ] [2888/3548] Forecasting SLAB...
[2025-12-26T20:31:43.236215] [INFO ] [sig       ] Generating forecast for: SLAB
[2025-12-26T20:31:43.236252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2025-12-26T20:31:43.247396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2025-12-26T20:31:43.247716] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2025-12-26T20:31:43.248488] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2025-12-26T20:31:43.248541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:43.248593] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:43.248624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:43.248683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:43.306808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:43.307425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:43.307503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:43.307537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:43.428780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:43.428963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:43.429015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:43.429045] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:43.432503] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: DOWN (p=33.78%)
[2025-12-26T20:31:43.432793] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2025-12-26T20:31:43.432925] [INFO ] [sig       ] SLAB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:43.575602] [INFO ] [LOCAL     ] Saved forecast: SLAB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SLAB.txt
[2025-12-26T20:31:43.575720] [INFO ] [sig       ] [2888/3548] Completed SLAB in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-26T20:31:43.575758] [INFO ] [sig       ] [2889/3548] Forecasting SLB...
[2025-12-26T20:31:43.575787] [INFO ] [sig       ] Generating forecast for: SLB
[2025-12-26T20:31:43.575817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-12-26T20:31:43.586471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2025-12-26T20:31:43.586886] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-12-26T20:31:43.587672] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-12-26T20:31:43.587723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:43.587754] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:43.587780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:43.587839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:43.646997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:43.647922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:43.648011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:43.648046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:43.774389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:43.774547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:43.774625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:43.774697] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:43.778321] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: DOWN (p=9.66%)
[2025-12-26T20:31:43.778660] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-12-26T20:31:43.778806] [INFO ] [sig       ] SLB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:43.922378] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SLB.txt
[2025-12-26T20:31:43.922516] [INFO ] [sig       ] [2889/3548] Completed SLB in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-26T20:31:43.922555] [INFO ] [sig       ] [2890/3548] Forecasting SLDB...
[2025-12-26T20:31:43.922601] [INFO ] [sig       ] Generating forecast for: SLDB
[2025-12-26T20:31:43.922635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2025-12-26T20:31:43.933021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2025-12-26T20:31:43.933340] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2025-12-26T20:31:43.934142] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2025-12-26T20:31:43.934193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:43.934224] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:43.934250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:43.934311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:43.993435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:43.994485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:43.994600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:43.994646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:44.124165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:44.124334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:44.124385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:44.124413] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:44.128049] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: DOWN (p=32.93%)
[2025-12-26T20:31:44.128336] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2025-12-26T20:31:44.128463] [INFO ] [sig       ] SLDB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:44.279444] [INFO ] [LOCAL     ] Saved forecast: SLDB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SLDB.txt
[2025-12-26T20:31:44.279620] [INFO ] [sig       ] [2890/3548] Completed SLDB in 0.4s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-26T20:31:44.279664] [INFO ] [sig       ] [2891/3548] Forecasting SLDP...
[2025-12-26T20:31:44.279694] [INFO ] [sig       ] Generating forecast for: SLDP
[2025-12-26T20:31:44.279725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2025-12-26T20:31:44.290943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2025-12-26T20:31:44.291262] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2025-12-26T20:31:44.292073] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2025-12-26T20:31:44.292125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:44.292155] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:44.292182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:44.292241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:44.350170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:44.350959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:44.351044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:44.351077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:44.475889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:44.476022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:44.476063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:44.476092] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:44.479466] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: UP (p=96.75%)
[2025-12-26T20:31:44.479753] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2025-12-26T20:31:44.479880] [INFO ] [sig       ] SLDP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:44.623638] [INFO ] [LOCAL     ] Saved forecast: SLDP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SLDP.txt
[2025-12-26T20:31:44.623785] [INFO ] [sig       ] [2891/3548] Completed SLDP in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-26T20:31:44.623832] [INFO ] [sig       ] [2892/3548] Forecasting SLF...
[2025-12-26T20:31:44.623863] [INFO ] [sig       ] Generating forecast for: SLF
[2025-12-26T20:31:44.623899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-12-26T20:31:44.634493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2025-12-26T20:31:44.634818] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-12-26T20:31:44.635610] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-12-26T20:31:44.635662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:44.635693] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:44.635719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:44.635776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:44.692472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:44.693260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:44.693341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:44.693374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:44.813745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:44.813849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:44.813898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:44.813928] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:44.817308] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: UP (p=63.79%)
[2025-12-26T20:31:44.817604] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-12-26T20:31:44.817729] [INFO ] [sig       ] SLF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:44.961762] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SLF.txt
[2025-12-26T20:31:44.961895] [INFO ] [sig       ] [2892/3548] Completed SLF in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-26T20:31:44.961934] [INFO ] [sig       ] [2893/3548] Forecasting SLG...
[2025-12-26T20:31:44.961962] [INFO ] [sig       ] Generating forecast for: SLG
[2025-12-26T20:31:44.961992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-12-26T20:31:44.972368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2025-12-26T20:31:44.972689] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-12-26T20:31:44.973442] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-12-26T20:31:44.973493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:44.973524] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:44.973551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:44.973628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:45.029613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:45.030203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:45.030280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:45.030310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:45.149631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:45.149784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:45.149827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:45.149855] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:45.153159] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: DOWN (p=12.04%)
[2025-12-26T20:31:45.153427] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-12-26T20:31:45.153547] [INFO ] [sig       ] SLG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:45.295455] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SLG.txt
[2025-12-26T20:31:45.295598] [INFO ] [sig       ] [2893/3548] Completed SLG in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-26T20:31:45.295639] [INFO ] [sig       ] [2894/3548] Forecasting SLGN...
[2025-12-26T20:31:45.295684] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-12-26T20:31:45.295715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-12-26T20:31:45.306798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2025-12-26T20:31:45.307112] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-12-26T20:31:45.307905] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-12-26T20:31:45.307955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:45.307986] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:45.308012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:45.308069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:45.364120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:45.364735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:45.364811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:45.364843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:45.480886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:45.481028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:45.481071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:45.481105] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:45.484499] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: UP (p=61.42%)
[2025-12-26T20:31:45.484788] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-12-26T20:31:45.484909] [INFO ] [sig       ] SLGN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:45.624564] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SLGN.txt
[2025-12-26T20:31:45.624693] [INFO ] [sig       ] [2894/3548] Completed SLGN in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-26T20:31:45.624731] [INFO ] [sig       ] [2895/3548] Forecasting SLM...
[2025-12-26T20:31:45.624759] [INFO ] [sig       ] Generating forecast for: SLM
[2025-12-26T20:31:45.624789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2025-12-26T20:31:45.635505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2025-12-26T20:31:45.635849] [INFO ] [FORECASTER] Starting predict_future for SLM
[2025-12-26T20:31:45.636639] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2025-12-26T20:31:45.636691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:45.636722] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:45.636748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:45.636806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:45.693131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:45.693736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:45.693810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:45.693842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:45.812227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:45.812384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:45.812427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:45.812456] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:45.815916] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: UP (p=93.71%)
[2025-12-26T20:31:45.816195] [INFO ] [FORECASTER] Completed predict_future for SLM
[2025-12-26T20:31:45.816320] [INFO ] [sig       ] SLM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:45.955919] [INFO ] [LOCAL     ] Saved forecast: SLM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SLM.txt
[2025-12-26T20:31:45.956072] [INFO ] [sig       ] [2895/3548] Completed SLM in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-26T20:31:45.956111] [INFO ] [sig       ] [2896/3548] Forecasting SLN...
[2025-12-26T20:31:45.956141] [INFO ] [sig       ] Generating forecast for: SLN
[2025-12-26T20:31:45.956171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2025-12-26T20:31:45.967382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2025-12-26T20:31:45.967742] [INFO ] [FORECASTER] Starting predict_future for SLN
[2025-12-26T20:31:45.968489] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2025-12-26T20:31:45.968541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:45.968591] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:45.968623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:45.968681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:46.028182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:46.029195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:46.029303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:46.029337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:46.149719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:46.149869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:46.149910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:46.149939] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:46.153359] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: UP (p=91.57%)
[2025-12-26T20:31:46.153645] [INFO ] [FORECASTER] Completed predict_future for SLN
[2025-12-26T20:31:46.153769] [INFO ] [sig       ] SLN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:46.294776] [INFO ] [LOCAL     ] Saved forecast: SLN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SLN.txt
[2025-12-26T20:31:46.294930] [INFO ] [sig       ] [2896/3548] Completed SLN in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-26T20:31:46.294969] [INFO ] [sig       ] [2897/3548] Forecasting SLNO...
[2025-12-26T20:31:46.294998] [INFO ] [sig       ] Generating forecast for: SLNO
[2025-12-26T20:31:46.295029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2025-12-26T20:31:46.306182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2025-12-26T20:31:46.306588] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2025-12-26T20:31:46.307351] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2025-12-26T20:31:46.307418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:46.307450] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:46.307477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:46.307534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:46.365042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:46.365885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:46.365965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:46.365996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:46.484464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:46.484634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:46.484678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:46.484707] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:46.488026] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: UP (p=93.55%)
[2025-12-26T20:31:46.488294] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2025-12-26T20:31:46.488413] [INFO ] [sig       ] SLNO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:46.628070] [INFO ] [LOCAL     ] Saved forecast: SLNO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SLNO.txt
[2025-12-26T20:31:46.628200] [INFO ] [sig       ] [2897/3548] Completed SLNO in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-26T20:31:46.628237] [INFO ] [sig       ] [2898/3548] Forecasting SLP...
[2025-12-26T20:31:46.628266] [INFO ] [sig       ] Generating forecast for: SLP
[2025-12-26T20:31:46.628295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2025-12-26T20:31:46.640049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2025-12-26T20:31:46.640355] [INFO ] [FORECASTER] Starting predict_future for SLP
[2025-12-26T20:31:46.641128] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2025-12-26T20:31:46.641178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:46.641209] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:46.641236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:46.641293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:46.698007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:46.698679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:46.698757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:46.698790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:46.819870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:46.820049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:46.820095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:46.820124] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:46.823461] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: DOWN (p=20.74%)
[2025-12-26T20:31:46.823749] [INFO ] [FORECASTER] Completed predict_future for SLP
[2025-12-26T20:31:46.823888] [INFO ] [sig       ] SLP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:46.962322] [INFO ] [LOCAL     ] Saved forecast: SLP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SLP.txt
[2025-12-26T20:31:46.962447] [INFO ] [sig       ] [2898/3548] Completed SLP in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-26T20:31:46.962485] [INFO ] [sig       ] [2899/3548] Forecasting SLQD...
[2025-12-26T20:31:46.962514] [INFO ] [sig       ] Generating forecast for: SLQD
[2025-12-26T20:31:46.962543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2025-12-26T20:31:46.973447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2025-12-26T20:31:46.973856] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2025-12-26T20:31:46.974639] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2025-12-26T20:31:46.974690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:46.974723] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:46.974750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:46.974807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:47.031211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:47.031864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:47.031941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:47.031973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:47.147518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:47.147672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:47.147715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:47.147745] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:47.151147] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: UP (p=87.54%)
[2025-12-26T20:31:47.151410] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2025-12-26T20:31:47.151529] [INFO ] [sig       ] SLQD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:47.291696] [INFO ] [LOCAL     ] Saved forecast: SLQD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SLQD.txt
[2025-12-26T20:31:47.291848] [INFO ] [sig       ] [2899/3548] Completed SLQD in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-26T20:31:47.291888] [INFO ] [sig       ] [2900/3548] Forecasting SLRC...
[2025-12-26T20:31:47.291917] [INFO ] [sig       ] Generating forecast for: SLRC
[2025-12-26T20:31:47.291947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2025-12-26T20:31:47.302931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2025-12-26T20:31:47.303253] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2025-12-26T20:31:47.304026] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2025-12-26T20:31:47.304086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:47.304121] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:47.304148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:47.304210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:47.361396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:47.362184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:47.362265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:47.362297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:47.481283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:47.481457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:47.481501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:47.481530] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:47.484991] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: DOWN (p=16.37%)
[2025-12-26T20:31:47.485271] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2025-12-26T20:31:47.485402] [INFO ] [sig       ] SLRC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:47.625595] [INFO ] [LOCAL     ] Saved forecast: SLRC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SLRC.txt
[2025-12-26T20:31:47.625724] [INFO ] [sig       ] [2900/3548] Completed SLRC in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-26T20:31:47.625768] [INFO ] [sig       ] [2901/3548] Forecasting SLS...
[2025-12-26T20:31:47.625797] [INFO ] [sig       ] Generating forecast for: SLS
[2025-12-26T20:31:47.625828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2025-12-26T20:31:47.637074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2025-12-26T20:31:47.637394] [INFO ] [FORECASTER] Starting predict_future for SLS
[2025-12-26T20:31:47.638165] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2025-12-26T20:31:47.638216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:47.638247] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:47.638274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:47.638331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:47.694711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:47.695334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:47.695410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:47.695441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:47.811618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:47.811767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:47.811809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:47.811838] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:47.815159] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: DOWN (p=21.92%)
[2025-12-26T20:31:47.815422] [INFO ] [FORECASTER] Completed predict_future for SLS
[2025-12-26T20:31:47.815547] [INFO ] [sig       ] SLS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:47.954948] [INFO ] [LOCAL     ] Saved forecast: SLS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SLS.txt
[2025-12-26T20:31:47.955068] [INFO ] [sig       ] [2901/3548] Completed SLS in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-26T20:31:47.955105] [INFO ] [sig       ] [2902/3548] Forecasting SLVM...
[2025-12-26T20:31:47.955133] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-12-26T20:31:47.955162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-12-26T20:31:47.966140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2025-12-26T20:31:47.966464] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-12-26T20:31:47.967242] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-12-26T20:31:47.967293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:47.967324] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:47.967358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:47.967417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:48.024234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:48.024974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:48.025053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:48.025085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:48.146834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:48.146986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:48.147032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:48.147067] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:48.154100] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: DOWN (p=3.31%)
[2025-12-26T20:31:48.154409] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-12-26T20:31:48.154562] [INFO ] [sig       ] SLVM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:48.296911] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SLVM.txt
[2025-12-26T20:31:48.297041] [INFO ] [sig       ] [2902/3548] Completed SLVM in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-26T20:31:48.297079] [INFO ] [sig       ] [2903/3548] Forecasting SLVO...
[2025-12-26T20:31:48.297108] [INFO ] [sig       ] Generating forecast for: SLVO
[2025-12-26T20:31:48.297138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2025-12-26T20:31:48.307875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2025-12-26T20:31:48.308242] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2025-12-26T20:31:48.309071] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2025-12-26T20:31:48.309123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:48.309196] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:48.309255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:48.309328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:48.366306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:48.367104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:48.367183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:48.367216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:48.486261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:48.486410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:48.486452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:48.486480] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:48.489865] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: UP (p=76.00%)
[2025-12-26T20:31:48.490129] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2025-12-26T20:31:48.490250] [INFO ] [sig       ] SLVO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:48.629584] [INFO ] [LOCAL     ] Saved forecast: SLVO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SLVO.txt
[2025-12-26T20:31:48.629715] [INFO ] [sig       ] [2903/3548] Completed SLVO in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-26T20:31:48.629757] [INFO ] [sig       ] [2904/3548] Forecasting SLXN...
[2025-12-26T20:31:48.629786] [INFO ] [sig       ] Generating forecast for: SLXN
[2025-12-26T20:31:48.629816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2025-12-26T20:31:48.641153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2025-12-26T20:31:48.641500] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2025-12-26T20:31:48.642282] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2025-12-26T20:31:48.642334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:48.642364] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:48.642390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:48.642448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:48.699131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:48.699837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:48.699922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:48.699955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:48.815404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:48.815523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:48.815598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:48.815631] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:48.819021] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: DOWN (p=39.62%)
[2025-12-26T20:31:48.819288] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2025-12-26T20:31:48.819410] [INFO ] [sig       ] SLXN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:48.960341] [INFO ] [LOCAL     ] Saved forecast: SLXN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SLXN.txt
[2025-12-26T20:31:48.960447] [INFO ] [sig       ] [2904/3548] Completed SLXN in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-26T20:31:48.960485] [INFO ] [sig       ] [2905/3548] Forecasting SM...
[2025-12-26T20:31:48.960513] [INFO ] [sig       ] Generating forecast for: SM
[2025-12-26T20:31:48.960542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-12-26T20:31:48.971932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2025-12-26T20:31:48.972243] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-12-26T20:31:48.973016] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-12-26T20:31:48.973066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:48.973098] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:48.973124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:48.973181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:49.030215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:49.030813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:49.030889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:49.030921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:49.147942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:49.148058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:49.148097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:49.148125] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:49.151360] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: DOWN (p=38.98%)
[2025-12-26T20:31:49.151640] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-12-26T20:31:49.151765] [INFO ] [sig       ] SM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:49.289595] [INFO ] [LOCAL     ] Saved forecast: SM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SM.txt
[2025-12-26T20:31:49.289699] [INFO ] [sig       ] [2905/3548] Completed SM in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-26T20:31:49.289736] [INFO ] [sig       ] [2906/3548] Forecasting SMBC...
[2025-12-26T20:31:49.289764] [INFO ] [sig       ] Generating forecast for: SMBC
[2025-12-26T20:31:49.289795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2025-12-26T20:31:49.303833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2025-12-26T20:31:49.304488] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2025-12-26T20:31:49.305534] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2025-12-26T20:31:49.305609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:49.305647] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:49.305675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:49.305738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:49.364242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:49.365509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:49.365666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:49.365701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:49.489477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:49.489747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:49.489800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:49.489883] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:49.493996] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: DOWN (p=32.33%)
[2025-12-26T20:31:49.494349] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2025-12-26T20:31:49.494500] [INFO ] [sig       ] SMBC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:49.642023] [INFO ] [LOCAL     ] Saved forecast: SMBC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SMBC.txt
[2025-12-26T20:31:49.642177] [INFO ] [sig       ] [2906/3548] Completed SMBC in 0.4s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-26T20:31:49.642218] [INFO ] [sig       ] [2907/3548] Forecasting SMBK...
[2025-12-26T20:31:49.642247] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-12-26T20:31:49.642278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-12-26T20:31:49.654612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2025-12-26T20:31:49.655074] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-12-26T20:31:49.655987] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-12-26T20:31:49.656042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:49.656074] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:49.656099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:49.656170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:49.713639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:49.714542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:49.714646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:49.714678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:49.832176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:49.832336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:49.832379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:49.832408] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:49.835839] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: UP (p=58.94%)
[2025-12-26T20:31:49.836125] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-12-26T20:31:49.836249] [INFO ] [sig       ] SMBK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:49.977291] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SMBK.txt
[2025-12-26T20:31:49.977423] [INFO ] [sig       ] [2907/3548] Completed SMBK in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-26T20:31:49.977461] [INFO ] [sig       ] [2908/3548] Forecasting SMCI...
[2025-12-26T20:31:49.977490] [INFO ] [sig       ] Generating forecast for: SMCI
[2025-12-26T20:31:49.977521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2025-12-26T20:31:49.988989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCI'.
[2025-12-26T20:31:49.989391] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2025-12-26T20:31:49.990258] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2025-12-26T20:31:49.990312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:49.990360] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:49.990391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:49.990452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:50.048535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:50.049428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:50.049512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:50.049545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:50.177779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:50.177932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:50.177973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:50.178003] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:50.181451] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: DOWN (p=47.87%)
[2025-12-26T20:31:50.181746] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2025-12-26T20:31:50.181869] [INFO ] [sig       ] SMCI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:50.323475] [INFO ] [LOCAL     ] Saved forecast: SMCI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SMCI.txt
[2025-12-26T20:31:50.323631] [INFO ] [sig       ] [2908/3548] Completed SMCI in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-26T20:31:50.323672] [INFO ] [sig       ] [2909/3548] Forecasting SMCX...
[2025-12-26T20:31:50.323701] [INFO ] [sig       ] Generating forecast for: SMCX
[2025-12-26T20:31:50.323733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2025-12-26T20:31:50.335099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2025-12-26T20:31:50.335454] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2025-12-26T20:31:50.336282] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2025-12-26T20:31:50.336334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:50.336365] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:50.336392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:50.336448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:50.406910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:50.407858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:50.407944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:50.407975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:50.536133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:50.536308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:50.536351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:50.536379] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:50.539967] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: UP (p=82.57%)
[2025-12-26T20:31:50.540295] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2025-12-26T20:31:50.540437] [INFO ] [sig       ] SMCX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:50.682727] [INFO ] [LOCAL     ] Saved forecast: SMCX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SMCX.txt
[2025-12-26T20:31:50.682888] [INFO ] [sig       ] [2909/3548] Completed SMCX in 0.4s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-26T20:31:50.682928] [INFO ] [sig       ] [2910/3548] Forecasting SMFG...
[2025-12-26T20:31:50.682958] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-12-26T20:31:50.682988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-12-26T20:31:50.694074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2025-12-26T20:31:50.694405] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-12-26T20:31:50.695197] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-12-26T20:31:50.695248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:50.695280] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:50.695306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:50.695363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:50.753243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:50.754135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:50.754217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:50.754249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:50.878913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:50.879083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:50.879129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:50.879159] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:50.882607] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=27.11%)
[2025-12-26T20:31:50.882889] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-12-26T20:31:50.883015] [INFO ] [sig       ] SMFG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:51.024236] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SMFG.txt
[2025-12-26T20:31:51.024386] [INFO ] [sig       ] [2910/3548] Completed SMFG in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-26T20:31:51.024426] [INFO ] [sig       ] [2911/3548] Forecasting SMH...
[2025-12-26T20:31:51.024456] [INFO ] [sig       ] Generating forecast for: SMH
[2025-12-26T20:31:51.024486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2025-12-26T20:31:51.035417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2025-12-26T20:31:51.035817] [INFO ] [FORECASTER] Starting predict_future for SMH
[2025-12-26T20:31:51.036613] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2025-12-26T20:31:51.036665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:51.036695] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:51.036721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:51.036778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:51.095161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:51.095949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:51.096032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:51.096065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:51.217854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:51.217993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:51.218035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:51.218064] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:51.221546] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: UP (p=76.05%)
[2025-12-26T20:31:51.221866] [INFO ] [FORECASTER] Completed predict_future for SMH
[2025-12-26T20:31:51.222004] [INFO ] [sig       ] SMH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:51.363291] [INFO ] [LOCAL     ] Saved forecast: SMH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SMH.txt
[2025-12-26T20:31:51.363415] [INFO ] [sig       ] [2911/3548] Completed SMH in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-26T20:31:51.363452] [INFO ] [sig       ] [2912/3548] Forecasting SMHI...
[2025-12-26T20:31:51.363488] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-12-26T20:31:51.363518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-12-26T20:31:51.377862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2025-12-26T20:31:51.378307] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-12-26T20:31:51.379314] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-12-26T20:31:51.379375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:51.379412] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:51.379444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:51.379521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:51.445201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:51.446075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:51.446160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:51.446194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:51.562657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:51.562818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:51.562860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:51.562889] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:51.566512] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: UP (p=94.42%)
[2025-12-26T20:31:51.566821] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-12-26T20:31:51.566948] [INFO ] [sig       ] SMHI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:51.715999] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SMHI.txt
[2025-12-26T20:31:51.716167] [INFO ] [sig       ] [2912/3548] Completed SMHI in 0.4s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-26T20:31:51.716209] [INFO ] [sig       ] [2913/3548] Forecasting SMHX...
[2025-12-26T20:31:51.716239] [INFO ] [sig       ] Generating forecast for: SMHX
[2025-12-26T20:31:51.716270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2025-12-26T20:31:51.727515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2025-12-26T20:31:51.727915] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2025-12-26T20:31:51.728755] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2025-12-26T20:31:51.728808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:51.728840] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:51.728868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:51.728966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:51.786556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:51.787412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:51.787530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:51.787565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:51.908114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:51.908278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:51.908323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:51.908353] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:51.912004] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: UP (p=78.89%)
[2025-12-26T20:31:51.912362] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2025-12-26T20:31:51.912512] [INFO ] [sig       ] SMHX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:52.055442] [INFO ] [LOCAL     ] Saved forecast: SMHX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SMHX.txt
[2025-12-26T20:31:52.055595] [INFO ] [sig       ] [2913/3548] Completed SMHX in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-26T20:31:52.055638] [INFO ] [sig       ] [2914/3548] Forecasting SMID...
[2025-12-26T20:31:52.055683] [INFO ] [sig       ] Generating forecast for: SMID
[2025-12-26T20:31:52.055713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2025-12-26T20:31:52.066275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2025-12-26T20:31:52.066619] [INFO ] [FORECASTER] Starting predict_future for SMID
[2025-12-26T20:31:52.067389] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2025-12-26T20:31:52.067447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:52.067487] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:52.067524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:52.067620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:52.125895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:52.126539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:52.126636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:52.126671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:52.230414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:52.230534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:52.230592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:52.230623] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:52.233891] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: DOWN (p=6.04%)
[2025-12-26T20:31:52.234157] [INFO ] [FORECASTER] Completed predict_future for SMID
[2025-12-26T20:31:52.234277] [INFO ] [sig       ] SMID: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:52.374014] [INFO ] [LOCAL     ] Saved forecast: SMID	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SMID.txt
[2025-12-26T20:31:52.374142] [INFO ] [sig       ] [2914/3548] Completed SMID in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-26T20:31:52.374180] [INFO ] [sig       ] [2915/3548] Forecasting SMPL...
[2025-12-26T20:31:52.374209] [INFO ] [sig       ] Generating forecast for: SMPL
[2025-12-26T20:31:52.374238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2025-12-26T20:31:52.385549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2025-12-26T20:31:52.385948] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2025-12-26T20:31:52.386728] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2025-12-26T20:31:52.386779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:52.386812] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:52.386840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:52.386898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:52.443610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:52.444247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:52.444322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:52.444353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:52.562514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:52.562684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:52.562728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:52.562775] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:52.566184] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: UP (p=72.76%)
[2025-12-26T20:31:52.566450] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2025-12-26T20:31:52.566588] [INFO ] [sig       ] SMPL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:52.706788] [INFO ] [LOCAL     ] Saved forecast: SMPL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SMPL.txt
[2025-12-26T20:31:52.706911] [INFO ] [sig       ] [2915/3548] Completed SMPL in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-26T20:31:52.706950] [INFO ] [sig       ] [2916/3548] Forecasting SMTC...
[2025-12-26T20:31:52.706979] [INFO ] [sig       ] Generating forecast for: SMTC
[2025-12-26T20:31:52.707008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2025-12-26T20:31:52.718819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2025-12-26T20:31:52.719350] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2025-12-26T20:31:52.720123] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2025-12-26T20:31:52.720174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:52.720206] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:52.720233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:52.720291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:52.777614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:52.778209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:52.778285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:52.778317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:52.899845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:52.899994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:52.900037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:52.900065] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:52.903550] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: UP (p=83.41%)
[2025-12-26T20:31:52.903840] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2025-12-26T20:31:52.903963] [INFO ] [sig       ] SMTC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:53.051560] [INFO ] [LOCAL     ] Saved forecast: SMTC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SMTC.txt
[2025-12-26T20:31:53.051725] [INFO ] [sig       ] [2916/3548] Completed SMTC in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-26T20:31:53.051765] [INFO ] [sig       ] [2917/3548] Forecasting SMTI...
[2025-12-26T20:31:53.051794] [INFO ] [sig       ] Generating forecast for: SMTI
[2025-12-26T20:31:53.051824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2025-12-26T20:31:53.062730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2025-12-26T20:31:53.063218] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2025-12-26T20:31:53.064178] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2025-12-26T20:31:53.064235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:53.064266] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:53.064293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:53.064350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:53.125299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:53.126032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:53.126108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:53.126157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:53.247875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:53.248202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:53.248243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:53.248271] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:53.251931] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: UP (p=62.30%)
[2025-12-26T20:31:53.252199] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2025-12-26T20:31:53.252319] [INFO ] [sig       ] SMTI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:53.395031] [INFO ] [LOCAL     ] Saved forecast: SMTI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SMTI.txt
[2025-12-26T20:31:53.395171] [INFO ] [sig       ] [2917/3548] Completed SMTI in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-26T20:31:53.395211] [INFO ] [sig       ] [2918/3548] Forecasting SMWB...
[2025-12-26T20:31:53.395241] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-12-26T20:31:53.395270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-12-26T20:31:53.405878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2025-12-26T20:31:53.406212] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-12-26T20:31:53.406992] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-12-26T20:31:53.407044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:53.407074] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:53.407101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:53.407158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:53.463699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:53.464417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:53.464496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:53.464527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:53.583330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:53.583488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:53.583530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:53.583559] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:53.586928] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=17.86%)
[2025-12-26T20:31:53.587195] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-12-26T20:31:53.587316] [INFO ] [sig       ] SMWB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:53.743545] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SMWB.txt
[2025-12-26T20:31:53.743721] [INFO ] [sig       ] [2918/3548] Completed SMWB in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-26T20:31:53.743762] [INFO ] [sig       ] [2919/3548] Forecasting SMX...
[2025-12-26T20:31:53.743793] [INFO ] [sig       ] Generating forecast for: SMX
[2025-12-26T20:31:53.743824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2025-12-26T20:31:53.758784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2025-12-26T20:31:53.759499] [INFO ] [FORECASTER] Starting predict_future for SMX
[2025-12-26T20:31:53.760840] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2025-12-26T20:31:53.760905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:53.760949] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:53.761005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:53.761088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:53.832388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:53.833307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:53.833395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:53.833428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:53.959791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:53.959975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:53.960017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:53.960046] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:53.963923] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: UP (p=99.61%)
[2025-12-26T20:31:53.964206] [INFO ] [FORECASTER] Completed predict_future for SMX
[2025-12-26T20:31:53.964348] [INFO ] [sig       ] SMX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:54.107584] [INFO ] [LOCAL     ] Saved forecast: SMX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SMX.txt
[2025-12-26T20:31:54.107727] [INFO ] [sig       ] [2919/3548] Completed SMX in 0.4s | 2.89 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-26T20:31:54.107767] [INFO ] [sig       ] [2920/3548] Forecasting SN...
[2025-12-26T20:31:54.107799] [INFO ] [sig       ] Generating forecast for: SN
[2025-12-26T20:31:54.107835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-12-26T20:31:54.119213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2025-12-26T20:31:54.119552] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-12-26T20:31:54.120349] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-12-26T20:31:54.120399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:54.120479] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:54.120508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:54.120566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:54.181316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:54.182085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:54.182167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:54.182198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:54.310823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:54.310981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:54.311029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:54.311063] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:54.314393] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: UP (p=67.76%)
[2025-12-26T20:31:54.314696] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-12-26T20:31:54.314819] [INFO ] [sig       ] SN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:54.453287] [INFO ] [LOCAL     ] Saved forecast: SN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SN.txt
[2025-12-26T20:31:54.453425] [INFO ] [sig       ] [2920/3548] Completed SN in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-26T20:31:54.453464] [INFO ] [sig       ] [2921/3548] Forecasting SNA...
[2025-12-26T20:31:54.453493] [INFO ] [sig       ] Generating forecast for: SNA
[2025-12-26T20:31:54.453522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-12-26T20:31:54.466076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2025-12-26T20:31:54.466490] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-12-26T20:31:54.467588] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-12-26T20:31:54.467644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:54.467675] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:54.467701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:54.467759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:54.526665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:54.527501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:54.527608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:54.527643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:54.644973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:54.645129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:54.645172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:54.645200] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:54.648628] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: DOWN (p=9.64%)
[2025-12-26T20:31:54.648947] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-12-26T20:31:54.649079] [INFO ] [sig       ] SNA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:54.788283] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SNA.txt
[2025-12-26T20:31:54.788427] [INFO ] [sig       ] [2921/3548] Completed SNA in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-26T20:31:54.788468] [INFO ] [sig       ] [2922/3548] Forecasting SNAP...
[2025-12-26T20:31:54.788499] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-12-26T20:31:54.788530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-12-26T20:31:54.799743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2025-12-26T20:31:54.800160] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-12-26T20:31:54.801121] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-12-26T20:31:54.801177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:54.801211] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:54.801237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:54.801295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:54.858841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:54.859733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:54.859815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:54.859848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:54.979187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:54.979340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:54.979382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:54.979410] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:54.982836] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=77.36%)
[2025-12-26T20:31:54.983112] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-12-26T20:31:54.983238] [INFO ] [sig       ] SNAP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:55.125085] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SNAP.txt
[2025-12-26T20:31:55.125244] [INFO ] [sig       ] [2922/3548] Completed SNAP in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-26T20:31:55.125283] [INFO ] [sig       ] [2923/3548] Forecasting SNCY...
[2025-12-26T20:31:55.125313] [INFO ] [sig       ] Generating forecast for: SNCY
[2025-12-26T20:31:55.125350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2025-12-26T20:31:55.136992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2025-12-26T20:31:55.137394] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2025-12-26T20:31:55.138253] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2025-12-26T20:31:55.138308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:55.138340] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:55.138369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:55.138428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:55.198370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:55.199337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:55.199420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:55.199452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:55.324364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:55.324517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:55.324562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:55.324667] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:55.328210] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: UP (p=65.12%)
[2025-12-26T20:31:55.328493] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2025-12-26T20:31:55.328638] [INFO ] [sig       ] SNCY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:55.477346] [INFO ] [LOCAL     ] Saved forecast: SNCY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SNCY.txt
[2025-12-26T20:31:55.477473] [INFO ] [sig       ] [2923/3548] Completed SNCY in 0.4s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-26T20:31:55.477512] [INFO ] [sig       ] [2924/3548] Forecasting SND...
[2025-12-26T20:31:55.477542] [INFO ] [sig       ] Generating forecast for: SND
[2025-12-26T20:31:55.477587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2025-12-26T20:31:55.488331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2025-12-26T20:31:55.488700] [INFO ] [FORECASTER] Starting predict_future for SND
[2025-12-26T20:31:55.489530] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2025-12-26T20:31:55.489599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:55.489633] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:55.489660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:55.489717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:55.550784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:55.551647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:55.551732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:55.551766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:55.675379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:55.675530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:55.675592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:55.675625] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:55.679181] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: UP (p=50.30%)
[2025-12-26T20:31:55.679462] [INFO ] [FORECASTER] Completed predict_future for SND
[2025-12-26T20:31:55.679608] [INFO ] [sig       ] SND: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:55.819320] [INFO ] [LOCAL     ] Saved forecast: SND	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SND.txt
[2025-12-26T20:31:55.819464] [INFO ] [sig       ] [2924/3548] Completed SND in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-26T20:31:55.819503] [INFO ] [sig       ] [2925/3548] Forecasting SNDL...
[2025-12-26T20:31:55.819533] [INFO ] [sig       ] Generating forecast for: SNDL
[2025-12-26T20:31:55.819562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2025-12-26T20:31:55.830741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2025-12-26T20:31:55.831075] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2025-12-26T20:31:55.831888] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2025-12-26T20:31:55.831942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:55.831975] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:55.832003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:55.832062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:55.888395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:55.889255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:55.889343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:55.889375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:56.006767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:56.006918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:56.006960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:56.006989] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:56.010426] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: UP (p=77.00%)
[2025-12-26T20:31:56.010713] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2025-12-26T20:31:56.010838] [INFO ] [sig       ] SNDL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:56.155453] [INFO ] [LOCAL     ] Saved forecast: SNDL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SNDL.txt
[2025-12-26T20:31:56.155599] [INFO ] [sig       ] [2925/3548] Completed SNDL in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-26T20:31:56.155640] [INFO ] [sig       ] [2926/3548] Forecasting SNDX...
[2025-12-26T20:31:56.155669] [INFO ] [sig       ] Generating forecast for: SNDX
[2025-12-26T20:31:56.155699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2025-12-26T20:31:56.167511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2025-12-26T20:31:56.167961] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2025-12-26T20:31:56.168793] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2025-12-26T20:31:56.168845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:56.168877] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:56.168944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:56.169002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:56.227730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:56.228815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:56.228937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:56.228981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:56.352041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:56.352188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:56.352231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:56.352260] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:56.355667] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: UP (p=81.77%)
[2025-12-26T20:31:56.355967] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2025-12-26T20:31:56.356100] [INFO ] [sig       ] SNDX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:56.501418] [INFO ] [LOCAL     ] Saved forecast: SNDX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SNDX.txt
[2025-12-26T20:31:56.501565] [INFO ] [sig       ] [2926/3548] Completed SNDX in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-26T20:31:56.501625] [INFO ] [sig       ] [2927/3548] Forecasting SNES...
[2025-12-26T20:31:56.501654] [INFO ] [sig       ] Generating forecast for: SNES
[2025-12-26T20:31:56.501685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2025-12-26T20:31:56.513026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2025-12-26T20:31:56.513380] [INFO ] [FORECASTER] Starting predict_future for SNES
[2025-12-26T20:31:56.514163] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2025-12-26T20:31:56.514215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:56.514246] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:56.514273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:56.514331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:56.571803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:56.572532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:56.572629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:56.572664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:56.694022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:56.694173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:56.694216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:56.694247] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:56.697702] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: UP (p=97.99%)
[2025-12-26T20:31:56.697983] [INFO ] [FORECASTER] Completed predict_future for SNES
[2025-12-26T20:31:56.698115] [INFO ] [sig       ] SNES: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:56.847370] [INFO ] [LOCAL     ] Saved forecast: SNES	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SNES.txt
[2025-12-26T20:31:56.847512] [INFO ] [sig       ] [2927/3548] Completed SNES in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-26T20:31:56.847554] [INFO ] [sig       ] [2928/3548] Forecasting SNEX...
[2025-12-26T20:31:56.847653] [INFO ] [sig       ] Generating forecast for: SNEX
[2025-12-26T20:31:56.847691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2025-12-26T20:31:56.858297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2025-12-26T20:31:56.858683] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2025-12-26T20:31:56.859616] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2025-12-26T20:31:56.859671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:56.859705] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:56.859732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:56.859792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:56.919936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:56.920877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:56.920959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:56.920994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:57.043365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:57.043530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:57.043598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:57.043632] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:57.047506] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: UP (p=86.70%)
[2025-12-26T20:31:57.047833] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2025-12-26T20:31:57.047989] [INFO ] [sig       ] SNEX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:57.210060] [INFO ] [LOCAL     ] Saved forecast: SNEX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SNEX.txt
[2025-12-26T20:31:57.210276] [INFO ] [sig       ] [2928/3548] Completed SNEX in 0.4s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-26T20:31:57.210326] [INFO ] [sig       ] [2929/3548] Forecasting SNFCA...
[2025-12-26T20:31:57.210359] [INFO ] [sig       ] Generating forecast for: SNFCA
[2025-12-26T20:31:57.210389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2025-12-26T20:31:57.221986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2025-12-26T20:31:57.222566] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2025-12-26T20:31:57.223598] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2025-12-26T20:31:57.223652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:57.223685] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:57.223710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:57.223768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:57.284518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:57.285452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:57.285545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:57.285599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:57.407100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:57.407259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:57.407302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:57.407332] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:57.410925] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: UP (p=96.75%)
[2025-12-26T20:31:57.411224] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2025-12-26T20:31:57.411356] [INFO ] [sig       ] SNFCA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:57.557830] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SNFCA.txt
[2025-12-26T20:31:57.557982] [INFO ] [sig       ] [2929/3548] Completed SNFCA in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-26T20:31:57.558021] [INFO ] [sig       ] [2930/3548] Forecasting SNGX...
[2025-12-26T20:31:57.558051] [INFO ] [sig       ] Generating forecast for: SNGX
[2025-12-26T20:31:57.558081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2025-12-26T20:31:57.569038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2025-12-26T20:31:57.569429] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2025-12-26T20:31:57.570249] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2025-12-26T20:31:57.570299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:57.570330] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:57.570358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:57.570414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:57.628443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:57.629322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:57.629429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:57.629463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:57.748361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:57.748512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:57.748554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:57.748600] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:57.752044] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: UP (p=96.02%)
[2025-12-26T20:31:57.752310] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2025-12-26T20:31:57.752430] [INFO ] [sig       ] SNGX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:57.898461] [INFO ] [LOCAL     ] Saved forecast: SNGX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SNGX.txt
[2025-12-26T20:31:57.898635] [INFO ] [sig       ] [2930/3548] Completed SNGX in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-26T20:31:57.898676] [INFO ] [sig       ] [2931/3548] Forecasting SNN...
[2025-12-26T20:31:57.898706] [INFO ] [sig       ] Generating forecast for: SNN
[2025-12-26T20:31:57.898737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-12-26T20:31:57.910404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2025-12-26T20:31:57.910810] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-12-26T20:31:57.911634] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-12-26T20:31:57.911685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:57.911722] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:57.911748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:57.911805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:57.972118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:57.972992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:57.973077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:57.973111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:58.104970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:58.105133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:58.105178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:58.105208] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:58.109430] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-12-26T20:31:58.109802] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-12-26T20:31:58.109947] [INFO ] [sig       ] SNN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:58.264372] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SNN.txt
[2025-12-26T20:31:58.264504] [INFO ] [sig       ] [2931/3548] Completed SNN in 0.4s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-26T20:31:58.264543] [INFO ] [sig       ] [2932/3548] Forecasting SNOA...
[2025-12-26T20:31:58.264590] [INFO ] [sig       ] Generating forecast for: SNOA
[2025-12-26T20:31:58.264623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2025-12-26T20:31:58.274756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2025-12-26T20:31:58.275265] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2025-12-26T20:31:58.276063] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2025-12-26T20:31:58.276281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:58.276313] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:58.276340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:58.276397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:58.333631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:58.334310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:58.334388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:58.334421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:58.453964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:58.454124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:58.454168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:58.454197] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:58.457717] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: DOWN (p=2.69%)
[2025-12-26T20:31:58.458018] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2025-12-26T20:31:58.458158] [INFO ] [sig       ] SNOA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:58.601980] [INFO ] [LOCAL     ] Saved forecast: SNOA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SNOA.txt
[2025-12-26T20:31:58.602135] [INFO ] [sig       ] [2932/3548] Completed SNOA in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-26T20:31:58.602173] [INFO ] [sig       ] [2933/3548] Forecasting SNPS...
[2025-12-26T20:31:58.602204] [INFO ] [sig       ] Generating forecast for: SNPS
[2025-12-26T20:31:58.602234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2025-12-26T20:31:58.613996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2025-12-26T20:31:58.614411] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2025-12-26T20:31:58.615217] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2025-12-26T20:31:58.615268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:58.615299] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:58.615326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:58.615383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:58.677407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:58.678084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:58.678163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:58.678196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:58.799775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:58.799922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:58.799965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:58.799998] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:58.803413] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: DOWN (p=36.16%)
[2025-12-26T20:31:58.803707] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2025-12-26T20:31:58.803835] [INFO ] [sig       ] SNPS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:58.952320] [INFO ] [LOCAL     ] Saved forecast: SNPS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SNPS.txt
[2025-12-26T20:31:58.952494] [INFO ] [sig       ] [2933/3548] Completed SNPS in 0.4s | 2.89 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-26T20:31:58.952550] [INFO ] [sig       ] [2934/3548] Forecasting SNTI...
[2025-12-26T20:31:58.952613] [INFO ] [sig       ] Generating forecast for: SNTI
[2025-12-26T20:31:58.952661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'.
[2025-12-26T20:31:58.963356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNTI'.
[2025-12-26T20:31:58.963710] [INFO ] [FORECASTER] Starting predict_future for SNTI
[2025-12-26T20:31:58.964559] [DEBUG] [LOCAL     ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt
[2025-12-26T20:31:58.964638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:58.964677] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:58.964705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:58.964764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:59.022801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:59.023463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:59.023543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:59.023617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:59.146878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:59.146995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:59.147037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:59.147066] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:59.150414] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: DOWN (p=12.06%)
[2025-12-26T20:31:59.150700] [INFO ] [FORECASTER] Completed predict_future for SNTI
[2025-12-26T20:31:59.150821] [INFO ] [sig       ] SNTI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:59.298011] [INFO ] [LOCAL     ] Saved forecast: SNTI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SNTI.txt
[2025-12-26T20:31:59.298132] [INFO ] [sig       ] [2934/3548] Completed SNTI in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-26T20:31:59.298170] [INFO ] [sig       ] [2935/3548] Forecasting SNX...
[2025-12-26T20:31:59.298199] [INFO ] [sig       ] Generating forecast for: SNX
[2025-12-26T20:31:59.298229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-12-26T20:31:59.309267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2025-12-26T20:31:59.309628] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-12-26T20:31:59.310443] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-12-26T20:31:59.310496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:59.310530] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:59.310559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:59.310651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:59.368860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:59.369496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:59.369589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:59.369624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:59.493043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:59.493149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:59.493191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:59.493219] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:59.496526] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=20.72%)
[2025-12-26T20:31:59.496825] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-12-26T20:31:59.496952] [INFO ] [sig       ] SNX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:31:59.647225] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SNX.txt
[2025-12-26T20:31:59.647346] [INFO ] [sig       ] [2935/3548] Completed SNX in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-26T20:31:59.647390] [INFO ] [sig       ] [2936/3548] Forecasting SNY...
[2025-12-26T20:31:59.647420] [INFO ] [sig       ] Generating forecast for: SNY
[2025-12-26T20:31:59.647450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2025-12-26T20:31:59.658531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2025-12-26T20:31:59.658916] [INFO ] [FORECASTER] Starting predict_future for SNY
[2025-12-26T20:31:59.659747] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2025-12-26T20:31:59.659799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:59.659830] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:59.659857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:59.659916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:31:59.716942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:31:59.717535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:31:59.717627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:31:59.717660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:31:59.834956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:31:59.835093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:31:59.835135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:31:59.835163] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:31:59.838482] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: UP (p=76.53%)
[2025-12-26T20:31:59.838766] [INFO ] [FORECASTER] Completed predict_future for SNY
[2025-12-26T20:31:59.838911] [INFO ] [sig       ] SNY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:31:59.979407] [INFO ] [LOCAL     ] Saved forecast: SNY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SNY.txt
[2025-12-26T20:31:59.979560] [INFO ] [sig       ] [2936/3548] Completed SNY in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-26T20:31:59.979618] [INFO ] [sig       ] [2937/3548] Forecasting SO...
[2025-12-26T20:31:59.979649] [INFO ] [sig       ] Generating forecast for: SO
[2025-12-26T20:31:59.979679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-12-26T20:31:59.990996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2025-12-26T20:31:59.991396] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-12-26T20:31:59.992227] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-12-26T20:31:59.992280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:31:59.992340] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:31:59.992369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:31:59.992442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:00.053120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:00.053991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:00.054077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:00.054110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:00.180074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:00.180213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:00.180254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:00.180283] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:00.183849] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: UP (p=85.60%)
[2025-12-26T20:32:00.184179] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-12-26T20:32:00.184326] [INFO ] [sig       ] SO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:00.330276] [INFO ] [LOCAL     ] Saved forecast: SO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SO.txt
[2025-12-26T20:32:00.330420] [INFO ] [sig       ] [2937/3548] Completed SO in 0.4s | 2.89 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-26T20:32:00.330459] [INFO ] [sig       ] [2938/3548] Forecasting SOCL...
[2025-12-26T20:32:00.330489] [INFO ] [sig       ] Generating forecast for: SOCL
[2025-12-26T20:32:00.330519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2025-12-26T20:32:00.340811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2025-12-26T20:32:00.341172] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2025-12-26T20:32:00.342090] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2025-12-26T20:32:00.342145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:00.342177] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:00.342203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:00.342261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:00.400791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:00.401641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:00.401725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:00.401757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:00.512828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:00.512987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:00.513031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:00.513060] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:00.516985] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: UP (p=80.27%)
[2025-12-26T20:32:00.517457] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2025-12-26T20:32:00.517606] [INFO ] [sig       ] SOCL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:00.666317] [INFO ] [LOCAL     ] Saved forecast: SOCL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SOCL.txt
[2025-12-26T20:32:00.666470] [INFO ] [sig       ] [2938/3548] Completed SOCL in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-26T20:32:00.666511] [INFO ] [sig       ] [2939/3548] Forecasting SOFI...
[2025-12-26T20:32:00.666542] [INFO ] [sig       ] Generating forecast for: SOFI
[2025-12-26T20:32:00.666594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2025-12-26T20:32:00.677781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2025-12-26T20:32:00.678173] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2025-12-26T20:32:00.678993] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2025-12-26T20:32:00.679046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:00.679077] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:00.679105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:00.679166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:00.737237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:00.738110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:00.738193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:00.738225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:00.859077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:00.859199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:00.859255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:00.859284] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:00.862628] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: UP (p=79.23%)
[2025-12-26T20:32:00.862893] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2025-12-26T20:32:00.863013] [INFO ] [sig       ] SOFI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:01.018405] [INFO ] [LOCAL     ] Saved forecast: SOFI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SOFI.txt
[2025-12-26T20:32:01.018594] [INFO ] [sig       ] [2939/3548] Completed SOFI in 0.4s | 2.89 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-26T20:32:01.018659] [INFO ] [sig       ] [2940/3548] Forecasting SOGP...
[2025-12-26T20:32:01.018699] [INFO ] [sig       ] Generating forecast for: SOGP
[2025-12-26T20:32:01.018733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2025-12-26T20:32:01.030275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2025-12-26T20:32:01.030722] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2025-12-26T20:32:01.031738] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2025-12-26T20:32:01.031794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:01.031825] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:01.031851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:01.031911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:01.093102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:01.094023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:01.094110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:01.094142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:01.208704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:01.208831] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-26T20:32:01.208874] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:01.208954] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:01.212529] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: DOWN (p=12.00%)
[2025-12-26T20:32:01.212823] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2025-12-26T20:32:01.212952] [INFO ] [sig       ] SOGP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:01.358406] [INFO ] [LOCAL     ] Saved forecast: SOGP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SOGP.txt
[2025-12-26T20:32:01.358542] [INFO ] [sig       ] [2940/3548] Completed SOGP in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-26T20:32:01.358598] [INFO ] [sig       ] [2941/3548] Forecasting SOJC...
[2025-12-26T20:32:01.358631] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-12-26T20:32:01.358662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-12-26T20:32:01.370045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2025-12-26T20:32:01.370456] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-12-26T20:32:01.371288] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-12-26T20:32:01.371341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:01.371372] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:01.371399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:01.371457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:01.443103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:01.444006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:01.444090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:01.444121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:01.567609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:01.567769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:01.567811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:01.567840] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:01.571350] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=87.62%)
[2025-12-26T20:32:01.571692] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-12-26T20:32:01.571830] [INFO ] [sig       ] SOJC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:01.719073] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SOJC.txt
[2025-12-26T20:32:01.719277] [INFO ] [sig       ] [2941/3548] Completed SOJC in 0.4s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-26T20:32:01.719338] [INFO ] [sig       ] [2942/3548] Forecasting SOJD...
[2025-12-26T20:32:01.719379] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-12-26T20:32:01.719421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-12-26T20:32:01.730900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2025-12-26T20:32:01.731309] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-12-26T20:32:01.732124] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-12-26T20:32:01.732178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:01.732209] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:01.732236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:01.732295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:01.801224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:01.802419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:01.802537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:01.802606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:01.942121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:01.942273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:01.942315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:01.942344] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:01.945759] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: UP (p=58.88%)
[2025-12-26T20:32:01.946052] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-12-26T20:32:01.946181] [INFO ] [sig       ] SOJD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:02.087195] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SOJD.txt
[2025-12-26T20:32:02.087354] [INFO ] [sig       ] [2942/3548] Completed SOJD in 0.4s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-26T20:32:02.087394] [INFO ] [sig       ] [2943/3548] Forecasting SOJE...
[2025-12-26T20:32:02.087425] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-12-26T20:32:02.087456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-12-26T20:32:02.098900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2025-12-26T20:32:02.099280] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-12-26T20:32:02.100135] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-12-26T20:32:02.100189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:02.100238] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:02.100268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:02.100327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:02.161449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:02.162292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:02.162383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:02.162426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:02.284935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:02.285085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:02.285129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:02.285158] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:02.288638] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=24.22%)
[2025-12-26T20:32:02.288934] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-12-26T20:32:02.289060] [INFO ] [sig       ] SOJE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:02.433262] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SOJE.txt
[2025-12-26T20:32:02.433421] [INFO ] [sig       ] [2943/3548] Completed SOJE in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-26T20:32:02.433461] [INFO ] [sig       ] [2944/3548] Forecasting SON...
[2025-12-26T20:32:02.433492] [INFO ] [sig       ] Generating forecast for: SON
[2025-12-26T20:32:02.433522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-12-26T20:32:02.444289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2025-12-26T20:32:02.444704] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-12-26T20:32:02.445554] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-12-26T20:32:02.445642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:02.445681] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:02.445708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:02.445771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:02.510659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:02.511610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:02.511697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:02.511731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:02.630801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:02.630959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:02.631001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:02.631030] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:02.634460] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: DOWN (p=4.38%)
[2025-12-26T20:32:02.634760] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-12-26T20:32:02.634893] [INFO ] [sig       ] SON: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:02.779478] [INFO ] [LOCAL     ] Saved forecast: SON	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SON.txt
[2025-12-26T20:32:02.779648] [INFO ] [sig       ] [2944/3548] Completed SON in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-26T20:32:02.779690] [INFO ] [sig       ] [2945/3548] Forecasting SONO...
[2025-12-26T20:32:02.779720] [INFO ] [sig       ] Generating forecast for: SONO
[2025-12-26T20:32:02.779751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2025-12-26T20:32:02.791053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2025-12-26T20:32:02.791478] [INFO ] [FORECASTER] Starting predict_future for SONO
[2025-12-26T20:32:02.792375] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2025-12-26T20:32:02.792432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:02.792465] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:02.792493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:02.792553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:02.849728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:02.850598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:02.850682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:02.850715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:02.973087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:02.973244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:02.973288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:02.973318] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:02.976830] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2025-12-26T20:32:02.977147] [INFO ] [FORECASTER] Completed predict_future for SONO
[2025-12-26T20:32:02.977290] [INFO ] [sig       ] SONO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:03.123929] [INFO ] [LOCAL     ] Saved forecast: SONO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SONO.txt
[2025-12-26T20:32:03.124059] [INFO ] [sig       ] [2945/3548] Completed SONO in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-26T20:32:03.124098] [INFO ] [sig       ] [2946/3548] Forecasting SOPA...
[2025-12-26T20:32:03.124128] [INFO ] [sig       ] Generating forecast for: SOPA
[2025-12-26T20:32:03.124157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2025-12-26T20:32:03.134853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPA'.
[2025-12-26T20:32:03.135149] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2025-12-26T20:32:03.135925] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2025-12-26T20:32:03.135977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:03.136007] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:03.136033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:03.136089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:03.193209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:03.194150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:03.194234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:03.194265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:03.316202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:03.316344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:03.316385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:03.316413] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:03.319842] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: DOWN (p=25.40%)
[2025-12-26T20:32:03.320123] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2025-12-26T20:32:03.320247] [INFO ] [sig       ] SOPA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:03.458268] [INFO ] [LOCAL     ] Saved forecast: SOPA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SOPA.txt
[2025-12-26T20:32:03.458383] [INFO ] [sig       ] [2946/3548] Completed SOPA in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-26T20:32:03.458426] [INFO ] [sig       ] [2947/3548] Forecasting SOPH...
[2025-12-26T20:32:03.458468] [INFO ] [sig       ] Generating forecast for: SOPH
[2025-12-26T20:32:03.458502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2025-12-26T20:32:03.469387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2025-12-26T20:32:03.469731] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2025-12-26T20:32:03.470526] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2025-12-26T20:32:03.470607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:03.470653] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:03.470689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:03.470749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:03.538244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:03.539362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:03.539507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:03.539559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:03.658433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:03.658616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:03.658659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:03.658688] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:03.662183] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: UP (p=68.14%)
[2025-12-26T20:32:03.662461] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2025-12-26T20:32:03.662602] [INFO ] [sig       ] SOPH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:03.801670] [INFO ] [LOCAL     ] Saved forecast: SOPH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SOPH.txt
[2025-12-26T20:32:03.801781] [INFO ] [sig       ] [2947/3548] Completed SOPH in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-26T20:32:03.801819] [INFO ] [sig       ] [2948/3548] Forecasting SOUN...
[2025-12-26T20:32:03.801847] [INFO ] [sig       ] Generating forecast for: SOUN
[2025-12-26T20:32:03.801877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2025-12-26T20:32:03.813502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOUN'.
[2025-12-26T20:32:03.813899] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2025-12-26T20:32:03.814717] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2025-12-26T20:32:03.814768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:03.814800] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:03.814826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:03.814884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:03.870871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:03.871842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:03.871931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:03.871963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:03.994046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:03.994199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:03.994242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:03.994271] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:03.997750] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: UP (p=50.55%)
[2025-12-26T20:32:03.998026] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2025-12-26T20:32:03.998156] [INFO ] [sig       ] SOUN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:04.139531] [INFO ] [LOCAL     ] Saved forecast: SOUN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SOUN.txt
[2025-12-26T20:32:04.139682] [INFO ] [sig       ] [2948/3548] Completed SOUN in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-26T20:32:04.139723] [INFO ] [sig       ] [2949/3548] Forecasting SOXQ...
[2025-12-26T20:32:04.139752] [INFO ] [sig       ] Generating forecast for: SOXQ
[2025-12-26T20:32:04.139781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2025-12-26T20:32:04.150641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2025-12-26T20:32:04.150969] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2025-12-26T20:32:04.151798] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2025-12-26T20:32:04.151856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:04.151902] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:04.151938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:04.151999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:04.209832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:04.210452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:04.210530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:04.210563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:04.343534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:04.343708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:04.343752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:04.343781] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:04.347740] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: DOWN (p=18.94%)
[2025-12-26T20:32:04.348016] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2025-12-26T20:32:04.348147] [INFO ] [sig       ] SOXQ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:04.488825] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SOXQ.txt
[2025-12-26T20:32:04.488990] [INFO ] [sig       ] [2949/3548] Completed SOXQ in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-26T20:32:04.489056] [INFO ] [sig       ] [2950/3548] Forecasting SOXX...
[2025-12-26T20:32:04.489090] [INFO ] [sig       ] Generating forecast for: SOXX
[2025-12-26T20:32:04.489119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2025-12-26T20:32:04.500189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2025-12-26T20:32:04.500522] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2025-12-26T20:32:04.501300] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2025-12-26T20:32:04.501351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:04.501383] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:04.501408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:04.501465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:04.557520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:04.558163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:04.558240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:04.558271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:04.679427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:04.679595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:04.679641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:04.679690] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:04.683079] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: DOWN (p=13.17%)
[2025-12-26T20:32:04.683355] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2025-12-26T20:32:04.683494] [INFO ] [sig       ] SOXX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:04.830230] [INFO ] [LOCAL     ] Saved forecast: SOXX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SOXX.txt
[2025-12-26T20:32:04.830405] [INFO ] [sig       ] [2950/3548] Completed SOXX in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-26T20:32:04.830447] [INFO ] [sig       ] [2951/3548] Forecasting SPAI...
[2025-12-26T20:32:04.830476] [INFO ] [sig       ] Generating forecast for: SPAI
[2025-12-26T20:32:04.830506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2025-12-26T20:32:04.841448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2025-12-26T20:32:04.841833] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2025-12-26T20:32:04.842630] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2025-12-26T20:32:04.842682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:04.842714] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:04.842740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:04.842799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:04.901004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:04.901868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:04.901951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:04.901985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:05.019547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:05.019716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:05.019760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:05.019789] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:05.023184] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: DOWN (p=27.00%)
[2025-12-26T20:32:05.023455] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2025-12-26T20:32:05.023603] [INFO ] [sig       ] SPAI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:05.166346] [INFO ] [LOCAL     ] Saved forecast: SPAI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SPAI.txt
[2025-12-26T20:32:05.166476] [INFO ] [sig       ] [2951/3548] Completed SPAI in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-26T20:32:05.166516] [INFO ] [sig       ] [2952/3548] Forecasting SPB...
[2025-12-26T20:32:05.166546] [INFO ] [sig       ] Generating forecast for: SPB
[2025-12-26T20:32:05.166596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-12-26T20:32:05.177918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2025-12-26T20:32:05.178242] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-12-26T20:32:05.179070] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-12-26T20:32:05.179123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:05.179155] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:05.179183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:05.179242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:05.238020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:05.238671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:05.238766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:05.238801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:05.362972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:05.363120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:05.363164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:05.363193] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:05.366534] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: UP (p=96.63%)
[2025-12-26T20:32:05.366829] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-12-26T20:32:05.366949] [INFO ] [sig       ] SPB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:05.510241] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SPB.txt
[2025-12-26T20:32:05.510370] [INFO ] [sig       ] [2952/3548] Completed SPB in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-26T20:32:05.510407] [INFO ] [sig       ] [2953/3548] Forecasting SPCB...
[2025-12-26T20:32:05.510435] [INFO ] [sig       ] Generating forecast for: SPCB
[2025-12-26T20:32:05.510465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2025-12-26T20:32:05.520971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2025-12-26T20:32:05.521286] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2025-12-26T20:32:05.522088] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2025-12-26T20:32:05.522145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:05.522176] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:05.522203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:05.522260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:05.579379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:05.580095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:05.580179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:05.580213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:05.700092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:05.700245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:05.700288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:05.700317] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:05.703752] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-12-26T20:32:05.704032] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2025-12-26T20:32:05.704161] [INFO ] [sig       ] SPCB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:05.845164] [INFO ] [LOCAL     ] Saved forecast: SPCB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SPCB.txt
[2025-12-26T20:32:05.845291] [INFO ] [sig       ] [2953/3548] Completed SPCB in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-26T20:32:05.845329] [INFO ] [sig       ] [2954/3548] Forecasting SPCE...
[2025-12-26T20:32:05.845359] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-12-26T20:32:05.845388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-12-26T20:32:05.856740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2025-12-26T20:32:05.857094] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-12-26T20:32:05.857890] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-12-26T20:32:05.857942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:05.858004] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:05.858046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:05.858106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:05.915461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:05.916452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:05.916536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:05.916569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:06.035995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:06.036159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:06.036202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:06.036230] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:06.039988] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: UP (p=93.87%)
[2025-12-26T20:32:06.040297] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-12-26T20:32:06.040630] [INFO ] [sig       ] SPCE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:06.183440] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SPCE.txt
[2025-12-26T20:32:06.183607] [INFO ] [sig       ] [2954/3548] Completed SPCE in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-26T20:32:06.183649] [INFO ] [sig       ] [2955/3548] Forecasting SPE...
[2025-12-26T20:32:06.183679] [INFO ] [sig       ] Generating forecast for: SPE
[2025-12-26T20:32:06.183711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-12-26T20:32:06.195178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2025-12-26T20:32:06.195561] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-12-26T20:32:06.196393] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-12-26T20:32:06.196449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:06.196495] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:06.196527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:06.196602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:06.256310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:06.257081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:06.257174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:06.257218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:06.376409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:06.376564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:06.376628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:06.376657] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:06.380474] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: DOWN (p=39.88%)
[2025-12-26T20:32:06.380765] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-12-26T20:32:06.380890] [INFO ] [sig       ] SPE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:06.525194] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SPE.txt
[2025-12-26T20:32:06.525358] [INFO ] [sig       ] [2955/3548] Completed SPE in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-26T20:32:06.525398] [INFO ] [sig       ] [2956/3548] Forecasting SPFI...
[2025-12-26T20:32:06.525429] [INFO ] [sig       ] Generating forecast for: SPFI
[2025-12-26T20:32:06.525459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2025-12-26T20:32:06.537211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2025-12-26T20:32:06.537557] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2025-12-26T20:32:06.538366] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2025-12-26T20:32:06.538417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:06.538449] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:06.538475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:06.538531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:06.596647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:06.597313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:06.597389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:06.597421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:06.717662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:06.717815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:06.717857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:06.717886] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:06.721292] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: UP (p=73.43%)
[2025-12-26T20:32:06.721558] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2025-12-26T20:32:06.721701] [INFO ] [sig       ] SPFI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:06.861678] [INFO ] [LOCAL     ] Saved forecast: SPFI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SPFI.txt
[2025-12-26T20:32:06.861796] [INFO ] [sig       ] [2956/3548] Completed SPFI in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-26T20:32:06.861833] [INFO ] [sig       ] [2957/3548] Forecasting SPG...
[2025-12-26T20:32:06.861862] [INFO ] [sig       ] Generating forecast for: SPG
[2025-12-26T20:32:06.861892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-12-26T20:32:06.872795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2025-12-26T20:32:06.873123] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-12-26T20:32:06.873938] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-12-26T20:32:06.873990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:06.874021] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:06.874047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:06.874104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:06.931208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:06.931990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:06.932070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:06.932102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:07.053459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:07.053626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:07.053671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:07.053733] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:07.057158] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=41.31%)
[2025-12-26T20:32:07.057437] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-12-26T20:32:07.057560] [INFO ] [sig       ] SPG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:07.196524] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SPG.txt
[2025-12-26T20:32:07.196674] [INFO ] [sig       ] [2957/3548] Completed SPG in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-26T20:32:07.196713] [INFO ] [sig       ] [2958/3548] Forecasting SPGI...
[2025-12-26T20:32:07.196742] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-12-26T20:32:07.196779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-12-26T20:32:07.207668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2025-12-26T20:32:07.208007] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-12-26T20:32:07.208806] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-12-26T20:32:07.208859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:07.208937] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:07.208971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:07.209030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:07.265724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:07.266335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:07.266412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:07.266444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:07.386134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:07.386277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:07.386317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:07.386345] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:07.389725] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2025-12-26T20:32:07.389999] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-12-26T20:32:07.390123] [INFO ] [sig       ] SPGI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:07.536279] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SPGI.txt
[2025-12-26T20:32:07.536422] [INFO ] [sig       ] [2958/3548] Completed SPGI in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-26T20:32:07.536460] [INFO ] [sig       ] [2959/3548] Forecasting SPH...
[2025-12-26T20:32:07.536490] [INFO ] [sig       ] Generating forecast for: SPH
[2025-12-26T20:32:07.536520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-12-26T20:32:07.547361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2025-12-26T20:32:07.547701] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-12-26T20:32:07.548444] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-12-26T20:32:07.548495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:07.548526] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:07.548553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:07.548633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:07.606132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:07.606901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:07.606982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:07.607014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:07.720468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:07.720628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:07.720670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:07.720699] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:07.724012] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: DOWN (p=2.10%)
[2025-12-26T20:32:07.724282] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-12-26T20:32:07.724403] [INFO ] [sig       ] SPH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:07.863655] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SPH.txt
[2025-12-26T20:32:07.863788] [INFO ] [sig       ] [2959/3548] Completed SPH in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-26T20:32:07.863827] [INFO ] [sig       ] [2960/3548] Forecasting SPOK...
[2025-12-26T20:32:07.863856] [INFO ] [sig       ] Generating forecast for: SPOK
[2025-12-26T20:32:07.863885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2025-12-26T20:32:07.874725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2025-12-26T20:32:07.875033] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2025-12-26T20:32:07.875802] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2025-12-26T20:32:07.875854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:07.875885] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:07.875911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:07.875968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:07.935903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:07.936557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:07.936650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:07.936682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:08.053990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:08.054142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:08.054187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:08.054219] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:08.057552] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: DOWN (p=29.21%)
[2025-12-26T20:32:08.057840] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2025-12-26T20:32:08.057958] [INFO ] [sig       ] SPOK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:08.198846] [INFO ] [LOCAL     ] Saved forecast: SPOK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SPOK.txt
[2025-12-26T20:32:08.199000] [INFO ] [sig       ] [2960/3548] Completed SPOK in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-26T20:32:08.199040] [INFO ] [sig       ] [2961/3548] Forecasting SPRC...
[2025-12-26T20:32:08.199070] [INFO ] [sig       ] Generating forecast for: SPRC
[2025-12-26T20:32:08.199099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'.
[2025-12-26T20:32:08.209899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRC'.
[2025-12-26T20:32:08.210243] [INFO ] [FORECASTER] Starting predict_future for SPRC
[2025-12-26T20:32:08.211039] [DEBUG] [LOCAL     ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt
[2025-12-26T20:32:08.211092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:08.211130] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:08.211163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:08.211233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:08.267953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:08.268779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:08.268855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:08.268903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:08.383680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:08.383857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:08.383906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:08.383938] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:08.387343] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: UP (p=89.91%)
[2025-12-26T20:32:08.387630] [INFO ] [FORECASTER] Completed predict_future for SPRC
[2025-12-26T20:32:08.387754] [INFO ] [sig       ] SPRC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:08.528698] [INFO ] [LOCAL     ] Saved forecast: SPRC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SPRC.txt
[2025-12-26T20:32:08.528825] [INFO ] [sig       ] [2961/3548] Completed SPRC in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-26T20:32:08.528864] [INFO ] [sig       ] [2962/3548] Forecasting SPRO...
[2025-12-26T20:32:08.528911] [INFO ] [sig       ] Generating forecast for: SPRO
[2025-12-26T20:32:08.528942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2025-12-26T20:32:08.539214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2025-12-26T20:32:08.539542] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2025-12-26T20:32:08.540315] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2025-12-26T20:32:08.540366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:08.540398] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:08.540424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:08.540481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:08.597678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:08.598423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:08.598504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:08.598536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:08.720162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:08.720309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:08.720350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:08.720379] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:08.723773] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: DOWN (p=3.56%)
[2025-12-26T20:32:08.724044] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2025-12-26T20:32:08.724182] [INFO ] [sig       ] SPRO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:08.867557] [INFO ] [LOCAL     ] Saved forecast: SPRO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SPRO.txt
[2025-12-26T20:32:08.867724] [INFO ] [sig       ] [2962/3548] Completed SPRO in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-26T20:32:08.867762] [INFO ] [sig       ] [2963/3548] Forecasting SPRX...
[2025-12-26T20:32:08.867792] [INFO ] [sig       ] Generating forecast for: SPRX
[2025-12-26T20:32:08.867822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2025-12-26T20:32:08.879191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2025-12-26T20:32:08.879593] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2025-12-26T20:32:08.880370] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2025-12-26T20:32:08.880425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:08.880457] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:08.880484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:08.880541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:08.936833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:08.937492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:08.937570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:08.937621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:09.052522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:09.052683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:09.052725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:09.052752] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:09.056084] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: UP (p=86.98%)
[2025-12-26T20:32:09.056352] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2025-12-26T20:32:09.056473] [INFO ] [sig       ] SPRX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:09.196283] [INFO ] [LOCAL     ] Saved forecast: SPRX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SPRX.txt
[2025-12-26T20:32:09.196411] [INFO ] [sig       ] [2963/3548] Completed SPRX in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-26T20:32:09.196450] [INFO ] [sig       ] [2964/3548] Forecasting SPRY...
[2025-12-26T20:32:09.196478] [INFO ] [sig       ] Generating forecast for: SPRY
[2025-12-26T20:32:09.196508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2025-12-26T20:32:09.207319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2025-12-26T20:32:09.207651] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2025-12-26T20:32:09.208413] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2025-12-26T20:32:09.208464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:09.208495] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:09.208523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:09.208603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:09.267976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:09.268635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:09.268740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:09.268773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:09.391558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:09.391846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:09.391923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:09.391971] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:09.395495] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: DOWN (p=44.35%)
[2025-12-26T20:32:09.395795] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2025-12-26T20:32:09.395925] [INFO ] [sig       ] SPRY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:09.539183] [INFO ] [LOCAL     ] Saved forecast: SPRY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SPRY.txt
[2025-12-26T20:32:09.539311] [INFO ] [sig       ] [2964/3548] Completed SPRY in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-26T20:32:09.539349] [INFO ] [sig       ] [2965/3548] Forecasting SPSC...
[2025-12-26T20:32:09.539380] [INFO ] [sig       ] Generating forecast for: SPSC
[2025-12-26T20:32:09.539410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2025-12-26T20:32:09.550138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2025-12-26T20:32:09.550468] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2025-12-26T20:32:09.551267] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2025-12-26T20:32:09.551319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:09.551350] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:09.551376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:09.551447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:09.608488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:09.609201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:09.609281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:09.609316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:09.728937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:09.729084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:09.729127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:09.729155] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:09.732557] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: UP (p=94.34%)
[2025-12-26T20:32:09.732840] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2025-12-26T20:32:09.732958] [INFO ] [sig       ] SPSC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:09.873618] [INFO ] [LOCAL     ] Saved forecast: SPSC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SPSC.txt
[2025-12-26T20:32:09.873742] [INFO ] [sig       ] [2965/3548] Completed SPSC in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-26T20:32:09.873779] [INFO ] [sig       ] [2966/3548] Forecasting SPWH...
[2025-12-26T20:32:09.873808] [INFO ] [sig       ] Generating forecast for: SPWH
[2025-12-26T20:32:09.873838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2025-12-26T20:32:09.884717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2025-12-26T20:32:09.885088] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2025-12-26T20:32:09.885959] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2025-12-26T20:32:09.886012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:09.886044] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:09.886071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:09.886129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:09.943667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:09.944290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:09.944368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:09.944400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:10.065881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:10.066027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:10.066068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:10.066096] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:10.069462] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: UP (p=73.34%)
[2025-12-26T20:32:10.069757] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2025-12-26T20:32:10.069882] [INFO ] [sig       ] SPWH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:10.214176] [INFO ] [LOCAL     ] Saved forecast: SPWH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SPWH.txt
[2025-12-26T20:32:10.214307] [INFO ] [sig       ] [2966/3548] Completed SPWH in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-26T20:32:10.214346] [INFO ] [sig       ] [2967/3548] Forecasting SPXC...
[2025-12-26T20:32:10.214375] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-12-26T20:32:10.214403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-12-26T20:32:10.225903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2025-12-26T20:32:10.226254] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-12-26T20:32:10.227082] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-12-26T20:32:10.227147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:10.227180] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:10.227207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:10.227266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:10.286115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:10.286784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:10.286862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:10.286893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:10.410463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:10.410627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:10.410671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:10.410701] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:10.414018] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=8.68%)
[2025-12-26T20:32:10.414287] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-12-26T20:32:10.414409] [INFO ] [sig       ] SPXC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:10.556073] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SPXC.txt
[2025-12-26T20:32:10.556292] [INFO ] [sig       ] [2967/3548] Completed SPXC in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-26T20:32:10.556359] [INFO ] [sig       ] [2968/3548] Forecasting SPXX...
[2025-12-26T20:32:10.556401] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-12-26T20:32:10.556444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-12-26T20:32:10.566881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2025-12-26T20:32:10.567272] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-12-26T20:32:10.568130] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-12-26T20:32:10.568183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:10.568220] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:10.568247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:10.568305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:10.626372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:10.627083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:10.627161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:10.627194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:10.746951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:10.747101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:10.747142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:10.747170] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:10.750511] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: DOWN (p=11.77%)
[2025-12-26T20:32:10.750794] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-12-26T20:32:10.750919] [INFO ] [sig       ] SPXX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:10.891548] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SPXX.txt
[2025-12-26T20:32:10.891724] [INFO ] [sig       ] [2968/3548] Completed SPXX in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-26T20:32:10.891764] [INFO ] [sig       ] [2969/3548] Forecasting SQM...
[2025-12-26T20:32:10.891793] [INFO ] [sig       ] Generating forecast for: SQM
[2025-12-26T20:32:10.891824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-12-26T20:32:10.902480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2025-12-26T20:32:10.902840] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-12-26T20:32:10.903629] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-12-26T20:32:10.903681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:10.903712] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:10.903739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:10.903798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:10.962486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:10.963128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:10.963206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:10.963238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:11.085120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:11.085254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:11.085296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:11.085324] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:11.088698] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=95.73%)
[2025-12-26T20:32:11.088988] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-12-26T20:32:11.089110] [INFO ] [sig       ] SQM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:11.229852] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SQM.txt
[2025-12-26T20:32:11.229993] [INFO ] [sig       ] [2969/3548] Completed SQM in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-26T20:32:11.230031] [INFO ] [sig       ] [2970/3548] Forecasting SQNS...
[2025-12-26T20:32:11.230059] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-12-26T20:32:11.230090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-12-26T20:32:11.241054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2025-12-26T20:32:11.241434] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-12-26T20:32:11.242232] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-12-26T20:32:11.242285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:11.242316] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:11.242343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:11.242400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:11.300233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:11.300953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:11.301034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:11.301066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:11.419493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:11.419653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:11.419696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:11.419725] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:11.423055] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-12-26T20:32:11.423324] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-12-26T20:32:11.423444] [INFO ] [sig       ] SQNS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:11.571348] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SQNS.txt
[2025-12-26T20:32:11.571498] [INFO ] [sig       ] [2970/3548] Completed SQNS in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-26T20:32:11.571539] [INFO ] [sig       ] [2971/3548] Forecasting SQQQ...
[2025-12-26T20:32:11.571568] [INFO ] [sig       ] Generating forecast for: SQQQ
[2025-12-26T20:32:11.571624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2025-12-26T20:32:11.582335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2025-12-26T20:32:11.582681] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2025-12-26T20:32:11.583460] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2025-12-26T20:32:11.583511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:11.583595] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:11.583627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:11.583690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:11.642289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:11.643020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:11.643101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:11.643134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:11.764433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:11.764611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:11.764653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:11.764681] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:11.768103] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: UP (p=94.64%)
[2025-12-26T20:32:11.768385] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2025-12-26T20:32:11.768511] [INFO ] [sig       ] SQQQ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:11.910456] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SQQQ.txt
[2025-12-26T20:32:11.910605] [INFO ] [sig       ] [2971/3548] Completed SQQQ in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-26T20:32:11.910646] [INFO ] [sig       ] [2972/3548] Forecasting SRAD...
[2025-12-26T20:32:11.910675] [INFO ] [sig       ] Generating forecast for: SRAD
[2025-12-26T20:32:11.910704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2025-12-26T20:32:11.921486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2025-12-26T20:32:11.921846] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2025-12-26T20:32:11.922625] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2025-12-26T20:32:11.922677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:11.922707] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:11.922733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:11.922791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:11.981916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:11.982535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:11.982628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:11.982661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:12.099096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:12.099247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:12.099291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:12.099319] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:12.102673] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: DOWN (p=19.76%)
[2025-12-26T20:32:12.102961] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2025-12-26T20:32:12.103082] [INFO ] [sig       ] SRAD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:12.243795] [INFO ] [LOCAL     ] Saved forecast: SRAD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SRAD.txt
[2025-12-26T20:32:12.243918] [INFO ] [sig       ] [2972/3548] Completed SRAD in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-26T20:32:12.243956] [INFO ] [sig       ] [2973/3548] Forecasting SRBK...
[2025-12-26T20:32:12.243984] [INFO ] [sig       ] Generating forecast for: SRBK
[2025-12-26T20:32:12.244014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2025-12-26T20:32:12.254902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2025-12-26T20:32:12.255208] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2025-12-26T20:32:12.255984] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2025-12-26T20:32:12.256035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:12.256067] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:12.256093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:12.256151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:12.313005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:12.313668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:12.313744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:12.313776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:12.432221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:12.432388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:12.432431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:12.432460] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:12.435810] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: DOWN (p=27.33%)
[2025-12-26T20:32:12.436078] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2025-12-26T20:32:12.436198] [INFO ] [sig       ] SRBK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:12.576511] [INFO ] [LOCAL     ] Saved forecast: SRBK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SRBK.txt
[2025-12-26T20:32:12.576665] [INFO ] [sig       ] [2973/3548] Completed SRBK in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-26T20:32:12.576706] [INFO ] [sig       ] [2974/3548] Forecasting SRCE...
[2025-12-26T20:32:12.576735] [INFO ] [sig       ] Generating forecast for: SRCE
[2025-12-26T20:32:12.576765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2025-12-26T20:32:12.587652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2025-12-26T20:32:12.587999] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2025-12-26T20:32:12.588776] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2025-12-26T20:32:12.588827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:12.588858] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:12.588910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:12.588969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:12.646757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:12.647530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:12.647644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:12.647680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:12.766879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:12.767050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:12.767095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:12.767159] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:12.770674] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: UP (p=56.49%)
[2025-12-26T20:32:12.770958] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2025-12-26T20:32:12.771086] [INFO ] [sig       ] SRCE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:12.910902] [INFO ] [LOCAL     ] Saved forecast: SRCE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SRCE.txt
[2025-12-26T20:32:12.911045] [INFO ] [sig       ] [2974/3548] Completed SRCE in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-26T20:32:12.911084] [INFO ] [sig       ] [2975/3548] Forecasting SRE...
[2025-12-26T20:32:12.911114] [INFO ] [sig       ] Generating forecast for: SRE
[2025-12-26T20:32:12.911145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-12-26T20:32:12.922617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2025-12-26T20:32:12.922965] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-12-26T20:32:12.923747] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-12-26T20:32:12.923799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:12.923829] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:12.923855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:12.923913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:12.981306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:12.982284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:12.982367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:12.982398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:13.103057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:13.103222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:13.103284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:13.103314] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:13.106931] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: UP (p=67.46%)
[2025-12-26T20:32:13.107260] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-12-26T20:32:13.107416] [INFO ] [sig       ] SRE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:13.247748] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SRE.txt
[2025-12-26T20:32:13.247863] [INFO ] [sig       ] [2975/3548] Completed SRE in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-26T20:32:13.247902] [INFO ] [sig       ] [2976/3548] Forecasting SREA...
[2025-12-26T20:32:13.247931] [INFO ] [sig       ] Generating forecast for: SREA
[2025-12-26T20:32:13.247961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-12-26T20:32:13.258910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2025-12-26T20:32:13.259212] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-12-26T20:32:13.260047] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-12-26T20:32:13.260099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:13.260129] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:13.260156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:13.260213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:13.317379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:13.318373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:13.318458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:13.318489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:13.434720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:13.434890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:13.434933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:13.434962] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:13.438428] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: DOWN (p=34.36%)
[2025-12-26T20:32:13.438739] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-12-26T20:32:13.438866] [INFO ] [sig       ] SREA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:13.578205] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SREA.txt
[2025-12-26T20:32:13.578355] [INFO ] [sig       ] [2976/3548] Completed SREA in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-26T20:32:13.578393] [INFO ] [sig       ] [2977/3548] Forecasting SRFM...
[2025-12-26T20:32:13.578423] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-12-26T20:32:13.578453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-12-26T20:32:13.589705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2025-12-26T20:32:13.590081] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-12-26T20:32:13.590877] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-12-26T20:32:13.590928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:13.590959] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:13.590985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:13.591041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:13.647661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:13.648363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:13.648443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:13.648475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:13.762851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:13.763006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:13.763048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:13.763075] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:13.766438] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=8.70%)
[2025-12-26T20:32:13.766731] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-12-26T20:32:13.766852] [INFO ] [sig       ] SRFM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:13.908611] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SRFM.txt
[2025-12-26T20:32:13.908773] [INFO ] [sig       ] [2977/3548] Completed SRFM in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-26T20:32:13.908813] [INFO ] [sig       ] [2978/3548] Forecasting SRG...
[2025-12-26T20:32:13.908843] [INFO ] [sig       ] Generating forecast for: SRG
[2025-12-26T20:32:13.908873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-12-26T20:32:13.920243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2025-12-26T20:32:13.920730] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-12-26T20:32:13.921642] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-12-26T20:32:13.921728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:13.921760] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:13.921787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:13.921844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:13.978128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:13.978764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:13.978842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:13.978873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:14.096120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:14.096263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:14.096304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:14.096331] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:14.099709] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: DOWN (p=9.56%)
[2025-12-26T20:32:14.099979] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-12-26T20:32:14.100101] [INFO ] [sig       ] SRG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:14.241398] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SRG.txt
[2025-12-26T20:32:14.241526] [INFO ] [sig       ] [2978/3548] Completed SRG in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-26T20:32:14.241565] [INFO ] [sig       ] [2979/3548] Forecasting SRI...
[2025-12-26T20:32:14.241614] [INFO ] [sig       ] Generating forecast for: SRI
[2025-12-26T20:32:14.241644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-12-26T20:32:14.252359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2025-12-26T20:32:14.252668] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-12-26T20:32:14.253422] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-12-26T20:32:14.253472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:14.253504] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:14.253530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:14.253603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:14.310504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:14.311142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:14.311219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:14.311251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:14.431949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:14.432105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:14.432155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:14.432184] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:14.435656] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: DOWN (p=41.48%)
[2025-12-26T20:32:14.435930] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-12-26T20:32:14.436066] [INFO ] [sig       ] SRI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:14.575961] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SRI.txt
[2025-12-26T20:32:14.576090] [INFO ] [sig       ] [2979/3548] Completed SRI in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-26T20:32:14.576128] [INFO ] [sig       ] [2980/3548] Forecasting SRRK...
[2025-12-26T20:32:14.576157] [INFO ] [sig       ] Generating forecast for: SRRK
[2025-12-26T20:32:14.576186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2025-12-26T20:32:14.586795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2025-12-26T20:32:14.587114] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2025-12-26T20:32:14.587910] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2025-12-26T20:32:14.587962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:14.587991] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:14.588017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:14.588075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:14.644861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:14.645461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:14.645537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:14.645568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:14.767115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:14.767261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:14.767303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:14.767331] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:14.770764] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: DOWN (p=5.50%)
[2025-12-26T20:32:14.771051] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2025-12-26T20:32:14.771175] [INFO ] [sig       ] SRRK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:14.912952] [INFO ] [LOCAL     ] Saved forecast: SRRK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SRRK.txt
[2025-12-26T20:32:14.913066] [INFO ] [sig       ] [2980/3548] Completed SRRK in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-26T20:32:14.913105] [INFO ] [sig       ] [2981/3548] Forecasting SRTS...
[2025-12-26T20:32:14.913133] [INFO ] [sig       ] Generating forecast for: SRTS
[2025-12-26T20:32:14.913164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2025-12-26T20:32:14.925162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2025-12-26T20:32:14.925589] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2025-12-26T20:32:14.926524] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2025-12-26T20:32:14.926594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:14.926629] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:14.926658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:14.926718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:14.984078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:14.984939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:14.985055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:14.985088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:15.103543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:15.103712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:15.103756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:15.103785] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:15.107154] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: UP (p=97.19%)
[2025-12-26T20:32:15.107425] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2025-12-26T20:32:15.107548] [INFO ] [sig       ] SRTS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:15.247262] [INFO ] [LOCAL     ] Saved forecast: SRTS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SRTS.txt
[2025-12-26T20:32:15.247414] [INFO ] [sig       ] [2981/3548] Completed SRTS in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-26T20:32:15.247460] [INFO ] [sig       ] [2982/3548] Forecasting SSB...
[2025-12-26T20:32:15.247492] [INFO ] [sig       ] Generating forecast for: SSB
[2025-12-26T20:32:15.247523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-12-26T20:32:15.258361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2025-12-26T20:32:15.258705] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-12-26T20:32:15.259541] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-12-26T20:32:15.259613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:15.259645] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:15.259671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:15.259729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:15.316438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:15.317222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:15.317301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:15.317338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:15.436698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:15.436850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:15.436892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:15.436921] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:15.440292] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: UP (p=87.42%)
[2025-12-26T20:32:15.440567] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-12-26T20:32:15.440711] [INFO ] [sig       ] SSB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:15.579276] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SSB.txt
[2025-12-26T20:32:15.579422] [INFO ] [sig       ] [2982/3548] Completed SSB in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-26T20:32:15.579461] [INFO ] [sig       ] [2983/3548] Forecasting SSD...
[2025-12-26T20:32:15.579490] [INFO ] [sig       ] Generating forecast for: SSD
[2025-12-26T20:32:15.579522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-12-26T20:32:15.590294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2025-12-26T20:32:15.590666] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-12-26T20:32:15.591429] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-12-26T20:32:15.591479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:15.591510] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:15.591536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:15.591612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:15.648021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:15.648839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:15.648942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:15.648975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:15.766498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:15.766667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:15.766709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:15.766737] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:15.770134] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=15.25%)
[2025-12-26T20:32:15.770413] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-12-26T20:32:15.770551] [INFO ] [sig       ] SSD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:15.909694] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SSD.txt
[2025-12-26T20:32:15.909831] [INFO ] [sig       ] [2983/3548] Completed SSD in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-26T20:32:15.909870] [INFO ] [sig       ] [2984/3548] Forecasting SSL...
[2025-12-26T20:32:15.909899] [INFO ] [sig       ] Generating forecast for: SSL
[2025-12-26T20:32:15.909930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-12-26T20:32:15.924092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2025-12-26T20:32:15.924485] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-12-26T20:32:15.925302] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-12-26T20:32:15.925353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:15.925384] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:15.925410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:15.925467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:15.982295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:15.983161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:15.983244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:15.983277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:16.102396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:16.102547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:16.102613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:16.102645] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:16.106011] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: DOWN (p=8.19%)
[2025-12-26T20:32:16.106279] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-12-26T20:32:16.106401] [INFO ] [sig       ] SSL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:16.245220] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SSL.txt
[2025-12-26T20:32:16.245398] [INFO ] [sig       ] [2984/3548] Completed SSL in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-26T20:32:16.245438] [INFO ] [sig       ] [2985/3548] Forecasting SSNC...
[2025-12-26T20:32:16.245467] [INFO ] [sig       ] Generating forecast for: SSNC
[2025-12-26T20:32:16.245498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2025-12-26T20:32:16.256013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2025-12-26T20:32:16.256385] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2025-12-26T20:32:16.257161] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2025-12-26T20:32:16.257212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:16.257243] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:16.257270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:16.257326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:16.314090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:16.314826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:16.314906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:16.314938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:16.438244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:16.438397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:16.438481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:16.438513] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:16.442047] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: UP (p=61.40%)
[2025-12-26T20:32:16.442375] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2025-12-26T20:32:16.442507] [INFO ] [sig       ] SSNC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:16.590288] [INFO ] [LOCAL     ] Saved forecast: SSNC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SSNC.txt
[2025-12-26T20:32:16.590435] [INFO ] [sig       ] [2985/3548] Completed SSNC in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-26T20:32:16.590483] [INFO ] [sig       ] [2986/3548] Forecasting SSP...
[2025-12-26T20:32:16.590520] [INFO ] [sig       ] Generating forecast for: SSP
[2025-12-26T20:32:16.590552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2025-12-26T20:32:16.602390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2025-12-26T20:32:16.602795] [INFO ] [FORECASTER] Starting predict_future for SSP
[2025-12-26T20:32:16.603595] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2025-12-26T20:32:16.603647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:16.603677] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:16.603704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:16.603762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:16.660913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:16.661747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:16.661829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:16.661862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:16.782755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:16.782961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:16.783009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:16.783039] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:16.786542] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: DOWN (p=0.52%)
[2025-12-26T20:32:16.786829] [INFO ] [FORECASTER] Completed predict_future for SSP
[2025-12-26T20:32:16.786953] [INFO ] [sig       ] SSP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:16.933115] [INFO ] [LOCAL     ] Saved forecast: SSP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SSP.txt
[2025-12-26T20:32:16.933259] [INFO ] [sig       ] [2986/3548] Completed SSP in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-26T20:32:16.933299] [INFO ] [sig       ] [2987/3548] Forecasting SSRM...
[2025-12-26T20:32:16.933329] [INFO ] [sig       ] Generating forecast for: SSRM
[2025-12-26T20:32:16.933369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2025-12-26T20:32:16.945402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2025-12-26T20:32:16.945762] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2025-12-26T20:32:16.946739] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2025-12-26T20:32:16.946804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:16.946855] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:16.946901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:16.947002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:17.004998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:17.005852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:17.005959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:17.005993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:17.124123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:17.124272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:17.124314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:17.124344] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:17.127897] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: UP (p=51.59%)
[2025-12-26T20:32:17.128190] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2025-12-26T20:32:17.128322] [INFO ] [sig       ] SSRM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:17.275317] [INFO ] [LOCAL     ] Saved forecast: SSRM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SSRM.txt
[2025-12-26T20:32:17.275457] [INFO ] [sig       ] [2987/3548] Completed SSRM in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-26T20:32:17.275496] [INFO ] [sig       ] [2988/3548] Forecasting SSSS...
[2025-12-26T20:32:17.275527] [INFO ] [sig       ] Generating forecast for: SSSS
[2025-12-26T20:32:17.275557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2025-12-26T20:32:17.287055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2025-12-26T20:32:17.287406] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2025-12-26T20:32:17.288210] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2025-12-26T20:32:17.288262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:17.288344] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:17.288372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:17.288430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:17.345759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:17.346566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:17.346663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:17.346694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:17.467891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:17.468044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:17.468088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:17.468117] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:17.471475] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: DOWN (p=2.83%)
[2025-12-26T20:32:17.471758] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2025-12-26T20:32:17.471881] [INFO ] [sig       ] SSSS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:17.614723] [INFO ] [LOCAL     ] Saved forecast: SSSS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SSSS.txt
[2025-12-26T20:32:17.614875] [INFO ] [sig       ] [2988/3548] Completed SSSS in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-26T20:32:17.614914] [INFO ] [sig       ] [2989/3548] Forecasting SSTI...
[2025-12-26T20:32:17.614943] [INFO ] [sig       ] Generating forecast for: SSTI
[2025-12-26T20:32:17.614975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2025-12-26T20:32:17.626707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2025-12-26T20:32:17.627397] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2025-12-26T20:32:17.628402] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2025-12-26T20:32:17.628457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:17.628515] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:17.628545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:17.628626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:17.689248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:17.690594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:17.690734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:17.690780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:17.819964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:17.820192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:17.820244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:17.820274] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:17.824350] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: DOWN (p=46.92%)
[2025-12-26T20:32:17.824691] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2025-12-26T20:32:17.824830] [INFO ] [sig       ] SSTI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:17.967352] [INFO ] [LOCAL     ] Saved forecast: SSTI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SSTI.txt
[2025-12-26T20:32:17.967548] [INFO ] [sig       ] [2989/3548] Completed SSTI in 0.4s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-26T20:32:17.967619] [INFO ] [sig       ] [2990/3548] Forecasting SSTK...
[2025-12-26T20:32:17.967652] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-12-26T20:32:17.967684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-12-26T20:32:17.981112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2025-12-26T20:32:17.981603] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-12-26T20:32:17.982407] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-12-26T20:32:17.982459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:17.982492] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:17.982518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:17.982593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:18.038774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:18.039608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:18.039699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:18.039731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:18.159672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:18.159849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:18.159892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:18.159920] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:18.163272] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: DOWN (p=17.65%)
[2025-12-26T20:32:18.163537] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-12-26T20:32:18.163677] [INFO ] [sig       ] SSTK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:18.303892] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SSTK.txt
[2025-12-26T20:32:18.304028] [INFO ] [sig       ] [2990/3548] Completed SSTK in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-26T20:32:18.304068] [INFO ] [sig       ] [2991/3548] Forecasting SSYS...
[2025-12-26T20:32:18.304097] [INFO ] [sig       ] Generating forecast for: SSYS
[2025-12-26T20:32:18.304128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2025-12-26T20:32:18.315951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2025-12-26T20:32:18.316295] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2025-12-26T20:32:18.317273] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2025-12-26T20:32:18.317325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:18.317356] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:18.317383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:18.317453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:18.375937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:18.376867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:18.376954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:18.376986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:18.492126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:18.492275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:18.492317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:18.492393] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:18.495772] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: UP (p=83.68%)
[2025-12-26T20:32:18.496043] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2025-12-26T20:32:18.496165] [INFO ] [sig       ] SSYS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:18.635985] [INFO ] [LOCAL     ] Saved forecast: SSYS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SSYS.txt
[2025-12-26T20:32:18.636127] [INFO ] [sig       ] [2991/3548] Completed SSYS in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-26T20:32:18.636165] [INFO ] [sig       ] [2992/3548] Forecasting STAA...
[2025-12-26T20:32:18.636194] [INFO ] [sig       ] Generating forecast for: STAA
[2025-12-26T20:32:18.636224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2025-12-26T20:32:18.646920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2025-12-26T20:32:18.647279] [INFO ] [FORECASTER] Starting predict_future for STAA
[2025-12-26T20:32:18.648063] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2025-12-26T20:32:18.648114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:18.648145] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:18.648170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:18.648226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:18.709298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:18.710486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:18.710592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:18.710627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:18.833034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:18.833180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:18.833223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:18.833251] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:18.836989] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: DOWN (p=6.46%)
[2025-12-26T20:32:18.837289] [INFO ] [FORECASTER] Completed predict_future for STAA
[2025-12-26T20:32:18.837415] [INFO ] [sig       ] STAA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:18.978008] [INFO ] [LOCAL     ] Saved forecast: STAA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/STAA.txt
[2025-12-26T20:32:18.978149] [INFO ] [sig       ] [2992/3548] Completed STAA in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-26T20:32:18.978187] [INFO ] [sig       ] [2993/3548] Forecasting STAG...
[2025-12-26T20:32:18.978224] [INFO ] [sig       ] Generating forecast for: STAG
[2025-12-26T20:32:18.978255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-12-26T20:32:18.989674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2025-12-26T20:32:18.990031] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-12-26T20:32:18.990831] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-12-26T20:32:18.990886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:18.990918] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:18.990946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:18.991005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:19.053324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:19.054190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:19.054276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:19.054309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:19.181665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:19.181810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:19.181853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:19.181883] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:19.185565] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: DOWN (p=23.47%)
[2025-12-26T20:32:19.185864] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-12-26T20:32:19.185989] [INFO ] [sig       ] STAG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:19.335347] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/STAG.txt
[2025-12-26T20:32:19.335509] [INFO ] [sig       ] [2993/3548] Completed STAG in 0.4s | 2.89 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-26T20:32:19.335558] [INFO ] [sig       ] [2994/3548] Forecasting STBA...
[2025-12-26T20:32:19.335609] [INFO ] [sig       ] Generating forecast for: STBA
[2025-12-26T20:32:19.335641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2025-12-26T20:32:19.347597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2025-12-26T20:32:19.347936] [INFO ] [FORECASTER] Starting predict_future for STBA
[2025-12-26T20:32:19.348769] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2025-12-26T20:32:19.348822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:19.348853] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:19.348897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:19.348959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:19.410187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:19.410865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:19.410945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:19.410979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:19.534327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:19.534490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:19.534547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:19.534595] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:19.538123] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: UP (p=50.04%)
[2025-12-26T20:32:19.538414] [INFO ] [FORECASTER] Completed predict_future for STBA
[2025-12-26T20:32:19.538546] [INFO ] [sig       ] STBA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:19.691740] [INFO ] [LOCAL     ] Saved forecast: STBA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/STBA.txt
[2025-12-26T20:32:19.691896] [INFO ] [sig       ] [2994/3548] Completed STBA in 0.4s | 2.89 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-26T20:32:19.691937] [INFO ] [sig       ] [2995/3548] Forecasting STC...
[2025-12-26T20:32:19.691966] [INFO ] [sig       ] Generating forecast for: STC
[2025-12-26T20:32:19.691996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-12-26T20:32:19.703082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2025-12-26T20:32:19.703398] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-12-26T20:32:19.704276] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-12-26T20:32:19.704327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:19.704359] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:19.704385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:19.704442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:19.761810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:19.762514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:19.762620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:19.762657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:19.882712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:19.882874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:19.882919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:19.882948] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:19.886431] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: UP (p=90.55%)
[2025-12-26T20:32:19.886733] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-12-26T20:32:19.886861] [INFO ] [sig       ] STC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:20.026229] [INFO ] [LOCAL     ] Saved forecast: STC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/STC.txt
[2025-12-26T20:32:20.026391] [INFO ] [sig       ] [2995/3548] Completed STC in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-26T20:32:20.026430] [INFO ] [sig       ] [2996/3548] Forecasting STE...
[2025-12-26T20:32:20.026459] [INFO ] [sig       ] Generating forecast for: STE
[2025-12-26T20:32:20.026491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-12-26T20:32:20.038689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2025-12-26T20:32:20.039108] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-12-26T20:32:20.039963] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-12-26T20:32:20.040018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:20.040050] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:20.040078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:20.040138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:20.102701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:20.103649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:20.103749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:20.103783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:20.227974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:20.228140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:20.228184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:20.228232] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:20.231823] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: DOWN (p=14.76%)
[2025-12-26T20:32:20.232142] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-12-26T20:32:20.232280] [INFO ] [sig       ] STE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:20.383561] [INFO ] [LOCAL     ] Saved forecast: STE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/STE.txt
[2025-12-26T20:32:20.383757] [INFO ] [sig       ] [2996/3548] Completed STE in 0.4s | 2.89 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-26T20:32:20.383802] [INFO ] [sig       ] [2997/3548] Forecasting STEL...
[2025-12-26T20:32:20.383833] [INFO ] [sig       ] Generating forecast for: STEL
[2025-12-26T20:32:20.383863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-12-26T20:32:20.395522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2025-12-26T20:32:20.395980] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-12-26T20:32:20.396808] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-12-26T20:32:20.396860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:20.396893] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:20.396919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:20.396982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:20.458249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:20.459215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:20.459305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:20.459339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:20.585867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:20.586027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:20.586069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:20.586098] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:20.589878] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=45.91%)
[2025-12-26T20:32:20.590158] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-12-26T20:32:20.590284] [INFO ] [sig       ] STEL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:20.737843] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/STEL.txt
[2025-12-26T20:32:20.738018] [INFO ] [sig       ] [2997/3548] Completed STEL in 0.4s | 2.89 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-26T20:32:20.738058] [INFO ] [sig       ] [2998/3548] Forecasting STEM...
[2025-12-26T20:32:20.738088] [INFO ] [sig       ] Generating forecast for: STEM
[2025-12-26T20:32:20.738119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-12-26T20:32:20.749631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2025-12-26T20:32:20.749991] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-12-26T20:32:20.750904] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-12-26T20:32:20.750957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:20.750988] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:20.751016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:20.751073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:20.810589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:20.811394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:20.811540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:20.811608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:20.928747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:20.928920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:20.928965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:20.928994] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:20.932365] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: DOWN (p=20.98%)
[2025-12-26T20:32:20.932661] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-12-26T20:32:20.932787] [INFO ] [sig       ] STEM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:21.076128] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/STEM.txt
[2025-12-26T20:32:21.076278] [INFO ] [sig       ] [2998/3548] Completed STEM in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-26T20:32:21.076318] [INFO ] [sig       ] [2999/3548] Forecasting STEP...
[2025-12-26T20:32:21.076348] [INFO ] [sig       ] Generating forecast for: STEP
[2025-12-26T20:32:21.076384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2025-12-26T20:32:21.087787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2025-12-26T20:32:21.088125] [INFO ] [FORECASTER] Starting predict_future for STEP
[2025-12-26T20:32:21.088962] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2025-12-26T20:32:21.089021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:21.089057] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:21.089084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:21.089143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:21.145212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:21.145848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:21.145924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:21.145956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:21.260359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:21.260515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:21.260558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:21.260607] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:21.263988] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: DOWN (p=49.38%)
[2025-12-26T20:32:21.264257] [INFO ] [FORECASTER] Completed predict_future for STEP
[2025-12-26T20:32:21.264379] [INFO ] [sig       ] STEP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:21.407693] [INFO ] [LOCAL     ] Saved forecast: STEP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/STEP.txt
[2025-12-26T20:32:21.407828] [INFO ] [sig       ] [2999/3548] Completed STEP in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-26T20:32:21.407866] [INFO ] [sig       ] [3000/3548] Forecasting STHO...
[2025-12-26T20:32:21.407895] [INFO ] [sig       ] Generating forecast for: STHO
[2025-12-26T20:32:21.407924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2025-12-26T20:32:21.418408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2025-12-26T20:32:21.418756] [INFO ] [FORECASTER] Starting predict_future for STHO
[2025-12-26T20:32:21.419560] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2025-12-26T20:32:21.419634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:21.419666] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:21.419739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:21.419801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:21.476681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:21.477526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:21.477638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:21.477673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:21.594947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:21.595102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:21.595144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:21.595173] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:21.598556] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2025-12-26T20:32:21.598842] [INFO ] [FORECASTER] Completed predict_future for STHO
[2025-12-26T20:32:21.598981] [INFO ] [sig       ] STHO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:21.745539] [INFO ] [LOCAL     ] Saved forecast: STHO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/STHO.txt
[2025-12-26T20:32:21.745720] [INFO ] [sig       ] [3000/3548] Completed STHO in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-26T20:32:21.745760] [INFO ] [sig       ] [3001/3548] Forecasting STI...
[2025-12-26T20:32:21.745789] [INFO ] [sig       ] Generating forecast for: STI
[2025-12-26T20:32:21.745819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2025-12-26T20:32:21.757347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2025-12-26T20:32:21.757738] [INFO ] [FORECASTER] Starting predict_future for STI
[2025-12-26T20:32:21.758504] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2025-12-26T20:32:21.758557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:21.758606] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:21.758633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:21.758689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:21.815989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:21.816620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:21.816701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:21.816733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:21.932794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:21.932940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:21.932981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:21.933009] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:21.936337] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: DOWN (p=13.11%)
[2025-12-26T20:32:21.936618] [INFO ] [FORECASTER] Completed predict_future for STI
[2025-12-26T20:32:21.936737] [INFO ] [sig       ] STI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:22.077043] [INFO ] [LOCAL     ] Saved forecast: STI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/STI.txt
[2025-12-26T20:32:22.077200] [INFO ] [sig       ] [3001/3548] Completed STI in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-26T20:32:22.077239] [INFO ] [sig       ] [3002/3548] Forecasting STIM...
[2025-12-26T20:32:22.077269] [INFO ] [sig       ] Generating forecast for: STIM
[2025-12-26T20:32:22.077297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2025-12-26T20:32:22.089118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2025-12-26T20:32:22.089565] [INFO ] [FORECASTER] Starting predict_future for STIM
[2025-12-26T20:32:22.090414] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2025-12-26T20:32:22.090466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:22.090503] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:22.090530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:22.090603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:22.151786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:22.152815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:22.152902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:22.152933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:22.277317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:22.277484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:22.277528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:22.277556] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:22.281197] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: UP (p=87.28%)
[2025-12-26T20:32:22.281483] [INFO ] [FORECASTER] Completed predict_future for STIM
[2025-12-26T20:32:22.281632] [INFO ] [sig       ] STIM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:22.422362] [INFO ] [LOCAL     ] Saved forecast: STIM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/STIM.txt
[2025-12-26T20:32:22.422516] [INFO ] [sig       ] [3002/3548] Completed STIM in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-26T20:32:22.422556] [INFO ] [sig       ] [3003/3548] Forecasting STK...
[2025-12-26T20:32:22.422605] [INFO ] [sig       ] Generating forecast for: STK
[2025-12-26T20:32:22.422637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-12-26T20:32:22.433820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2025-12-26T20:32:22.434183] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-12-26T20:32:22.434981] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-12-26T20:32:22.435034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:22.435066] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:22.435092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:22.435149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:22.491430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:22.492091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:22.492168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:22.492200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:22.611965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:22.612133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:22.612181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:22.612211] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:22.615650] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=65.28%)
[2025-12-26T20:32:22.615941] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-12-26T20:32:22.616071] [INFO ] [sig       ] STK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:22.754873] [INFO ] [LOCAL     ] Saved forecast: STK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/STK.txt
[2025-12-26T20:32:22.755004] [INFO ] [sig       ] [3003/3548] Completed STK in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-26T20:32:22.755042] [INFO ] [sig       ] [3004/3548] Forecasting STKH...
[2025-12-26T20:32:22.755072] [INFO ] [sig       ] Generating forecast for: STKH
[2025-12-26T20:32:22.755109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2025-12-26T20:32:22.765926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2025-12-26T20:32:22.766240] [INFO ] [FORECASTER] Starting predict_future for STKH
[2025-12-26T20:32:22.767016] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2025-12-26T20:32:22.767068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:22.767100] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:22.767127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:22.767185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:22.824568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:22.825345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:22.825425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:22.825465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:22.936825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:22.936991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:22.937042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:22.937074] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:22.940720] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: DOWN (p=3.76%)
[2025-12-26T20:32:22.941001] [INFO ] [FORECASTER] Completed predict_future for STKH
[2025-12-26T20:32:22.941133] [INFO ] [sig       ] STKH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:23.087885] [INFO ] [LOCAL     ] Saved forecast: STKH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/STKH.txt
[2025-12-26T20:32:23.088053] [INFO ] [sig       ] [3004/3548] Completed STKH in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-26T20:32:23.088097] [INFO ] [sig       ] [3005/3548] Forecasting STKL...
[2025-12-26T20:32:23.088128] [INFO ] [sig       ] Generating forecast for: STKL
[2025-12-26T20:32:23.088160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2025-12-26T20:32:23.100235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2025-12-26T20:32:23.100651] [INFO ] [FORECASTER] Starting predict_future for STKL
[2025-12-26T20:32:23.101495] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2025-12-26T20:32:23.101549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:23.101626] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:23.101655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:23.101713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:23.160661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:23.161695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:23.161786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:23.161820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:23.289638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:23.289788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:23.289830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:23.289858] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:23.293362] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: DOWN (p=49.21%)
[2025-12-26T20:32:23.293648] [INFO ] [FORECASTER] Completed predict_future for STKL
[2025-12-26T20:32:23.293771] [INFO ] [sig       ] STKL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:23.434129] [INFO ] [LOCAL     ] Saved forecast: STKL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/STKL.txt
[2025-12-26T20:32:23.434277] [INFO ] [sig       ] [3005/3548] Completed STKL in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-26T20:32:23.434317] [INFO ] [sig       ] [3006/3548] Forecasting STKS...
[2025-12-26T20:32:23.434346] [INFO ] [sig       ] Generating forecast for: STKS
[2025-12-26T20:32:23.434375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2025-12-26T20:32:23.445731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2025-12-26T20:32:23.446056] [INFO ] [FORECASTER] Starting predict_future for STKS
[2025-12-26T20:32:23.446838] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2025-12-26T20:32:23.446889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:23.446920] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:23.446946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:23.447003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:23.505339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:23.506037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:23.506117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:23.506149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:23.624167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:23.624279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:23.624321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:23.624350] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:23.627967] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: DOWN (p=20.69%)
[2025-12-26T20:32:23.628290] [INFO ] [FORECASTER] Completed predict_future for STKS
[2025-12-26T20:32:23.628428] [INFO ] [sig       ] STKS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:23.775869] [INFO ] [LOCAL     ] Saved forecast: STKS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/STKS.txt
[2025-12-26T20:32:23.776021] [INFO ] [sig       ] [3006/3548] Completed STKS in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-26T20:32:23.776061] [INFO ] [sig       ] [3007/3548] Forecasting STLA...
[2025-12-26T20:32:23.776090] [INFO ] [sig       ] Generating forecast for: STLA
[2025-12-26T20:32:23.776121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-12-26T20:32:23.788002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2025-12-26T20:32:23.788391] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-12-26T20:32:23.789241] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-12-26T20:32:23.789293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:23.789326] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:23.789352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:23.789409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:23.845671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:23.846395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:23.846473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:23.846504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:23.964617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:23.964774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:23.964823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:23.964856] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:23.968300] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=61.37%)
[2025-12-26T20:32:23.968588] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-12-26T20:32:23.968716] [INFO ] [sig       ] STLA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:24.108409] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/STLA.txt
[2025-12-26T20:32:24.108544] [INFO ] [sig       ] [3007/3548] Completed STLA in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-26T20:32:24.108600] [INFO ] [sig       ] [3008/3548] Forecasting STLD...
[2025-12-26T20:32:24.108633] [INFO ] [sig       ] Generating forecast for: STLD
[2025-12-26T20:32:24.108663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2025-12-26T20:32:24.120793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2025-12-26T20:32:24.121194] [INFO ] [FORECASTER] Starting predict_future for STLD
[2025-12-26T20:32:24.121994] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2025-12-26T20:32:24.122046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:24.122078] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:24.122104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:24.122162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:24.179192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:24.180061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:24.180144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:24.180176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:24.299487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:24.299655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:24.299698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:24.299757] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:24.303180] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: UP (p=75.32%)
[2025-12-26T20:32:24.303462] [INFO ] [FORECASTER] Completed predict_future for STLD
[2025-12-26T20:32:24.303608] [INFO ] [sig       ] STLD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:24.443936] [INFO ] [LOCAL     ] Saved forecast: STLD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/STLD.txt
[2025-12-26T20:32:24.444056] [INFO ] [sig       ] [3008/3548] Completed STLD in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-26T20:32:24.444094] [INFO ] [sig       ] [3009/3548] Forecasting STM...
[2025-12-26T20:32:24.444122] [INFO ] [sig       ] Generating forecast for: STM
[2025-12-26T20:32:24.444152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-12-26T20:32:24.454783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2025-12-26T20:32:24.455081] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-12-26T20:32:24.455847] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-12-26T20:32:24.455898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:24.455929] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:24.455955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:24.456012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:24.512395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:24.513237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:24.513319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:24.513351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:24.635493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:24.635683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:24.635735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:24.635765] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:24.639188] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: UP (p=64.63%)
[2025-12-26T20:32:24.639466] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-12-26T20:32:24.639612] [INFO ] [sig       ] STM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:24.777621] [INFO ] [LOCAL     ] Saved forecast: STM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/STM.txt
[2025-12-26T20:32:24.777784] [INFO ] [sig       ] [3009/3548] Completed STM in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-26T20:32:24.777823] [INFO ] [sig       ] [3010/3548] Forecasting STN...
[2025-12-26T20:32:24.777854] [INFO ] [sig       ] Generating forecast for: STN
[2025-12-26T20:32:24.777883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-12-26T20:32:24.788924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2025-12-26T20:32:24.789305] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-12-26T20:32:24.790093] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-12-26T20:32:24.790144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:24.790174] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:24.790200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:24.790257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:24.846020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:24.846748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:24.846827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:24.846858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:24.962005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:24.962171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:24.962217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:24.962247] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:24.965933] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=20.35%)
[2025-12-26T20:32:24.966212] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-12-26T20:32:24.966343] [INFO ] [sig       ] STN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:25.110705] [INFO ] [LOCAL     ] Saved forecast: STN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/STN.txt
[2025-12-26T20:32:25.110857] [INFO ] [sig       ] [3010/3548] Completed STN in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-26T20:32:25.110898] [INFO ] [sig       ] [3011/3548] Forecasting STNE...
[2025-12-26T20:32:25.110928] [INFO ] [sig       ] Generating forecast for: STNE
[2025-12-26T20:32:25.110958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2025-12-26T20:32:25.122691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2025-12-26T20:32:25.123047] [INFO ] [FORECASTER] Starting predict_future for STNE
[2025-12-26T20:32:25.123918] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2025-12-26T20:32:25.123969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:25.124000] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:25.124026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:25.124083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:25.180409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:25.181202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:25.181284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:25.181318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:25.308335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:25.308495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:25.308541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:25.308588] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:25.312113] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: UP (p=92.58%)
[2025-12-26T20:32:25.312393] [INFO ] [FORECASTER] Completed predict_future for STNE
[2025-12-26T20:32:25.312520] [INFO ] [sig       ] STNE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:25.455068] [INFO ] [LOCAL     ] Saved forecast: STNE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/STNE.txt
[2025-12-26T20:32:25.455235] [INFO ] [sig       ] [3011/3548] Completed STNE in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-26T20:32:25.455276] [INFO ] [sig       ] [3012/3548] Forecasting STOK...
[2025-12-26T20:32:25.455304] [INFO ] [sig       ] Generating forecast for: STOK
[2025-12-26T20:32:25.455333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2025-12-26T20:32:25.466631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2025-12-26T20:32:25.466988] [INFO ] [FORECASTER] Starting predict_future for STOK
[2025-12-26T20:32:25.467789] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2025-12-26T20:32:25.467841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:25.467872] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:25.467898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:25.467955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:25.524412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:25.525238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:25.525322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:25.525355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:25.649048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:25.649229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:25.649286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:25.649326] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:25.652895] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: DOWN (p=29.15%)
[2025-12-26T20:32:25.653195] [INFO ] [FORECASTER] Completed predict_future for STOK
[2025-12-26T20:32:25.653331] [INFO ] [sig       ] STOK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:25.849607] [INFO ] [LOCAL     ] Saved forecast: STOK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/STOK.txt
[2025-12-26T20:32:25.849759] [INFO ] [sig       ] [3012/3548] Completed STOK in 0.4s | 2.89 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-26T20:32:25.849798] [INFO ] [sig       ] [3013/3548] Forecasting STRA...
[2025-12-26T20:32:25.849827] [INFO ] [sig       ] Generating forecast for: STRA
[2025-12-26T20:32:25.849857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2025-12-26T20:32:25.860494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2025-12-26T20:32:25.860879] [INFO ] [FORECASTER] Starting predict_future for STRA
[2025-12-26T20:32:25.861694] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2025-12-26T20:32:25.861779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:25.861820] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:25.861858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:25.861925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:25.918745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:25.919528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:25.919625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:25.919659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:26.039473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:26.039641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:26.039686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:26.039714] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:26.043175] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: UP (p=95.01%)
[2025-12-26T20:32:26.043438] [INFO ] [FORECASTER] Completed predict_future for STRA
[2025-12-26T20:32:26.043558] [INFO ] [sig       ] STRA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:26.188524] [INFO ] [LOCAL     ] Saved forecast: STRA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/STRA.txt
[2025-12-26T20:32:26.188694] [INFO ] [sig       ] [3013/3548] Completed STRA in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-26T20:32:26.188735] [INFO ] [sig       ] [3014/3548] Forecasting STRL...
[2025-12-26T20:32:26.188764] [INFO ] [sig       ] Generating forecast for: STRL
[2025-12-26T20:32:26.188794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2025-12-26T20:32:26.200406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2025-12-26T20:32:26.200770] [INFO ] [FORECASTER] Starting predict_future for STRL
[2025-12-26T20:32:26.201537] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2025-12-26T20:32:26.201611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:26.201648] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:26.201675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:26.201731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:26.258462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:26.259369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:26.259454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:26.259488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:26.382103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:26.382223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:26.382268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:26.382298] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:26.385918] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: DOWN (p=9.89%)
[2025-12-26T20:32:26.386214] [INFO ] [FORECASTER] Completed predict_future for STRL
[2025-12-26T20:32:26.386359] [INFO ] [sig       ] STRL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:26.527180] [INFO ] [LOCAL     ] Saved forecast: STRL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/STRL.txt
[2025-12-26T20:32:26.527330] [INFO ] [sig       ] [3014/3548] Completed STRL in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-26T20:32:26.527369] [INFO ] [sig       ] [3015/3548] Forecasting STRS...
[2025-12-26T20:32:26.527400] [INFO ] [sig       ] Generating forecast for: STRS
[2025-12-26T20:32:26.527428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2025-12-26T20:32:26.537422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2025-12-26T20:32:26.537720] [INFO ] [FORECASTER] Starting predict_future for STRS
[2025-12-26T20:32:26.538476] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2025-12-26T20:32:26.538527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:26.538557] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:26.538616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:26.538676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:26.595490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:26.596250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:26.596374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:26.596411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:26.687472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:26.687605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:26.687664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:26.687693] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:26.691019] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: DOWN (p=5.26%)
[2025-12-26T20:32:26.691286] [INFO ] [FORECASTER] Completed predict_future for STRS
[2025-12-26T20:32:26.691406] [INFO ] [sig       ] STRS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:26.831691] [INFO ] [LOCAL     ] Saved forecast: STRS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/STRS.txt
[2025-12-26T20:32:26.831820] [INFO ] [sig       ] [3015/3548] Completed STRS in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-26T20:32:26.831858] [INFO ] [sig       ] [3016/3548] Forecasting STSS...
[2025-12-26T20:32:26.831889] [INFO ] [sig       ] Generating forecast for: STSS
[2025-12-26T20:32:26.831918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2025-12-26T20:32:26.842336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2025-12-26T20:32:26.842692] [INFO ] [FORECASTER] Starting predict_future for STSS
[2025-12-26T20:32:26.843467] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2025-12-26T20:32:26.843520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:26.843553] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:26.843610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:26.843673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:26.901400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:26.902307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:26.902392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:26.902424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:27.022742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:27.023009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:27.023054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:27.023084] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:27.026505] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: DOWN (p=31.60%)
[2025-12-26T20:32:27.026793] [INFO ] [FORECASTER] Completed predict_future for STSS
[2025-12-26T20:32:27.026914] [INFO ] [sig       ] STSS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:27.165618] [INFO ] [LOCAL     ] Saved forecast: STSS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/STSS.txt
[2025-12-26T20:32:27.165741] [INFO ] [sig       ] [3016/3548] Completed STSS in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-26T20:32:27.165780] [INFO ] [sig       ] [3017/3548] Forecasting STTK...
[2025-12-26T20:32:27.165810] [INFO ] [sig       ] Generating forecast for: STTK
[2025-12-26T20:32:27.165839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2025-12-26T20:32:27.176535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STTK'.
[2025-12-26T20:32:27.176910] [INFO ] [FORECASTER] Starting predict_future for STTK
[2025-12-26T20:32:27.177800] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2025-12-26T20:32:27.177854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:27.177886] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:27.177913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:27.177972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:27.234934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:27.235611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:27.235689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:27.235721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:27.355339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:27.355492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:27.355536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:27.355568] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:27.359139] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: DOWN (p=19.20%)
[2025-12-26T20:32:27.359420] [INFO ] [FORECASTER] Completed predict_future for STTK
[2025-12-26T20:32:27.359549] [INFO ] [sig       ] STTK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:27.501664] [INFO ] [LOCAL     ] Saved forecast: STTK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/STTK.txt
[2025-12-26T20:32:27.501807] [INFO ] [sig       ] [3017/3548] Completed STTK in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-26T20:32:27.501847] [INFO ] [sig       ] [3018/3548] Forecasting STVN...
[2025-12-26T20:32:27.501878] [INFO ] [sig       ] Generating forecast for: STVN
[2025-12-26T20:32:27.501908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-12-26T20:32:27.513768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2025-12-26T20:32:27.514236] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-12-26T20:32:27.515126] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-12-26T20:32:27.515181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:27.515216] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:27.515244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:27.515304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:27.574704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:27.575620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:27.575715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:27.575773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:27.698544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:27.698726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:27.698771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:27.698800] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:27.702288] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: DOWN (p=21.36%)
[2025-12-26T20:32:27.702626] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-12-26T20:32:27.702759] [INFO ] [sig       ] STVN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:27.848995] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/STVN.txt
[2025-12-26T20:32:27.849144] [INFO ] [sig       ] [3018/3548] Completed STVN in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-26T20:32:27.849184] [INFO ] [sig       ] [3019/3548] Forecasting STWD...
[2025-12-26T20:32:27.849214] [INFO ] [sig       ] Generating forecast for: STWD
[2025-12-26T20:32:27.849244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-12-26T20:32:27.860871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2025-12-26T20:32:27.861246] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-12-26T20:32:27.862044] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-12-26T20:32:27.862099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:27.862130] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:27.862155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:27.862212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:27.921797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:27.922727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:27.922808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:27.922840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:28.040196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:28.040367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:28.040411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:28.040442] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:28.043792] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: UP (p=53.18%)
[2025-12-26T20:32:28.044057] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-12-26T20:32:28.044178] [INFO ] [sig       ] STWD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:28.184082] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/STWD.txt
[2025-12-26T20:32:28.184211] [INFO ] [sig       ] [3019/3548] Completed STWD in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-26T20:32:28.184250] [INFO ] [sig       ] [3020/3548] Forecasting STX...
[2025-12-26T20:32:28.184279] [INFO ] [sig       ] Generating forecast for: STX
[2025-12-26T20:32:28.184308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2025-12-26T20:32:28.195713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2025-12-26T20:32:28.196043] [INFO ] [FORECASTER] Starting predict_future for STX
[2025-12-26T20:32:28.196815] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2025-12-26T20:32:28.196867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:28.196898] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:28.196924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:28.196982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:28.253634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:28.254494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:28.254594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:28.254628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:28.375941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:28.376108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:28.376151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:28.376180] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:28.379687] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: DOWN (p=23.80%)
[2025-12-26T20:32:28.380025] [INFO ] [FORECASTER] Completed predict_future for STX
[2025-12-26T20:32:28.380162] [INFO ] [sig       ] STX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:28.519505] [INFO ] [LOCAL     ] Saved forecast: STX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/STX.txt
[2025-12-26T20:32:28.519652] [INFO ] [sig       ] [3020/3548] Completed STX in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-26T20:32:28.519694] [INFO ] [sig       ] [3021/3548] Forecasting STXE...
[2025-12-26T20:32:28.519724] [INFO ] [sig       ] Generating forecast for: STXE
[2025-12-26T20:32:28.519754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-12-26T20:32:28.530899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2025-12-26T20:32:28.531298] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-12-26T20:32:28.532115] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-12-26T20:32:28.532167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:28.532198] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:28.532225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:28.532282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:28.588923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:28.589768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:28.589849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:28.589881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:28.700491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:28.700675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:28.700727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:28.700758] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:28.704317] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=79.41%)
[2025-12-26T20:32:28.704619] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-12-26T20:32:28.704752] [INFO ] [sig       ] STXE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:28.844694] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/STXE.txt
[2025-12-26T20:32:28.844829] [INFO ] [sig       ] [3021/3548] Completed STXE in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-26T20:32:28.844869] [INFO ] [sig       ] [3022/3548] Forecasting STXG...
[2025-12-26T20:32:28.844897] [INFO ] [sig       ] Generating forecast for: STXG
[2025-12-26T20:32:28.844927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-12-26T20:32:28.856342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2025-12-26T20:32:28.856690] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-12-26T20:32:28.857465] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-12-26T20:32:28.857551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:28.857602] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:28.857630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:28.857688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:28.915410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:28.916342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:28.916428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:28.916461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:29.027606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:29.027763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:29.027805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:29.027833] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:29.031273] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: DOWN (p=23.02%)
[2025-12-26T20:32:29.031544] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-12-26T20:32:29.031685] [INFO ] [sig       ] STXG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:29.172525] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/STXG.txt
[2025-12-26T20:32:29.172666] [INFO ] [sig       ] [3022/3548] Completed STXG in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-26T20:32:29.172707] [INFO ] [sig       ] [3023/3548] Forecasting SUI...
[2025-12-26T20:32:29.172736] [INFO ] [sig       ] Generating forecast for: SUI
[2025-12-26T20:32:29.172766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-12-26T20:32:29.183363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2025-12-26T20:32:29.183689] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-12-26T20:32:29.184455] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-12-26T20:32:29.184507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:29.184538] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:29.184565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:29.184656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:29.240467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:29.241102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:29.241178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:29.241210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:29.358329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:29.358455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:29.358495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:29.358523] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:29.361902] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: UP (p=68.33%)
[2025-12-26T20:32:29.362173] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-12-26T20:32:29.362296] [INFO ] [sig       ] SUI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:29.507628] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SUI.txt
[2025-12-26T20:32:29.507802] [INFO ] [sig       ] [3023/3548] Completed SUI in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-26T20:32:29.507848] [INFO ] [sig       ] [3024/3548] Forecasting SUN...
[2025-12-26T20:32:29.507879] [INFO ] [sig       ] Generating forecast for: SUN
[2025-12-26T20:32:29.507915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-12-26T20:32:29.519489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2025-12-26T20:32:29.519827] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-12-26T20:32:29.520593] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-12-26T20:32:29.520646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:29.520693] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:29.520721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:29.520777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:29.577770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:29.578409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:29.578489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:29.578522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:29.696751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:29.696880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:29.696920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:29.696949] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:29.700312] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: UP (p=72.24%)
[2025-12-26T20:32:29.700605] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-12-26T20:32:29.700736] [INFO ] [sig       ] SUN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:29.842200] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SUN.txt
[2025-12-26T20:32:29.842326] [INFO ] [sig       ] [3024/3548] Completed SUN in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-26T20:32:29.842364] [INFO ] [sig       ] [3025/3548] Forecasting SUNS...
[2025-12-26T20:32:29.842394] [INFO ] [sig       ] Generating forecast for: SUNS
[2025-12-26T20:32:29.842423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2025-12-26T20:32:29.853515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2025-12-26T20:32:29.853856] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2025-12-26T20:32:29.854637] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2025-12-26T20:32:29.854693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:29.854724] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:29.854750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:29.854807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:29.911414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:29.912036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:29.912128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:29.912161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:30.031276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:30.031403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:30.031473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:30.031502] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:30.034813] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: DOWN (p=3.47%)
[2025-12-26T20:32:30.035082] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2025-12-26T20:32:30.035202] [INFO ] [sig       ] SUNS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:30.175982] [INFO ] [LOCAL     ] Saved forecast: SUNS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SUNS.txt
[2025-12-26T20:32:30.176120] [INFO ] [sig       ] [3025/3548] Completed SUNS in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-26T20:32:30.176160] [INFO ] [sig       ] [3026/3548] Forecasting SUPN...
[2025-12-26T20:32:30.176189] [INFO ] [sig       ] Generating forecast for: SUPN
[2025-12-26T20:32:30.176219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2025-12-26T20:32:30.187114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2025-12-26T20:32:30.187461] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2025-12-26T20:32:30.188251] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2025-12-26T20:32:30.188303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:30.188335] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:30.188361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:30.188419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:30.246683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:30.247386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:30.247467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:30.247500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:30.370261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:30.370410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:30.370452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:30.370480] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:30.373856] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: DOWN (p=9.60%)
[2025-12-26T20:32:30.374120] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2025-12-26T20:32:30.374240] [INFO ] [sig       ] SUPN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:30.518915] [INFO ] [LOCAL     ] Saved forecast: SUPN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SUPN.txt
[2025-12-26T20:32:30.519078] [INFO ] [sig       ] [3026/3548] Completed SUPN in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-26T20:32:30.519121] [INFO ] [sig       ] [3027/3548] Forecasting SURG...
[2025-12-26T20:32:30.519149] [INFO ] [sig       ] Generating forecast for: SURG
[2025-12-26T20:32:30.519179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'.
[2025-12-26T20:32:30.530106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SURG'.
[2025-12-26T20:32:30.530495] [INFO ] [FORECASTER] Starting predict_future for SURG
[2025-12-26T20:32:30.531297] [DEBUG] [LOCAL     ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt
[2025-12-26T20:32:30.531349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:30.531380] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:30.531406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:30.531464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:30.590957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:30.591886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:30.591973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:30.592006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:30.708556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:30.708699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:30.708742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:30.708770] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:30.712197] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: DOWN (p=1.98%)
[2025-12-26T20:32:30.712470] [INFO ] [FORECASTER] Completed predict_future for SURG
[2025-12-26T20:32:30.712610] [INFO ] [sig       ] SURG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:30.855152] [INFO ] [LOCAL     ] Saved forecast: SURG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SURG.txt
[2025-12-26T20:32:30.855287] [INFO ] [sig       ] [3027/3548] Completed SURG in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-26T20:32:30.855340] [INFO ] [sig       ] [3028/3548] Forecasting SUSB...
[2025-12-26T20:32:30.855371] [INFO ] [sig       ] Generating forecast for: SUSB
[2025-12-26T20:32:30.855400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2025-12-26T20:32:30.866595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2025-12-26T20:32:30.866958] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2025-12-26T20:32:30.867738] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2025-12-26T20:32:30.867789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:30.867820] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:30.867847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:30.867904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:30.924354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:30.925222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:30.925308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:30.925342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:31.047393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:31.047544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:31.047605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:31.047636] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:31.051129] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: UP (p=63.71%)
[2025-12-26T20:32:31.051402] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2025-12-26T20:32:31.051525] [INFO ] [sig       ] SUSB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:31.194381] [INFO ] [LOCAL     ] Saved forecast: SUSB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SUSB.txt
[2025-12-26T20:32:31.194505] [INFO ] [sig       ] [3028/3548] Completed SUSB in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-26T20:32:31.194544] [INFO ] [sig       ] [3029/3548] Forecasting SUSC...
[2025-12-26T20:32:31.194611] [INFO ] [sig       ] Generating forecast for: SUSC
[2025-12-26T20:32:31.194643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2025-12-26T20:32:31.205669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2025-12-26T20:32:31.205985] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2025-12-26T20:32:31.206797] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2025-12-26T20:32:31.206849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:31.206880] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:31.206907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:31.206965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:31.263676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:31.264504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:31.264601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:31.264636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:31.386141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:31.386308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:31.386362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:31.386393] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:31.389957] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: DOWN (p=42.16%)
[2025-12-26T20:32:31.390238] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2025-12-26T20:32:31.390383] [INFO ] [sig       ] SUSC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:31.534692] [INFO ] [LOCAL     ] Saved forecast: SUSC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SUSC.txt
[2025-12-26T20:32:31.534822] [INFO ] [sig       ] [3029/3548] Completed SUSC in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-26T20:32:31.534862] [INFO ] [sig       ] [3030/3548] Forecasting SUSL...
[2025-12-26T20:32:31.534891] [INFO ] [sig       ] Generating forecast for: SUSL
[2025-12-26T20:32:31.534920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2025-12-26T20:32:31.545536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2025-12-26T20:32:31.545890] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2025-12-26T20:32:31.546688] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2025-12-26T20:32:31.546741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:31.546777] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:31.546805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:31.546863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:31.606494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:31.607261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:31.607340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:31.607372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:31.722033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:31.722185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:31.722228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:31.722257] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:31.725619] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: DOWN (p=49.49%)
[2025-12-26T20:32:31.725889] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2025-12-26T20:32:31.726010] [INFO ] [sig       ] SUSL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:31.865920] [INFO ] [LOCAL     ] Saved forecast: SUSL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SUSL.txt
[2025-12-26T20:32:31.866050] [INFO ] [sig       ] [3030/3548] Completed SUSL in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-26T20:32:31.866090] [INFO ] [sig       ] [3031/3548] Forecasting SUUN...
[2025-12-26T20:32:31.866119] [INFO ] [sig       ] Generating forecast for: SUUN
[2025-12-26T20:32:31.866148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2025-12-26T20:32:31.877283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2025-12-26T20:32:31.877630] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2025-12-26T20:32:31.878395] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2025-12-26T20:32:31.878448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:31.878480] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:31.878507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:31.878566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:31.935719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:31.936649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:31.936734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:31.936767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:32.057586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:32.057790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:32.057861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:32.057891] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:32.061391] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: UP (p=93.97%)
[2025-12-26T20:32:32.061692] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2025-12-26T20:32:32.061827] [INFO ] [sig       ] SUUN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:32.201650] [INFO ] [LOCAL     ] Saved forecast: SUUN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SUUN.txt
[2025-12-26T20:32:32.201776] [INFO ] [sig       ] [3031/3548] Completed SUUN in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-26T20:32:32.201815] [INFO ] [sig       ] [3032/3548] Forecasting SUZ...
[2025-12-26T20:32:32.201843] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-12-26T20:32:32.201872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-12-26T20:32:32.212715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2025-12-26T20:32:32.213103] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-12-26T20:32:32.213914] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-12-26T20:32:32.213967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:32.213997] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:32.214023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:32.214110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:32.270550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:32.271188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:32.271266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:32.271298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:32.391640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:32.391786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:32.391827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:32.391856] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:32.395194] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-12-26T20:32:32.395462] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-12-26T20:32:32.395602] [INFO ] [sig       ] SUZ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:32.535674] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SUZ.txt
[2025-12-26T20:32:32.535830] [INFO ] [sig       ] [3032/3548] Completed SUZ in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-26T20:32:32.535869] [INFO ] [sig       ] [3033/3548] Forecasting SVC...
[2025-12-26T20:32:32.535899] [INFO ] [sig       ] Generating forecast for: SVC
[2025-12-26T20:32:32.535929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2025-12-26T20:32:32.546927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2025-12-26T20:32:32.547280] [INFO ] [FORECASTER] Starting predict_future for SVC
[2025-12-26T20:32:32.548069] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2025-12-26T20:32:32.548121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:32.548152] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:32.548178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:32.548235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:32.604351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:32.605120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:32.605219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:32.605252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:32.719480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:32.719676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:32.719722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:32.719750] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:32.723101] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: UP (p=97.30%)
[2025-12-26T20:32:32.723370] [INFO ] [FORECASTER] Completed predict_future for SVC
[2025-12-26T20:32:32.723492] [INFO ] [sig       ] SVC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:32.865958] [INFO ] [LOCAL     ] Saved forecast: SVC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SVC.txt
[2025-12-26T20:32:32.866097] [INFO ] [sig       ] [3033/3548] Completed SVC in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-26T20:32:32.866137] [INFO ] [sig       ] [3034/3548] Forecasting SVCO...
[2025-12-26T20:32:32.866166] [INFO ] [sig       ] Generating forecast for: SVCO
[2025-12-26T20:32:32.866195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2025-12-26T20:32:32.877914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2025-12-26T20:32:32.878242] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2025-12-26T20:32:32.879048] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2025-12-26T20:32:32.879099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:32.879130] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:32.879156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:32.879214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:32.936438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:32.937124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:32.937204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:32.937237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:33.054966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:33.055103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:33.055146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:33.055175] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:33.058551] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: DOWN (p=20.60%)
[2025-12-26T20:32:33.058830] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2025-12-26T20:32:33.058971] [INFO ] [sig       ] SVCO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:33.204963] [INFO ] [LOCAL     ] Saved forecast: SVCO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SVCO.txt
[2025-12-26T20:32:33.205085] [INFO ] [sig       ] [3034/3548] Completed SVCO in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-26T20:32:33.205123] [INFO ] [sig       ] [3035/3548] Forecasting SVRA...
[2025-12-26T20:32:33.205152] [INFO ] [sig       ] Generating forecast for: SVRA
[2025-12-26T20:32:33.205181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2025-12-26T20:32:33.218704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2025-12-26T20:32:33.219331] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2025-12-26T20:32:33.220360] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2025-12-26T20:32:33.220416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:33.220474] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:33.220502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:33.220592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:33.277737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:33.278932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:33.279028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:33.279060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:33.397315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:33.397547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:33.397615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:33.397647] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:33.401549] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: DOWN (p=12.42%)
[2025-12-26T20:32:33.401899] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2025-12-26T20:32:33.402031] [INFO ] [sig       ] SVRA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:33.542741] [INFO ] [LOCAL     ] Saved forecast: SVRA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SVRA.txt
[2025-12-26T20:32:33.542920] [INFO ] [sig       ] [3035/3548] Completed SVRA in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-26T20:32:33.542964] [INFO ] [sig       ] [3036/3548] Forecasting SWBI...
[2025-12-26T20:32:33.542994] [INFO ] [sig       ] Generating forecast for: SWBI
[2025-12-26T20:32:33.543024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2025-12-26T20:32:33.556141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2025-12-26T20:32:33.556667] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2025-12-26T20:32:33.557484] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2025-12-26T20:32:33.557535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:33.557568] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:33.557616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:33.557675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:33.617341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:33.618130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:33.618216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:33.618249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:33.737890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:33.738065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:33.738111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:33.738140] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:33.741838] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: UP (p=95.42%)
[2025-12-26T20:32:33.742126] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2025-12-26T20:32:33.742256] [INFO ] [sig       ] SWBI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:33.885591] [INFO ] [LOCAL     ] Saved forecast: SWBI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SWBI.txt
[2025-12-26T20:32:33.885741] [INFO ] [sig       ] [3036/3548] Completed SWBI in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-26T20:32:33.885783] [INFO ] [sig       ] [3037/3548] Forecasting SWIM...
[2025-12-26T20:32:33.885811] [INFO ] [sig       ] Generating forecast for: SWIM
[2025-12-26T20:32:33.885840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2025-12-26T20:32:33.897794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2025-12-26T20:32:33.898176] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2025-12-26T20:32:33.899018] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2025-12-26T20:32:33.899069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:33.899101] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:33.899126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:33.899183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:33.956117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:33.956772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:33.956851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:33.956882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:34.076093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:34.076266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:34.076309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:34.076337] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:34.079901] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: UP (p=99.65%)
[2025-12-26T20:32:34.080175] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2025-12-26T20:32:34.080302] [INFO ] [sig       ] SWIM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:34.219322] [INFO ] [LOCAL     ] Saved forecast: SWIM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SWIM.txt
[2025-12-26T20:32:34.219452] [INFO ] [sig       ] [3037/3548] Completed SWIM in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-26T20:32:34.219491] [INFO ] [sig       ] [3038/3548] Forecasting SWK...
[2025-12-26T20:32:34.219520] [INFO ] [sig       ] Generating forecast for: SWK
[2025-12-26T20:32:34.219548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-12-26T20:32:34.231129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2025-12-26T20:32:34.231474] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-12-26T20:32:34.232272] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-12-26T20:32:34.232323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:34.232354] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:34.232380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:34.232438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:34.289135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:34.289783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:34.289860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:34.289891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:34.409404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:34.409598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:34.409654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:34.409685] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:34.413226] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=8.91%)
[2025-12-26T20:32:34.413500] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-12-26T20:32:34.413638] [INFO ] [sig       ] SWK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:34.554245] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SWK.txt
[2025-12-26T20:32:34.554375] [INFO ] [sig       ] [3038/3548] Completed SWK in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-26T20:32:34.554414] [INFO ] [sig       ] [3039/3548] Forecasting SWKS...
[2025-12-26T20:32:34.554450] [INFO ] [sig       ] Generating forecast for: SWKS
[2025-12-26T20:32:34.554481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2025-12-26T20:32:34.565331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2025-12-26T20:32:34.565709] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2025-12-26T20:32:34.566474] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2025-12-26T20:32:34.566524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:34.566555] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:34.566601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:34.566664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:34.623684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:34.624336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:34.624413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:34.624444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:34.744079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:34.744235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:34.744279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:34.744307] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:34.747697] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: DOWN (p=3.95%)
[2025-12-26T20:32:34.747967] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2025-12-26T20:32:34.748090] [INFO ] [sig       ] SWKS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:34.889903] [INFO ] [LOCAL     ] Saved forecast: SWKS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SWKS.txt
[2025-12-26T20:32:34.890062] [INFO ] [sig       ] [3039/3548] Completed SWKS in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-26T20:32:34.890101] [INFO ] [sig       ] [3040/3548] Forecasting SWX...
[2025-12-26T20:32:34.890132] [INFO ] [sig       ] Generating forecast for: SWX
[2025-12-26T20:32:34.890161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-12-26T20:32:34.901241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2025-12-26T20:32:34.901640] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-12-26T20:32:34.902409] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-12-26T20:32:34.902460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:34.902491] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:34.902517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:34.902597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:34.959393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:34.960114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:34.960194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:34.960226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:35.075162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:35.075307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:35.075348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:35.075377] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:35.078737] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: UP (p=83.50%)
[2025-12-26T20:32:35.079024] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-12-26T20:32:35.079143] [INFO ] [sig       ] SWX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:35.222371] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SWX.txt
[2025-12-26T20:32:35.222498] [INFO ] [sig       ] [3040/3548] Completed SWX in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-26T20:32:35.222537] [INFO ] [sig       ] [3041/3548] Forecasting SWZ...
[2025-12-26T20:32:35.222565] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-12-26T20:32:35.222613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-12-26T20:32:35.233488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWZ'.
[2025-12-26T20:32:35.233861] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-12-26T20:32:35.234646] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-12-26T20:32:35.234696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:35.234727] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:35.234753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:35.234812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:35.292149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:35.292783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:35.292875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:35.292914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:35.405608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:35.405760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:35.405802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:35.405832] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:35.409224] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: UP (p=81.84%)
[2025-12-26T20:32:35.409492] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-12-26T20:32:35.409632] [INFO ] [sig       ] SWZ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:35.550275] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SWZ.txt
[2025-12-26T20:32:35.550398] [INFO ] [sig       ] [3041/3548] Completed SWZ in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-26T20:32:35.550436] [INFO ] [sig       ] [3042/3548] Forecasting SXC...
[2025-12-26T20:32:35.550465] [INFO ] [sig       ] Generating forecast for: SXC
[2025-12-26T20:32:35.550495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-12-26T20:32:35.561637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2025-12-26T20:32:35.561956] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-12-26T20:32:35.562775] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-12-26T20:32:35.562829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:35.562862] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:35.562889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:35.562948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:35.619963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:35.620554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:35.620647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:35.620679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:35.745806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:35.745928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:35.745968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:35.746010] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:35.749437] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: DOWN (p=36.25%)
[2025-12-26T20:32:35.749726] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-12-26T20:32:35.749853] [INFO ] [sig       ] SXC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:35.890620] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SXC.txt
[2025-12-26T20:32:35.890727] [INFO ] [sig       ] [3042/3548] Completed SXC in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-26T20:32:35.890766] [INFO ] [sig       ] [3043/3548] Forecasting SXI...
[2025-12-26T20:32:35.890796] [INFO ] [sig       ] Generating forecast for: SXI
[2025-12-26T20:32:35.890826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-12-26T20:32:35.901952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2025-12-26T20:32:35.902282] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-12-26T20:32:35.903067] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-12-26T20:32:35.903119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:35.903150] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:35.903176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:35.903238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:35.960939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:35.961542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:35.961635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:35.961667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:36.083683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:36.083798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:36.083837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:36.083865] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:36.087158] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: UP (p=76.53%)
[2025-12-26T20:32:36.087423] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-12-26T20:32:36.087541] [INFO ] [sig       ] SXI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:36.229598] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SXI.txt
[2025-12-26T20:32:36.229707] [INFO ] [sig       ] [3043/3548] Completed SXI in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-26T20:32:36.229745] [INFO ] [sig       ] [3044/3548] Forecasting SXTC...
[2025-12-26T20:32:36.229772] [INFO ] [sig       ] Generating forecast for: SXTC
[2025-12-26T20:32:36.229800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'.
[2025-12-26T20:32:36.240514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXTC'.
[2025-12-26T20:32:36.240846] [INFO ] [FORECASTER] Starting predict_future for SXTC
[2025-12-26T20:32:36.241621] [DEBUG] [LOCAL     ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt
[2025-12-26T20:32:36.241672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:36.241703] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:36.241729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:36.241786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:36.299058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:36.299693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:36.299770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:36.299801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:36.417349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:36.417466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:36.417506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:36.417534] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:36.420897] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: UP (p=52.15%)
[2025-12-26T20:32:36.421163] [INFO ] [FORECASTER] Completed predict_future for SXTC
[2025-12-26T20:32:36.421285] [INFO ] [sig       ] SXTC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:36.562876] [INFO ] [LOCAL     ] Saved forecast: SXTC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SXTC.txt
[2025-12-26T20:32:36.562991] [INFO ] [sig       ] [3044/3548] Completed SXTC in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-26T20:32:36.563028] [INFO ] [sig       ] [3045/3548] Forecasting SY...
[2025-12-26T20:32:36.563058] [INFO ] [sig       ] Generating forecast for: SY
[2025-12-26T20:32:36.563086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2025-12-26T20:32:36.573603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2025-12-26T20:32:36.573901] [INFO ] [FORECASTER] Starting predict_future for SY
[2025-12-26T20:32:36.574675] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2025-12-26T20:32:36.574726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:36.574756] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:36.574786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:36.574857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:36.632451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:36.633123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:36.633199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:36.633230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:36.750025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:36.750163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:36.750203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:36.750230] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:36.753529] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: DOWN (p=2.52%)
[2025-12-26T20:32:36.753812] [INFO ] [FORECASTER] Completed predict_future for SY
[2025-12-26T20:32:36.753932] [INFO ] [sig       ] SY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:36.893165] [INFO ] [LOCAL     ] Saved forecast: SY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SY.txt
[2025-12-26T20:32:36.893274] [INFO ] [sig       ] [3045/3548] Completed SY in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-26T20:32:36.893335] [INFO ] [sig       ] [3046/3548] Forecasting SYF...
[2025-12-26T20:32:36.893366] [INFO ] [sig       ] Generating forecast for: SYF
[2025-12-26T20:32:36.893396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-12-26T20:32:36.904042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2025-12-26T20:32:36.904360] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-12-26T20:32:36.905148] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-12-26T20:32:36.905199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:36.905230] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:36.905257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:36.905328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:36.961735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:36.962328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:36.962403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:36.962434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:37.087306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:37.087443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:37.087484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:37.087514] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:37.090880] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: DOWN (p=16.22%)
[2025-12-26T20:32:37.091146] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-12-26T20:32:37.091267] [INFO ] [sig       ] SYF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:37.230891] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SYF.txt
[2025-12-26T20:32:37.230998] [INFO ] [sig       ] [3046/3548] Completed SYF in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-26T20:32:37.231036] [INFO ] [sig       ] [3047/3548] Forecasting SYK...
[2025-12-26T20:32:37.231064] [INFO ] [sig       ] Generating forecast for: SYK
[2025-12-26T20:32:37.231094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-12-26T20:32:37.242064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2025-12-26T20:32:37.242379] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-12-26T20:32:37.243153] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-12-26T20:32:37.243204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:37.243234] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:37.243261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:37.243320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:37.299633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:37.300246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:37.300323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:37.300353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:37.417452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:37.417619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:37.417663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:37.417691] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:37.421043] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: UP (p=80.29%)
[2025-12-26T20:32:37.421310] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-12-26T20:32:37.421432] [INFO ] [sig       ] SYK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:37.561863] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SYK.txt
[2025-12-26T20:32:37.562022] [INFO ] [sig       ] [3047/3548] Completed SYK in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-26T20:32:37.562063] [INFO ] [sig       ] [3048/3548] Forecasting SYM...
[2025-12-26T20:32:37.562092] [INFO ] [sig       ] Generating forecast for: SYM
[2025-12-26T20:32:37.562122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2025-12-26T20:32:37.573234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2025-12-26T20:32:37.573633] [INFO ] [FORECASTER] Starting predict_future for SYM
[2025-12-26T20:32:37.574429] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2025-12-26T20:32:37.574496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:37.574528] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:37.574555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:37.574632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:37.632293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:37.633125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:37.633206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:37.633239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:37.750645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:37.750762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:37.750799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:37.750828] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:37.754141] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: DOWN (p=8.88%)
[2025-12-26T20:32:37.754407] [INFO ] [FORECASTER] Completed predict_future for SYM
[2025-12-26T20:32:37.754529] [INFO ] [sig       ] SYM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:37.893632] [INFO ] [LOCAL     ] Saved forecast: SYM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SYM.txt
[2025-12-26T20:32:37.893736] [INFO ] [sig       ] [3048/3548] Completed SYM in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-26T20:32:37.893773] [INFO ] [sig       ] [3049/3548] Forecasting SYNA...
[2025-12-26T20:32:37.893801] [INFO ] [sig       ] Generating forecast for: SYNA
[2025-12-26T20:32:37.893830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2025-12-26T20:32:37.904726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2025-12-26T20:32:37.905055] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2025-12-26T20:32:37.905871] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2025-12-26T20:32:37.905934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:37.905972] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:37.906038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:37.906122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:37.964084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:37.964718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:37.964796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:37.964828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:38.083312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:38.083433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:38.083472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:38.083501] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:38.086736] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: DOWN (p=22.25%)
[2025-12-26T20:32:38.087002] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2025-12-26T20:32:38.087123] [INFO ] [sig       ] SYNA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:38.227433] [INFO ] [LOCAL     ] Saved forecast: SYNA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SYNA.txt
[2025-12-26T20:32:38.227536] [INFO ] [sig       ] [3049/3548] Completed SYNA in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-26T20:32:38.227589] [INFO ] [sig       ] [3050/3548] Forecasting SYRE...
[2025-12-26T20:32:38.227621] [INFO ] [sig       ] Generating forecast for: SYRE
[2025-12-26T20:32:38.227650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2025-12-26T20:32:38.238632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2025-12-26T20:32:38.238993] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2025-12-26T20:32:38.239801] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2025-12-26T20:32:38.239853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:38.239884] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:38.239911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:38.239969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:38.298413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:38.299049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:38.299133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:38.299166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:38.417071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:38.417181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:38.417221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:38.417249] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:38.420450] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: UP (p=91.17%)
[2025-12-26T20:32:38.420729] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2025-12-26T20:32:38.420847] [INFO ] [sig       ] SYRE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:38.560682] [INFO ] [LOCAL     ] Saved forecast: SYRE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/SYRE.txt
[2025-12-26T20:32:38.560787] [INFO ] [sig       ] [3050/3548] Completed SYRE in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-26T20:32:38.560825] [INFO ] [sig       ] [3051/3548] Forecasting SYY...
[2025-12-26T20:32:38.560853] [INFO ] [sig       ] Generating forecast for: SYY
[2025-12-26T20:32:38.560881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-12-26T20:32:38.571486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2025-12-26T20:32:38.571812] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-12-26T20:32:38.572556] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-12-26T20:32:38.572625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:38.572666] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:38.572693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:38.572750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:38.628752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:38.629355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:38.629430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:38.629461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:38.748703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:38.748819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:38.748861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:38.748912] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:38.752276] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-12-26T20:32:38.752539] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-12-26T20:32:38.752679] [INFO ] [sig       ] SYY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:38.892356] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/SYY.txt
[2025-12-26T20:32:38.892461] [INFO ] [sig       ] [3051/3548] Completed SYY in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-26T20:32:38.892505] [INFO ] [sig       ] [3052/3548] Forecasting TAC...
[2025-12-26T20:32:38.892534] [INFO ] [sig       ] Generating forecast for: TAC
[2025-12-26T20:32:38.892563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-12-26T20:32:38.903373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2025-12-26T20:32:38.903698] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-12-26T20:32:38.904461] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-12-26T20:32:38.904511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:38.904542] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:38.904590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:38.904655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:38.961347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:38.961962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:38.962037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:38.962069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:39.078120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:39.078232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:39.078272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:39.078299] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:39.081645] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=94.84%)
[2025-12-26T20:32:39.081932] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-12-26T20:32:39.082056] [INFO ] [sig       ] TAC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:39.222062] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TAC.txt
[2025-12-26T20:32:39.222167] [INFO ] [sig       ] [3052/3548] Completed TAC in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-26T20:32:39.222204] [INFO ] [sig       ] [3053/3548] Forecasting TAK...
[2025-12-26T20:32:39.222232] [INFO ] [sig       ] Generating forecast for: TAK
[2025-12-26T20:32:39.222262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-12-26T20:32:39.233426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2025-12-26T20:32:39.233763] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-12-26T20:32:39.234510] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-12-26T20:32:39.234561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:39.234612] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:39.234643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:39.234700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:39.290841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:39.291442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:39.291517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:39.291547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:39.408502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:39.408630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:39.408679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:39.408707] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:39.411951] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-12-26T20:32:39.412219] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-12-26T20:32:39.412358] [INFO ] [sig       ] TAK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:39.551811] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TAK.txt
[2025-12-26T20:32:39.551919] [INFO ] [sig       ] [3053/3548] Completed TAK in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-26T20:32:39.551957] [INFO ] [sig       ] [3054/3548] Forecasting TAL...
[2025-12-26T20:32:39.551985] [INFO ] [sig       ] Generating forecast for: TAL
[2025-12-26T20:32:39.552013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-12-26T20:32:39.564082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2025-12-26T20:32:39.564408] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-12-26T20:32:39.565200] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-12-26T20:32:39.565252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:39.565283] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:39.565309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:39.565366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:39.621494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:39.622142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:39.622216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:39.622246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:39.736975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:39.737122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:39.737163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:39.737191] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:39.740543] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: UP (p=93.72%)
[2025-12-26T20:32:39.740839] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-12-26T20:32:39.740963] [INFO ] [sig       ] TAL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:39.879963] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TAL.txt
[2025-12-26T20:32:39.880072] [INFO ] [sig       ] [3054/3548] Completed TAL in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-26T20:32:39.880110] [INFO ] [sig       ] [3055/3548] Forecasting TALK...
[2025-12-26T20:32:39.880139] [INFO ] [sig       ] Generating forecast for: TALK
[2025-12-26T20:32:39.880168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2025-12-26T20:32:39.891092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2025-12-26T20:32:39.891392] [INFO ] [FORECASTER] Starting predict_future for TALK
[2025-12-26T20:32:39.892156] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2025-12-26T20:32:39.892207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:39.892238] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:39.892264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:39.892321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:39.948120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:39.948719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:39.948794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:39.948826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:40.065247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:40.065340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:40.065400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:40.065430] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:40.068611] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: DOWN (p=26.07%)
[2025-12-26T20:32:40.068872] [INFO ] [FORECASTER] Completed predict_future for TALK
[2025-12-26T20:32:40.069005] [INFO ] [sig       ] TALK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:40.207604] [INFO ] [LOCAL     ] Saved forecast: TALK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TALK.txt
[2025-12-26T20:32:40.207709] [INFO ] [sig       ] [3055/3548] Completed TALK in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-26T20:32:40.207766] [INFO ] [sig       ] [3056/3548] Forecasting TALO...
[2025-12-26T20:32:40.207795] [INFO ] [sig       ] Generating forecast for: TALO
[2025-12-26T20:32:40.207825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-12-26T20:32:40.218465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2025-12-26T20:32:40.218820] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-12-26T20:32:40.219692] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-12-26T20:32:40.219744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:40.219775] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:40.219801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:40.219859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:40.277162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:40.277765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:40.277840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:40.277871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:40.397717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:40.397834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:40.397873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:40.397901] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:40.401109] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: DOWN (p=2.32%)
[2025-12-26T20:32:40.401368] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-12-26T20:32:40.401485] [INFO ] [sig       ] TALO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:40.541125] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TALO.txt
[2025-12-26T20:32:40.541231] [INFO ] [sig       ] [3056/3548] Completed TALO in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-26T20:32:40.541268] [INFO ] [sig       ] [3057/3548] Forecasting TAOP...
[2025-12-26T20:32:40.541297] [INFO ] [sig       ] Generating forecast for: TAOP
[2025-12-26T20:32:40.541326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2025-12-26T20:32:40.551835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2025-12-26T20:32:40.552143] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2025-12-26T20:32:40.552927] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2025-12-26T20:32:40.552979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:40.553010] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:40.553036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:40.553094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:40.609853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:40.610443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:40.610519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:40.610550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:40.724844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:40.724969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:40.725011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:40.725039] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:40.728321] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: DOWN (p=36.30%)
[2025-12-26T20:32:40.728600] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2025-12-26T20:32:40.728720] [INFO ] [sig       ] TAOP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:40.868722] [INFO ] [LOCAL     ] Saved forecast: TAOP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TAOP.txt
[2025-12-26T20:32:40.868833] [INFO ] [sig       ] [3057/3548] Completed TAOP in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-26T20:32:40.868872] [INFO ] [sig       ] [3058/3548] Forecasting TAP...
[2025-12-26T20:32:40.868913] [INFO ] [sig       ] Generating forecast for: TAP
[2025-12-26T20:32:40.868942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-12-26T20:32:40.880001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2025-12-26T20:32:40.880307] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-12-26T20:32:40.881084] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-12-26T20:32:40.881136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:40.881167] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:40.881194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:40.881251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:40.938528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:40.939179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:40.939258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:40.939291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:41.055473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:41.055602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:41.055643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:41.055671] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:41.058943] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=42.82%)
[2025-12-26T20:32:41.059206] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-12-26T20:32:41.059324] [INFO ] [sig       ] TAP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:41.200440] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TAP.txt
[2025-12-26T20:32:41.200546] [INFO ] [sig       ] [3058/3548] Completed TAP in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-26T20:32:41.200599] [INFO ] [sig       ] [3059/3548] Forecasting TARA...
[2025-12-26T20:32:41.200631] [INFO ] [sig       ] Generating forecast for: TARA
[2025-12-26T20:32:41.200661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2025-12-26T20:32:41.211359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2025-12-26T20:32:41.211691] [INFO ] [FORECASTER] Starting predict_future for TARA
[2025-12-26T20:32:41.212447] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2025-12-26T20:32:41.212498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:41.212542] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:41.212595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:41.212667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:41.269923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:41.270544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:41.270686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:41.270732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:41.387170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:41.387280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:41.387320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:41.387349] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:41.391321] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: DOWN (p=34.10%)
[2025-12-26T20:32:41.391632] [INFO ] [FORECASTER] Completed predict_future for TARA
[2025-12-26T20:32:41.391765] [INFO ] [sig       ] TARA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:41.538075] [INFO ] [LOCAL     ] Saved forecast: TARA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TARA.txt
[2025-12-26T20:32:41.538193] [INFO ] [sig       ] [3059/3548] Completed TARA in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-26T20:32:41.538232] [INFO ] [sig       ] [3060/3548] Forecasting TARK...
[2025-12-26T20:32:41.538262] [INFO ] [sig       ] Generating forecast for: TARK
[2025-12-26T20:32:41.538291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2025-12-26T20:32:41.549597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2025-12-26T20:32:41.549936] [INFO ] [FORECASTER] Starting predict_future for TARK
[2025-12-26T20:32:41.550771] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2025-12-26T20:32:41.550823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:41.550857] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:41.550885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:41.550944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:41.608082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:41.608686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:41.608761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:41.608794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:41.732953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:41.733110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:41.733154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:41.733184] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:41.736652] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: DOWN (p=26.30%)
[2025-12-26T20:32:41.736927] [INFO ] [FORECASTER] Completed predict_future for TARK
[2025-12-26T20:32:41.737057] [INFO ] [sig       ] TARK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:41.890836] [INFO ] [LOCAL     ] Saved forecast: TARK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TARK.txt
[2025-12-26T20:32:41.890992] [INFO ] [sig       ] [3060/3548] Completed TARK in 0.4s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-26T20:32:41.891032] [INFO ] [sig       ] [3061/3548] Forecasting TARS...
[2025-12-26T20:32:41.891064] [INFO ] [sig       ] Generating forecast for: TARS
[2025-12-26T20:32:41.891094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2025-12-26T20:32:41.901852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2025-12-26T20:32:41.902228] [INFO ] [FORECASTER] Starting predict_future for TARS
[2025-12-26T20:32:41.903066] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2025-12-26T20:32:41.903119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:41.903150] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:41.903177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:41.903234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:41.960559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:41.961431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:41.961514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:41.961547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:42.085406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:42.085557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:42.085617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:42.085646] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:42.088991] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: UP (p=61.15%)
[2025-12-26T20:32:42.089260] [INFO ] [FORECASTER] Completed predict_future for TARS
[2025-12-26T20:32:42.089382] [INFO ] [sig       ] TARS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:42.231479] [INFO ] [LOCAL     ] Saved forecast: TARS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TARS.txt
[2025-12-26T20:32:42.231651] [INFO ] [sig       ] [3061/3548] Completed TARS in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-26T20:32:42.231694] [INFO ] [sig       ] [3062/3548] Forecasting TASK...
[2025-12-26T20:32:42.231723] [INFO ] [sig       ] Generating forecast for: TASK
[2025-12-26T20:32:42.231753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2025-12-26T20:32:42.242319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2025-12-26T20:32:42.242707] [INFO ] [FORECASTER] Starting predict_future for TASK
[2025-12-26T20:32:42.243511] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2025-12-26T20:32:42.243565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:42.243637] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:42.243666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:42.243723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:42.302194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:42.303101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:42.303182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:42.303215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:42.420454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:42.420624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:42.420667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:42.420697] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:42.424031] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: UP (p=98.67%)
[2025-12-26T20:32:42.424295] [INFO ] [FORECASTER] Completed predict_future for TASK
[2025-12-26T20:32:42.424415] [INFO ] [sig       ] TASK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:42.564803] [INFO ] [LOCAL     ] Saved forecast: TASK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TASK.txt
[2025-12-26T20:32:42.565026] [INFO ] [sig       ] [3062/3548] Completed TASK in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-26T20:32:42.565086] [INFO ] [sig       ] [3063/3548] Forecasting TAYD...
[2025-12-26T20:32:42.565135] [INFO ] [sig       ] Generating forecast for: TAYD
[2025-12-26T20:32:42.565179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAYD' from 'https://tdm.silogroup.org/data/derivative_storage/TAYD.csv'.
[2025-12-26T20:32:42.575768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAYD'.
[2025-12-26T20:32:42.576156] [INFO ] [FORECASTER] Starting predict_future for TAYD
[2025-12-26T20:32:42.577028] [DEBUG] [LOCAL     ] No optimal features file found for TAYD: ./output/feature-sets/TAYD.txt
[2025-12-26T20:32:42.577083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:42.577117] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:42.577147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:42.577206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:42.638001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:42.638905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:42.638990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:42.639024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:42.743368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:42.743520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:42.743563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:42.743612] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:42.746987] [DEBUG] [FORECASTER] TAYD: Forecast T+1@11:T+2@11: DOWN (p=16.87%)
[2025-12-26T20:32:42.747255] [INFO ] [FORECASTER] Completed predict_future for TAYD
[2025-12-26T20:32:42.747378] [INFO ] [sig       ] TAYD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:42.887903] [INFO ] [LOCAL     ] Saved forecast: TAYD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TAYD.txt
[2025-12-26T20:32:42.888023] [INFO ] [sig       ] [3063/3548] Completed TAYD in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-26T20:32:42.888062] [INFO ] [sig       ] [3064/3548] Forecasting TBB...
[2025-12-26T20:32:42.888090] [INFO ] [sig       ] Generating forecast for: TBB
[2025-12-26T20:32:42.888120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-12-26T20:32:42.899646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2025-12-26T20:32:42.899972] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-12-26T20:32:42.900851] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-12-26T20:32:42.900906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:42.900940] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:42.900970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:42.901029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:42.962147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:42.962817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:42.962903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:42.962938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:43.075606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:43.075766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:43.075810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:43.075839] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:43.079212] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: DOWN (p=21.14%)
[2025-12-26T20:32:43.079482] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-12-26T20:32:43.079617] [INFO ] [sig       ] TBB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:43.223442] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TBB.txt
[2025-12-26T20:32:43.223621] [INFO ] [sig       ] [3064/3548] Completed TBB in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-26T20:32:43.223684] [INFO ] [sig       ] [3065/3548] Forecasting TBBK...
[2025-12-26T20:32:43.223715] [INFO ] [sig       ] Generating forecast for: TBBK
[2025-12-26T20:32:43.223743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2025-12-26T20:32:43.235490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2025-12-26T20:32:43.235934] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2025-12-26T20:32:43.236812] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2025-12-26T20:32:43.236865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:43.236899] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:43.236926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:43.236984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:43.297740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:43.298620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:43.298702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:43.298736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:43.416927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:43.417026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:43.417063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:43.417092] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:43.420237] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: UP (p=98.06%)
[2025-12-26T20:32:43.420497] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2025-12-26T20:32:43.420636] [INFO ] [sig       ] TBBK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:43.561284] [INFO ] [LOCAL     ] Saved forecast: TBBK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TBBK.txt
[2025-12-26T20:32:43.561435] [INFO ] [sig       ] [3065/3548] Completed TBBK in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-26T20:32:43.561476] [INFO ] [sig       ] [3066/3548] Forecasting TBI...
[2025-12-26T20:32:43.561506] [INFO ] [sig       ] Generating forecast for: TBI
[2025-12-26T20:32:43.561535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-12-26T20:32:43.572939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2025-12-26T20:32:43.573311] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-12-26T20:32:43.574109] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-12-26T20:32:43.574161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:43.574221] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:43.574249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:43.574308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:43.630688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:43.631449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:43.631531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:43.631564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:43.754443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:43.754615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:43.754660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:43.754730] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:43.758127] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: DOWN (p=8.78%)
[2025-12-26T20:32:43.758401] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-12-26T20:32:43.758527] [INFO ] [sig       ] TBI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:43.899283] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TBI.txt
[2025-12-26T20:32:43.899423] [INFO ] [sig       ] [3066/3548] Completed TBI in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-26T20:32:43.899463] [INFO ] [sig       ] [3067/3548] Forecasting TBIL...
[2025-12-26T20:32:43.899493] [INFO ] [sig       ] Generating forecast for: TBIL
[2025-12-26T20:32:43.899529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2025-12-26T20:32:43.910907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2025-12-26T20:32:43.911269] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2025-12-26T20:32:43.912089] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2025-12-26T20:32:43.912142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:43.912173] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:43.912199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:43.912256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:43.971628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:43.972315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:43.972396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:43.972428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:44.030267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:44.030419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:44.030463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:44.030491] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:44.033986] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=91.08%)
[2025-12-26T20:32:44.034271] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2025-12-26T20:32:44.034393] [INFO ] [sig       ] TBIL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:44.192804] [INFO ] [LOCAL     ] Saved forecast: TBIL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TBIL.txt
[2025-12-26T20:32:44.192973] [INFO ] [sig       ] [3067/3548] Completed TBIL in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-26T20:32:44.193014] [INFO ] [sig       ] [3068/3548] Forecasting TBLA...
[2025-12-26T20:32:44.193044] [INFO ] [sig       ] Generating forecast for: TBLA
[2025-12-26T20:32:44.193074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2025-12-26T20:32:44.204837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2025-12-26T20:32:44.205255] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2025-12-26T20:32:44.206119] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2025-12-26T20:32:44.206173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:44.206205] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:44.206233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:44.206293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:44.262354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:44.263243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:44.263327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:44.263379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:44.384407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:44.384563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:44.384627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:44.384656] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:44.388066] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: DOWN (p=16.80%)
[2025-12-26T20:32:44.388348] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2025-12-26T20:32:44.388476] [INFO ] [sig       ] TBLA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:44.529701] [INFO ] [LOCAL     ] Saved forecast: TBLA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TBLA.txt
[2025-12-26T20:32:44.529866] [INFO ] [sig       ] [3068/3548] Completed TBLA in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-26T20:32:44.529908] [INFO ] [sig       ] [3069/3548] Forecasting TBLD...
[2025-12-26T20:32:44.529937] [INFO ] [sig       ] Generating forecast for: TBLD
[2025-12-26T20:32:44.529969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2025-12-26T20:32:44.541810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2025-12-26T20:32:44.542203] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2025-12-26T20:32:44.543102] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2025-12-26T20:32:44.543155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:44.543188] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:44.543215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:44.543272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:44.601819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:44.602724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:44.602813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:44.602846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:44.729162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:44.729329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:44.729387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:44.729474] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:44.733310] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: DOWN (p=30.52%)
[2025-12-26T20:32:44.733666] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2025-12-26T20:32:44.733811] [INFO ] [sig       ] TBLD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:44.889445] [INFO ] [LOCAL     ] Saved forecast: TBLD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TBLD.txt
[2025-12-26T20:32:44.889613] [INFO ] [sig       ] [3069/3548] Completed TBLD in 0.4s | 2.89 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-26T20:32:44.889658] [INFO ] [sig       ] [3070/3548] Forecasting TBPH...
[2025-12-26T20:32:44.889687] [INFO ] [sig       ] Generating forecast for: TBPH
[2025-12-26T20:32:44.889717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2025-12-26T20:32:44.901263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2025-12-26T20:32:44.901684] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2025-12-26T20:32:44.902531] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2025-12-26T20:32:44.902607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:44.902641] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:44.902684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:44.902745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:44.965564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:44.966335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:44.966418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:44.966451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:45.092632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:45.092795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:45.092842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:45.092871] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:45.096551] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: UP (p=73.65%)
[2025-12-26T20:32:45.096845] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2025-12-26T20:32:45.096973] [INFO ] [sig       ] TBPH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:45.242733] [INFO ] [LOCAL     ] Saved forecast: TBPH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TBPH.txt
[2025-12-26T20:32:45.242902] [INFO ] [sig       ] [3070/3548] Completed TBPH in 0.4s | 2.89 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-26T20:32:45.242958] [INFO ] [sig       ] [3071/3548] Forecasting TBRG...
[2025-12-26T20:32:45.242993] [INFO ] [sig       ] Generating forecast for: TBRG
[2025-12-26T20:32:45.243026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2025-12-26T20:32:45.254412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2025-12-26T20:32:45.254787] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2025-12-26T20:32:45.255607] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2025-12-26T20:32:45.255659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:45.255690] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:45.255716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:45.255775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:45.315241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:45.315958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:45.316042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:45.316077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:45.436972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:45.437126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:45.437169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:45.437200] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:45.440671] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: DOWN (p=45.83%)
[2025-12-26T20:32:45.440945] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2025-12-26T20:32:45.441072] [INFO ] [sig       ] TBRG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:45.593794] [INFO ] [LOCAL     ] Saved forecast: TBRG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TBRG.txt
[2025-12-26T20:32:45.593952] [INFO ] [sig       ] [3071/3548] Completed TBRG in 0.4s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-26T20:32:45.593991] [INFO ] [sig       ] [3072/3548] Forecasting TCBI...
[2025-12-26T20:32:45.594022] [INFO ] [sig       ] Generating forecast for: TCBI
[2025-12-26T20:32:45.594054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2025-12-26T20:32:45.605031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2025-12-26T20:32:45.605367] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2025-12-26T20:32:45.606219] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2025-12-26T20:32:45.606280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:45.606319] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:45.606359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:45.606437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:45.665758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:45.666453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:45.666535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:45.666568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:45.787942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:45.788094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:45.788138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:45.788167] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:45.791546] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: DOWN (p=19.19%)
[2025-12-26T20:32:45.791840] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2025-12-26T20:32:45.791966] [INFO ] [sig       ] TCBI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:45.935526] [INFO ] [LOCAL     ] Saved forecast: TCBI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TCBI.txt
[2025-12-26T20:32:45.935685] [INFO ] [sig       ] [3072/3548] Completed TCBI in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-26T20:32:45.935725] [INFO ] [sig       ] [3073/3548] Forecasting TCBIO...
[2025-12-26T20:32:45.935754] [INFO ] [sig       ] Generating forecast for: TCBIO
[2025-12-26T20:32:45.935784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2025-12-26T20:32:45.947604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2025-12-26T20:32:45.947934] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2025-12-26T20:32:45.948714] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2025-12-26T20:32:45.948765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:45.948796] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:45.948822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:45.948901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:46.008129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:46.008855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:46.008961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:46.008996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:46.118563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:46.118738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:46.118782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:46.118812] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:46.122252] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: UP (p=72.71%)
[2025-12-26T20:32:46.122527] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2025-12-26T20:32:46.122672] [INFO ] [sig       ] TCBIO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:46.264821] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TCBIO.txt
[2025-12-26T20:32:46.264960] [INFO ] [sig       ] [3073/3548] Completed TCBIO in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-26T20:32:46.265003] [INFO ] [sig       ] [3074/3548] Forecasting TCBK...
[2025-12-26T20:32:46.265040] [INFO ] [sig       ] Generating forecast for: TCBK
[2025-12-26T20:32:46.265073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2025-12-26T20:32:46.276536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2025-12-26T20:32:46.276953] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2025-12-26T20:32:46.277785] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2025-12-26T20:32:46.277837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:46.277868] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:46.277895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:46.277952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:46.336943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:46.337816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:46.337899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:46.337932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:46.464456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:46.464626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:46.464670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:46.464700] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:46.468770] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: DOWN (p=32.01%)
[2025-12-26T20:32:46.469181] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2025-12-26T20:32:46.469344] [INFO ] [sig       ] TCBK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:46.630285] [INFO ] [LOCAL     ] Saved forecast: TCBK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TCBK.txt
[2025-12-26T20:32:46.630442] [INFO ] [sig       ] [3074/3548] Completed TCBK in 0.4s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-26T20:32:46.630486] [INFO ] [sig       ] [3075/3548] Forecasting TCBX...
[2025-12-26T20:32:46.630516] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-12-26T20:32:46.630546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-12-26T20:32:46.642915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2025-12-26T20:32:46.643357] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-12-26T20:32:46.644336] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-12-26T20:32:46.644390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:46.644421] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:46.644446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:46.644503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:46.706559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:46.707358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:46.707456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:46.707505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:46.839556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:46.839757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:46.839801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:46.839830] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:46.843661] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: DOWN (p=29.90%)
[2025-12-26T20:32:46.843952] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-12-26T20:32:46.844088] [INFO ] [sig       ] TCBX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:46.987794] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TCBX.txt
[2025-12-26T20:32:46.987944] [INFO ] [sig       ] [3075/3548] Completed TCBX in 0.4s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-26T20:32:46.987984] [INFO ] [sig       ] [3076/3548] Forecasting TCMD...
[2025-12-26T20:32:46.988013] [INFO ] [sig       ] Generating forecast for: TCMD
[2025-12-26T20:32:46.988045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2025-12-26T20:32:47.004607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2025-12-26T20:32:47.005041] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2025-12-26T20:32:47.005991] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2025-12-26T20:32:47.006049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:47.006082] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:47.006111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:47.006170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:47.067614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:47.068518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:47.068663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:47.068698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:47.198622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:47.198805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:47.198874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:47.198935] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:47.203163] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: DOWN (p=15.50%)
[2025-12-26T20:32:47.203612] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2025-12-26T20:32:47.203780] [INFO ] [sig       ] TCMD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:47.422628] [INFO ] [LOCAL     ] Saved forecast: TCMD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TCMD.txt
[2025-12-26T20:32:47.422854] [INFO ] [sig       ] [3076/3548] Completed TCMD in 0.4s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-26T20:32:47.422913] [INFO ] [sig       ] [3077/3548] Forecasting TCOM...
[2025-12-26T20:32:47.422961] [INFO ] [sig       ] Generating forecast for: TCOM
[2025-12-26T20:32:47.423008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2025-12-26T20:32:47.439190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2025-12-26T20:32:47.439726] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2025-12-26T20:32:47.440794] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2025-12-26T20:32:47.440862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:47.440904] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:47.440941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:47.441026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:47.520000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:47.521114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:47.521229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:47.521267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:47.686647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:47.686847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:47.686918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:47.686993] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:47.692787] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: DOWN (p=43.10%)
[2025-12-26T20:32:47.693332] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2025-12-26T20:32:47.693549] [INFO ] [sig       ] TCOM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:47.872920] [INFO ] [LOCAL     ] Saved forecast: TCOM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TCOM.txt
[2025-12-26T20:32:47.873095] [INFO ] [sig       ] [3077/3548] Completed TCOM in 0.5s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-26T20:32:47.873139] [INFO ] [sig       ] [3078/3548] Forecasting TCPC...
[2025-12-26T20:32:47.873169] [INFO ] [sig       ] Generating forecast for: TCPC
[2025-12-26T20:32:47.873200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2025-12-26T20:32:47.886118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2025-12-26T20:32:47.886521] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2025-12-26T20:32:47.887365] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2025-12-26T20:32:47.887419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:47.887451] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:47.887477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:47.887534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:47.964435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:47.965405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:47.965494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:47.965528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:48.121400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:48.121554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:48.121615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:48.121645] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:48.125235] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: DOWN (p=33.77%)
[2025-12-26T20:32:48.125550] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2025-12-26T20:32:48.125706] [INFO ] [sig       ] TCPC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:48.272763] [INFO ] [LOCAL     ] Saved forecast: TCPC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TCPC.txt
[2025-12-26T20:32:48.272925] [INFO ] [sig       ] [3078/3548] Completed TCPC in 0.4s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-26T20:32:48.272966] [INFO ] [sig       ] [3079/3548] Forecasting TCX...
[2025-12-26T20:32:48.272996] [INFO ] [sig       ] Generating forecast for: TCX
[2025-12-26T20:32:48.273026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2025-12-26T20:32:48.284949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2025-12-26T20:32:48.285337] [INFO ] [FORECASTER] Starting predict_future for TCX
[2025-12-26T20:32:48.286156] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2025-12-26T20:32:48.286210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:48.286244] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:48.286272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:48.286331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:48.347701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:48.348552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:48.348654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:48.348704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:48.463817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:48.463970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:48.464013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:48.464042] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:48.467829] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=10.31%)
[2025-12-26T20:32:48.468118] [INFO ] [FORECASTER] Completed predict_future for TCX
[2025-12-26T20:32:48.468246] [INFO ] [sig       ] TCX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:48.618117] [INFO ] [LOCAL     ] Saved forecast: TCX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TCX.txt
[2025-12-26T20:32:48.618313] [INFO ] [sig       ] [3079/3548] Completed TCX in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-26T20:32:48.618356] [INFO ] [sig       ] [3080/3548] Forecasting TD...
[2025-12-26T20:32:48.618386] [INFO ] [sig       ] Generating forecast for: TD
[2025-12-26T20:32:48.618416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-12-26T20:32:48.629707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2025-12-26T20:32:48.630074] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-12-26T20:32:48.630918] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-12-26T20:32:48.630969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:48.631001] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:48.631028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:48.631090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:48.688195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:48.689122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:48.689209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:48.689242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:48.810115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:48.810276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:48.810319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:48.810348] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:48.813741] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: DOWN (p=20.85%)
[2025-12-26T20:32:48.814012] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-12-26T20:32:48.814137] [INFO ] [sig       ] TD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:48.953404] [INFO ] [LOCAL     ] Saved forecast: TD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TD.txt
[2025-12-26T20:32:48.953544] [INFO ] [sig       ] [3080/3548] Completed TD in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-26T20:32:48.953601] [INFO ] [sig       ] [3081/3548] Forecasting TDC...
[2025-12-26T20:32:48.953633] [INFO ] [sig       ] Generating forecast for: TDC
[2025-12-26T20:32:48.953663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-12-26T20:32:48.964689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2025-12-26T20:32:48.965045] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-12-26T20:32:48.965851] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-12-26T20:32:48.965903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:48.965935] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:48.965962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:48.966056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:49.024516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:49.025357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:49.025439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:49.025475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:49.147860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:49.148010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:49.148054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:49.148083] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:49.151676] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: UP (p=84.17%)
[2025-12-26T20:32:49.151975] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-12-26T20:32:49.152106] [INFO ] [sig       ] TDC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:49.296406] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TDC.txt
[2025-12-26T20:32:49.296544] [INFO ] [sig       ] [3081/3548] Completed TDC in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-26T20:32:49.296600] [INFO ] [sig       ] [3082/3548] Forecasting TDF...
[2025-12-26T20:32:49.296632] [INFO ] [sig       ] Generating forecast for: TDF
[2025-12-26T20:32:49.296662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-12-26T20:32:49.307219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2025-12-26T20:32:49.307593] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-12-26T20:32:49.308356] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-12-26T20:32:49.308407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:49.308439] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:49.308465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:49.308523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:49.365199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:49.366062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:49.366144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:49.366176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:49.482346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:49.482490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:49.482532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:49.482561] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:49.485947] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: DOWN (p=8.21%)
[2025-12-26T20:32:49.486222] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-12-26T20:32:49.486345] [INFO ] [sig       ] TDF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:49.634171] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TDF.txt
[2025-12-26T20:32:49.634323] [INFO ] [sig       ] [3082/3548] Completed TDF in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-26T20:32:49.634365] [INFO ] [sig       ] [3083/3548] Forecasting TDG...
[2025-12-26T20:32:49.634395] [INFO ] [sig       ] Generating forecast for: TDG
[2025-12-26T20:32:49.634426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-12-26T20:32:49.645895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2025-12-26T20:32:49.646311] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-12-26T20:32:49.647214] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-12-26T20:32:49.647284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:49.647343] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:49.647372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:49.647431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:49.712396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:49.713258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:49.713346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:49.713388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:49.843834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:49.843979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:49.844025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:49.844066] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:49.847717] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: UP (p=85.23%)
[2025-12-26T20:32:49.847995] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-12-26T20:32:49.848122] [INFO ] [sig       ] TDG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:50.001913] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TDG.txt
[2025-12-26T20:32:50.002062] [INFO ] [sig       ] [3083/3548] Completed TDG in 0.4s | 2.89 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-26T20:32:50.002103] [INFO ] [sig       ] [3084/3548] Forecasting TDS...
[2025-12-26T20:32:50.002134] [INFO ] [sig       ] Generating forecast for: TDS
[2025-12-26T20:32:50.002164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-12-26T20:32:50.013648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2025-12-26T20:32:50.014077] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-12-26T20:32:50.015052] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-12-26T20:32:50.015105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:50.015138] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:50.015165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:50.015239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:50.078219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:50.079056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:50.079141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:50.079174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:50.205712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:50.205862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:50.205906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:50.205934] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:50.209477] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: UP (p=50.63%)
[2025-12-26T20:32:50.209802] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-12-26T20:32:50.209945] [INFO ] [sig       ] TDS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:50.351658] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TDS.txt
[2025-12-26T20:32:50.351812] [INFO ] [sig       ] [3084/3548] Completed TDS in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-26T20:32:50.351853] [INFO ] [sig       ] [3085/3548] Forecasting TDSC...
[2025-12-26T20:32:50.351882] [INFO ] [sig       ] Generating forecast for: TDSC
[2025-12-26T20:32:50.351910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2025-12-26T20:32:50.363484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2025-12-26T20:32:50.363969] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2025-12-26T20:32:50.365036] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2025-12-26T20:32:50.365091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:50.365125] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:50.365152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:50.365212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:50.421862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:50.422771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:50.422856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:50.422888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:50.528642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:50.528791] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-26T20:32:50.528833] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:50.528861] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:50.532270] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: DOWN (p=9.91%)
[2025-12-26T20:32:50.532533] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2025-12-26T20:32:50.532669] [INFO ] [sig       ] TDSC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:50.675836] [INFO ] [LOCAL     ] Saved forecast: TDSC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TDSC.txt
[2025-12-26T20:32:50.676075] [INFO ] [sig       ] [3085/3548] Completed TDSC in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-26T20:32:50.676119] [INFO ] [sig       ] [3086/3548] Forecasting TDUP...
[2025-12-26T20:32:50.676148] [INFO ] [sig       ] Generating forecast for: TDUP
[2025-12-26T20:32:50.676180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2025-12-26T20:32:50.688079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2025-12-26T20:32:50.688502] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2025-12-26T20:32:50.689381] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2025-12-26T20:32:50.689435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:50.689468] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:50.689494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:50.689553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:50.746453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:50.747392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:50.747484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:50.747515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:50.865006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:50.865160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:50.865203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:50.865287] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:50.868704] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: UP (p=98.36%)
[2025-12-26T20:32:50.869036] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2025-12-26T20:32:50.869168] [INFO ] [sig       ] TDUP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:51.009002] [INFO ] [LOCAL     ] Saved forecast: TDUP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TDUP.txt
[2025-12-26T20:32:51.009132] [INFO ] [sig       ] [3086/3548] Completed TDUP in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-26T20:32:51.009172] [INFO ] [sig       ] [3087/3548] Forecasting TDY...
[2025-12-26T20:32:51.009200] [INFO ] [sig       ] Generating forecast for: TDY
[2025-12-26T20:32:51.009230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-12-26T20:32:51.019630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2025-12-26T20:32:51.019980] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-12-26T20:32:51.020784] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-12-26T20:32:51.020835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:51.020866] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:51.020891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:51.020948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:51.077968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:51.078628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:51.078705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:51.078738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:51.198451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:51.198614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:51.198657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:51.198686] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:51.202077] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=8.00%)
[2025-12-26T20:32:51.202341] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-12-26T20:32:51.202463] [INFO ] [sig       ] TDY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:51.342807] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TDY.txt
[2025-12-26T20:32:51.342940] [INFO ] [sig       ] [3087/3548] Completed TDY in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-26T20:32:51.342980] [INFO ] [sig       ] [3088/3548] Forecasting TEAM...
[2025-12-26T20:32:51.343008] [INFO ] [sig       ] Generating forecast for: TEAM
[2025-12-26T20:32:51.343037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2025-12-26T20:32:51.354626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2025-12-26T20:32:51.355013] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2025-12-26T20:32:51.355810] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2025-12-26T20:32:51.355861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:51.355892] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:51.355918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:51.355974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:51.413942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:51.414675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:51.414753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:51.414784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:51.537108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:51.537251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:51.537294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:51.537323] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:51.540725] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: DOWN (p=4.63%)
[2025-12-26T20:32:51.541013] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2025-12-26T20:32:51.541140] [INFO ] [sig       ] TEAM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:51.682934] [INFO ] [LOCAL     ] Saved forecast: TEAM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TEAM.txt
[2025-12-26T20:32:51.683072] [INFO ] [sig       ] [3088/3548] Completed TEAM in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-26T20:32:51.683111] [INFO ] [sig       ] [3089/3548] Forecasting TECH...
[2025-12-26T20:32:51.683139] [INFO ] [sig       ] Generating forecast for: TECH
[2025-12-26T20:32:51.683169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2025-12-26T20:32:51.695092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2025-12-26T20:32:51.695481] [INFO ] [FORECASTER] Starting predict_future for TECH
[2025-12-26T20:32:51.696296] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2025-12-26T20:32:51.696348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:51.696379] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:51.696404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:51.696461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:51.756000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:51.756929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:51.757018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:51.757050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:51.878633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:51.878791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:51.878835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:51.878862] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:51.882368] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: UP (p=57.32%)
[2025-12-26T20:32:51.882663] [INFO ] [FORECASTER] Completed predict_future for TECH
[2025-12-26T20:32:51.882789] [INFO ] [sig       ] TECH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:52.022387] [INFO ] [LOCAL     ] Saved forecast: TECH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TECH.txt
[2025-12-26T20:32:52.022544] [INFO ] [sig       ] [3089/3548] Completed TECH in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-26T20:32:52.022605] [INFO ] [sig       ] [3090/3548] Forecasting TECK...
[2025-12-26T20:32:52.022636] [INFO ] [sig       ] Generating forecast for: TECK
[2025-12-26T20:32:52.022666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-12-26T20:32:52.033483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2025-12-26T20:32:52.033884] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-12-26T20:32:52.034674] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-12-26T20:32:52.034726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:52.034757] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:52.034783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:52.034840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:52.091277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:52.092153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:52.092238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:52.092270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:52.213217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:52.213390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:52.213443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:52.213475] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:52.216901] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: DOWN (p=14.65%)
[2025-12-26T20:32:52.217176] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-12-26T20:32:52.217304] [INFO ] [sig       ] TECK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:52.362120] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TECK.txt
[2025-12-26T20:32:52.362268] [INFO ] [sig       ] [3090/3548] Completed TECK in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-26T20:32:52.362308] [INFO ] [sig       ] [3091/3548] Forecasting TECX...
[2025-12-26T20:32:52.362339] [INFO ] [sig       ] Generating forecast for: TECX
[2025-12-26T20:32:52.362535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'.
[2025-12-26T20:32:52.374168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECX'.
[2025-12-26T20:32:52.374508] [INFO ] [FORECASTER] Starting predict_future for TECX
[2025-12-26T20:32:52.375308] [DEBUG] [LOCAL     ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt
[2025-12-26T20:32:52.375361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:52.375393] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:52.375419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:52.375478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:52.433543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:52.434498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:52.434600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:52.434635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:52.549056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:52.549211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:52.549254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:52.549282] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:52.552683] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: DOWN (p=41.23%)
[2025-12-26T20:32:52.552951] [INFO ] [FORECASTER] Completed predict_future for TECX
[2025-12-26T20:32:52.553073] [INFO ] [sig       ] TECX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:52.692194] [INFO ] [LOCAL     ] Saved forecast: TECX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TECX.txt
[2025-12-26T20:32:52.692324] [INFO ] [sig       ] [3091/3548] Completed TECX in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-26T20:32:52.692363] [INFO ] [sig       ] [3092/3548] Forecasting TEF...
[2025-12-26T20:32:52.692391] [INFO ] [sig       ] Generating forecast for: TEF
[2025-12-26T20:32:52.692421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-12-26T20:32:52.703400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEF'.
[2025-12-26T20:32:52.703774] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-12-26T20:32:52.704537] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-12-26T20:32:52.704604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:52.704637] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:52.704663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:52.704721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:52.760680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:52.761375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:52.761452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:52.761482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:52.879532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:52.879698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:52.879740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:52.879769] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:52.883149] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: DOWN (p=31.00%)
[2025-12-26T20:32:52.883424] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-12-26T20:32:52.883549] [INFO ] [sig       ] TEF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:53.027103] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TEF.txt
[2025-12-26T20:32:53.027239] [INFO ] [sig       ] [3092/3548] Completed TEF in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-26T20:32:53.027279] [INFO ] [sig       ] [3093/3548] Forecasting TEI...
[2025-12-26T20:32:53.027308] [INFO ] [sig       ] Generating forecast for: TEI
[2025-12-26T20:32:53.027338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-12-26T20:32:53.038844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2025-12-26T20:32:53.039181] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-12-26T20:32:53.039981] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-12-26T20:32:53.040031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:53.040062] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:53.040088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:53.040146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:53.096236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:53.096906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:53.097012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:53.097045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:53.214632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:53.214795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:53.214838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:53.214866] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:53.218255] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: DOWN (p=4.64%)
[2025-12-26T20:32:53.218531] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-12-26T20:32:53.218673] [INFO ] [sig       ] TEI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:53.359227] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TEI.txt
[2025-12-26T20:32:53.359378] [INFO ] [sig       ] [3093/3548] Completed TEI in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-26T20:32:53.359417] [INFO ] [sig       ] [3094/3548] Forecasting TELO...
[2025-12-26T20:32:53.359447] [INFO ] [sig       ] Generating forecast for: TELO
[2025-12-26T20:32:53.359477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2025-12-26T20:32:53.370565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2025-12-26T20:32:53.370942] [INFO ] [FORECASTER] Starting predict_future for TELO
[2025-12-26T20:32:53.371738] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2025-12-26T20:32:53.371790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:53.371836] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:53.371864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:53.371922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:53.429061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:53.429757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:53.429834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:53.429866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:53.548478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:53.548659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:53.548704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:53.548734] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:53.552337] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: DOWN (p=5.42%)
[2025-12-26T20:32:53.552644] [INFO ] [FORECASTER] Completed predict_future for TELO
[2025-12-26T20:32:53.552781] [INFO ] [sig       ] TELO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:53.711081] [INFO ] [LOCAL     ] Saved forecast: TELO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TELO.txt
[2025-12-26T20:32:53.711246] [INFO ] [sig       ] [3094/3548] Completed TELO in 0.4s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-26T20:32:53.711288] [INFO ] [sig       ] [3095/3548] Forecasting TEM...
[2025-12-26T20:32:53.711319] [INFO ] [sig       ] Generating forecast for: TEM
[2025-12-26T20:32:53.711349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2025-12-26T20:32:53.723200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2025-12-26T20:32:53.723636] [INFO ] [FORECASTER] Starting predict_future for TEM
[2025-12-26T20:32:53.724516] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2025-12-26T20:32:53.724597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:53.724636] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:53.724664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:53.724723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:53.784978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:53.785919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:53.786029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:53.786076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:53.927330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:53.927485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:53.927536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:53.927590] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:53.931057] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: DOWN (p=22.68%)
[2025-12-26T20:32:53.931345] [INFO ] [FORECASTER] Completed predict_future for TEM
[2025-12-26T20:32:53.931473] [INFO ] [sig       ] TEM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:54.075194] [INFO ] [LOCAL     ] Saved forecast: TEM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TEM.txt
[2025-12-26T20:32:54.075361] [INFO ] [sig       ] [3095/3548] Completed TEM in 0.4s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-26T20:32:54.075403] [INFO ] [sig       ] [3096/3548] Forecasting TENB...
[2025-12-26T20:32:54.075432] [INFO ] [sig       ] Generating forecast for: TENB
[2025-12-26T20:32:54.075462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2025-12-26T20:32:54.086494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2025-12-26T20:32:54.086883] [INFO ] [FORECASTER] Starting predict_future for TENB
[2025-12-26T20:32:54.087698] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2025-12-26T20:32:54.087749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:54.087780] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:54.087805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:54.087861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:54.145524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:54.146429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:54.146517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:54.146551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:54.265041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:54.265190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:54.265236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:54.265277] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:54.269202] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: UP (p=96.83%)
[2025-12-26T20:32:54.269481] [INFO ] [FORECASTER] Completed predict_future for TENB
[2025-12-26T20:32:54.269625] [INFO ] [sig       ] TENB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:54.410887] [INFO ] [LOCAL     ] Saved forecast: TENB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TENB.txt
[2025-12-26T20:32:54.411089] [INFO ] [sig       ] [3096/3548] Completed TENB in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-26T20:32:54.411130] [INFO ] [sig       ] [3097/3548] Forecasting TENX...
[2025-12-26T20:32:54.411161] [INFO ] [sig       ] Generating forecast for: TENX
[2025-12-26T20:32:54.411190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2025-12-26T20:32:54.421384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2025-12-26T20:32:54.421737] [INFO ] [FORECASTER] Starting predict_future for TENX
[2025-12-26T20:32:54.422496] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2025-12-26T20:32:54.422548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:54.422602] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:54.422631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:54.422690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:54.484307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:54.485190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:54.485272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:54.485309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:54.597941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:54.598087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:54.598130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:54.598160] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:54.601774] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: UP (p=76.33%)
[2025-12-26T20:32:54.602046] [INFO ] [FORECASTER] Completed predict_future for TENX
[2025-12-26T20:32:54.602169] [INFO ] [sig       ] TENX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:54.743121] [INFO ] [LOCAL     ] Saved forecast: TENX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TENX.txt
[2025-12-26T20:32:54.743246] [INFO ] [sig       ] [3097/3548] Completed TENX in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-26T20:32:54.743299] [INFO ] [sig       ] [3098/3548] Forecasting TEO...
[2025-12-26T20:32:54.743330] [INFO ] [sig       ] Generating forecast for: TEO
[2025-12-26T20:32:54.743359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-12-26T20:32:54.753982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEO'.
[2025-12-26T20:32:54.754327] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-12-26T20:32:54.755110] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-12-26T20:32:54.755162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:54.755194] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:54.755222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:54.755280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:54.815096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:54.816054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:54.816147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:54.816190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:54.938851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:54.939024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:54.939068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:54.939097] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:54.942507] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: DOWN (p=32.93%)
[2025-12-26T20:32:54.942809] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-12-26T20:32:54.942934] [INFO ] [sig       ] TEO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:55.091142] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TEO.txt
[2025-12-26T20:32:55.091279] [INFO ] [sig       ] [3098/3548] Completed TEO in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-26T20:32:55.091319] [INFO ] [sig       ] [3099/3548] Forecasting TERN...
[2025-12-26T20:32:55.091348] [INFO ] [sig       ] Generating forecast for: TERN
[2025-12-26T20:32:55.091377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2025-12-26T20:32:55.102000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2025-12-26T20:32:55.102381] [INFO ] [FORECASTER] Starting predict_future for TERN
[2025-12-26T20:32:55.103349] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2025-12-26T20:32:55.103412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:55.103458] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:55.103499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:55.103606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:55.161461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:55.162265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:55.162344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:55.162375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:55.288037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:55.288228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:55.288294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:55.288326] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:55.291869] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: DOWN (p=16.34%)
[2025-12-26T20:32:55.292152] [INFO ] [FORECASTER] Completed predict_future for TERN
[2025-12-26T20:32:55.292304] [INFO ] [sig       ] TERN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:55.434884] [INFO ] [LOCAL     ] Saved forecast: TERN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TERN.txt
[2025-12-26T20:32:55.435030] [INFO ] [sig       ] [3099/3548] Completed TERN in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-26T20:32:55.435069] [INFO ] [sig       ] [3100/3548] Forecasting TEVA...
[2025-12-26T20:32:55.435098] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-12-26T20:32:55.435129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-12-26T20:32:55.446083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2025-12-26T20:32:55.446429] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-12-26T20:32:55.447203] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-12-26T20:32:55.447253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:55.447313] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:55.447341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:55.447400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:55.505998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:55.506841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:55.506924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:55.506957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:55.626997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:55.627145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:55.627189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:55.627218] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:55.630649] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: DOWN (p=41.21%)
[2025-12-26T20:32:55.630925] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-12-26T20:32:55.631050] [INFO ] [sig       ] TEVA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:55.772892] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TEVA.txt
[2025-12-26T20:32:55.773025] [INFO ] [sig       ] [3100/3548] Completed TEVA in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-26T20:32:55.773065] [INFO ] [sig       ] [3101/3548] Forecasting TEX...
[2025-12-26T20:32:55.773093] [INFO ] [sig       ] Generating forecast for: TEX
[2025-12-26T20:32:55.773122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-12-26T20:32:55.783865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2025-12-26T20:32:55.784207] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-12-26T20:32:55.784976] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-12-26T20:32:55.785027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:55.785058] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:55.785085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:55.785142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:55.843247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:55.844036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:55.844117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:55.844149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:55.970473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:55.970640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:55.970687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:55.970746] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:55.974203] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=31.48%)
[2025-12-26T20:32:55.974469] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-12-26T20:32:55.974614] [INFO ] [sig       ] TEX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:56.116507] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TEX.txt
[2025-12-26T20:32:56.116674] [INFO ] [sig       ] [3101/3548] Completed TEX in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-26T20:32:56.116715] [INFO ] [sig       ] [3102/3548] Forecasting TFC...
[2025-12-26T20:32:56.116747] [INFO ] [sig       ] Generating forecast for: TFC
[2025-12-26T20:32:56.116777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-12-26T20:32:56.128151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2025-12-26T20:32:56.128503] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-12-26T20:32:56.129337] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-12-26T20:32:56.129390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:56.129422] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:56.129449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:56.129507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:56.188595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:56.189396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:56.189477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:56.189511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:56.312664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:56.312812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:56.312856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:56.312884] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:56.316312] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: DOWN (p=21.51%)
[2025-12-26T20:32:56.316605] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-12-26T20:32:56.316733] [INFO ] [sig       ] TFC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:56.464698] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TFC.txt
[2025-12-26T20:32:56.464867] [INFO ] [sig       ] [3102/3548] Completed TFC in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-26T20:32:56.464912] [INFO ] [sig       ] [3103/3548] Forecasting TFII...
[2025-12-26T20:32:56.464942] [INFO ] [sig       ] Generating forecast for: TFII
[2025-12-26T20:32:56.464976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-12-26T20:32:56.476461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2025-12-26T20:32:56.476894] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-12-26T20:32:56.477716] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-12-26T20:32:56.477769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:56.477800] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:56.477826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:56.477884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:56.536615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:56.537503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:56.537620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:56.537654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:56.653610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:56.653762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:56.653809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:56.653869] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:56.657497] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=2.70%)
[2025-12-26T20:32:56.657870] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-12-26T20:32:56.658016] [INFO ] [sig       ] TFII: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:56.797710] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TFII.txt
[2025-12-26T20:32:56.797838] [INFO ] [sig       ] [3103/3548] Completed TFII in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-26T20:32:56.797877] [INFO ] [sig       ] [3104/3548] Forecasting TFIN...
[2025-12-26T20:32:56.797905] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-12-26T20:32:56.797934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-12-26T20:32:56.809292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2025-12-26T20:32:56.809657] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-12-26T20:32:56.810418] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-12-26T20:32:56.810469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:56.810501] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:56.810527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:56.810606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:56.867400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:56.868143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:56.868227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:56.868261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:56.983043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:56.983203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:56.983248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:56.983278] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:56.986823] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: DOWN (p=24.73%)
[2025-12-26T20:32:56.987100] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-12-26T20:32:56.987228] [INFO ] [sig       ] TFIN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:57.132466] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TFIN.txt
[2025-12-26T20:32:57.132690] [INFO ] [sig       ] [3104/3548] Completed TFIN in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-26T20:32:57.132733] [INFO ] [sig       ] [3105/3548] Forecasting TFPM...
[2025-12-26T20:32:57.132762] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-12-26T20:32:57.132801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-12-26T20:32:57.145715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2025-12-26T20:32:57.146167] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-12-26T20:32:57.147024] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-12-26T20:32:57.147077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:57.147125] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:57.147154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:57.147223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:57.207981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:57.208927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:57.209015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:57.209047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:57.332286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:57.332451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:57.332494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:57.332523] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:57.336087] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=72.42%)
[2025-12-26T20:32:57.336369] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-12-26T20:32:57.336498] [INFO ] [sig       ] TFPM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:57.478097] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TFPM.txt
[2025-12-26T20:32:57.478278] [INFO ] [sig       ] [3105/3548] Completed TFPM in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-26T20:32:57.478320] [INFO ] [sig       ] [3106/3548] Forecasting TFSL...
[2025-12-26T20:32:57.478351] [INFO ] [sig       ] Generating forecast for: TFSL
[2025-12-26T20:32:57.478382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2025-12-26T20:32:57.491961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2025-12-26T20:32:57.492446] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2025-12-26T20:32:57.493431] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2025-12-26T20:32:57.493487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:57.493519] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:57.493547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:57.493623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:57.552777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:57.553673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:57.553756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:57.553789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:57.673063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:57.673209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:57.673253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:57.673281] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:57.676714] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: UP (p=93.49%)
[2025-12-26T20:32:57.677011] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2025-12-26T20:32:57.677144] [INFO ] [sig       ] TFSL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:57.819663] [INFO ] [LOCAL     ] Saved forecast: TFSL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TFSL.txt
[2025-12-26T20:32:57.819804] [INFO ] [sig       ] [3106/3548] Completed TFSL in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-26T20:32:57.819843] [INFO ] [sig       ] [3107/3548] Forecasting TG...
[2025-12-26T20:32:57.819873] [INFO ] [sig       ] Generating forecast for: TG
[2025-12-26T20:32:57.819903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-12-26T20:32:57.830695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2025-12-26T20:32:57.831027] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-12-26T20:32:57.831816] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-12-26T20:32:57.831867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:57.831898] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:57.831925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:57.831982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:57.889435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:57.890163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:57.890243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:57.890287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:58.009552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:58.009718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:58.009761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:58.009789] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:58.013187] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=40.46%)
[2025-12-26T20:32:58.013469] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-12-26T20:32:58.013609] [INFO ] [sig       ] TG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:58.156736] [INFO ] [LOCAL     ] Saved forecast: TG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TG.txt
[2025-12-26T20:32:58.156898] [INFO ] [sig       ] [3107/3548] Completed TG in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-26T20:32:58.156952] [INFO ] [sig       ] [3108/3548] Forecasting TGLS...
[2025-12-26T20:32:58.156987] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-12-26T20:32:58.157016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-12-26T20:32:58.167740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2025-12-26T20:32:58.168065] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-12-26T20:32:58.168841] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-12-26T20:32:58.168913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:58.168945] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:58.168971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:58.169028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:58.225280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:58.226088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:58.226167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:58.226199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:58.346068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:58.346204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:58.346244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:58.346271] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:58.349703] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=43.78%)
[2025-12-26T20:32:58.349985] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-12-26T20:32:58.350113] [INFO ] [sig       ] TGLS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:58.491291] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TGLS.txt
[2025-12-26T20:32:58.491419] [INFO ] [sig       ] [3108/3548] Completed TGLS in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-26T20:32:58.491457] [INFO ] [sig       ] [3109/3548] Forecasting TGNA...
[2025-12-26T20:32:58.491492] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-12-26T20:32:58.491522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-12-26T20:32:58.502824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2025-12-26T20:32:58.503143] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-12-26T20:32:58.503956] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-12-26T20:32:58.504007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:58.504038] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:58.504065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:58.504123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:58.563638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:58.564372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:58.564465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:58.564504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:58.685913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:58.686060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:58.686105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:58.686135] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:58.689597] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: DOWN (p=47.12%)
[2025-12-26T20:32:58.689875] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-12-26T20:32:58.689999] [INFO ] [sig       ] TGNA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:58.830266] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TGNA.txt
[2025-12-26T20:32:58.830412] [INFO ] [sig       ] [3109/3548] Completed TGNA in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-26T20:32:58.830452] [INFO ] [sig       ] [3110/3548] Forecasting TGS...
[2025-12-26T20:32:58.830482] [INFO ] [sig       ] Generating forecast for: TGS
[2025-12-26T20:32:58.830512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-12-26T20:32:58.840875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2025-12-26T20:32:58.841208] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-12-26T20:32:58.841986] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-12-26T20:32:58.842038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:58.842069] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:58.842097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:58.842157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:58.902248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:58.903111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:58.903227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:58.903262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:59.020310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:59.020464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:59.020507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:59.020536] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:59.024014] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: UP (p=89.87%)
[2025-12-26T20:32:59.024292] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-12-26T20:32:59.024418] [INFO ] [sig       ] TGS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:59.166807] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TGS.txt
[2025-12-26T20:32:59.166951] [INFO ] [sig       ] [3110/3548] Completed TGS in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-26T20:32:59.166992] [INFO ] [sig       ] [3111/3548] Forecasting TGTX...
[2025-12-26T20:32:59.167022] [INFO ] [sig       ] Generating forecast for: TGTX
[2025-12-26T20:32:59.167051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2025-12-26T20:32:59.177978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2025-12-26T20:32:59.178307] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2025-12-26T20:32:59.179151] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2025-12-26T20:32:59.179202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:59.179233] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:59.179259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:59.179317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:59.237068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:59.237774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:59.237853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:59.237884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:59.359417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:59.359565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:59.359624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:59.359653] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:59.362965] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: UP (p=83.09%)
[2025-12-26T20:32:59.363232] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2025-12-26T20:32:59.363352] [INFO ] [sig       ] TGTX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:32:59.505904] [INFO ] [LOCAL     ] Saved forecast: TGTX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TGTX.txt
[2025-12-26T20:32:59.506040] [INFO ] [sig       ] [3111/3548] Completed TGTX in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-26T20:32:59.506079] [INFO ] [sig       ] [3112/3548] Forecasting TH...
[2025-12-26T20:32:59.506108] [INFO ] [sig       ] Generating forecast for: TH
[2025-12-26T20:32:59.506137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2025-12-26T20:32:59.517062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2025-12-26T20:32:59.517405] [INFO ] [FORECASTER] Starting predict_future for TH
[2025-12-26T20:32:59.518186] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2025-12-26T20:32:59.518236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:59.518266] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:59.518293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:59.518351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:59.576523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:59.577265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:59.577346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:59.577378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:32:59.704913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:32:59.705062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:32:59.705104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:32:59.705148] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:32:59.708647] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2025-12-26T20:32:59.709016] [INFO ] [FORECASTER] Completed predict_future for TH
[2025-12-26T20:32:59.709140] [INFO ] [sig       ] TH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:32:59.850427] [INFO ] [LOCAL     ] Saved forecast: TH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TH.txt
[2025-12-26T20:32:59.850559] [INFO ] [sig       ] [3112/3548] Completed TH in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-26T20:32:59.850616] [INFO ] [sig       ] [3113/3548] Forecasting THC...
[2025-12-26T20:32:59.850646] [INFO ] [sig       ] Generating forecast for: THC
[2025-12-26T20:32:59.850675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-12-26T20:32:59.863831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2025-12-26T20:32:59.864225] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-12-26T20:32:59.865081] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-12-26T20:32:59.865134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:32:59.865167] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:32:59.865195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:32:59.865254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:32:59.923935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:32:59.924710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:32:59.924788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:32:59.924820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:00.048017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:00.048171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:00.048214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:00.048245] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:00.051716] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=20.83%)
[2025-12-26T20:33:00.051993] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-12-26T20:33:00.052117] [INFO ] [sig       ] THC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:00.194893] [INFO ] [LOCAL     ] Saved forecast: THC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/THC.txt
[2025-12-26T20:33:00.195058] [INFO ] [sig       ] [3113/3548] Completed THC in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-26T20:33:00.195116] [INFO ] [sig       ] [3114/3548] Forecasting THFF...
[2025-12-26T20:33:00.195146] [INFO ] [sig       ] Generating forecast for: THFF
[2025-12-26T20:33:00.195176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2025-12-26T20:33:00.205995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2025-12-26T20:33:00.206329] [INFO ] [FORECASTER] Starting predict_future for THFF
[2025-12-26T20:33:00.207108] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2025-12-26T20:33:00.207165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:00.207198] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:00.207226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:00.207285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:00.263618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:00.264241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:00.264323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:00.264356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:00.385871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:00.386022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:00.386064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:00.386093] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:00.389448] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: UP (p=62.05%)
[2025-12-26T20:33:00.389733] [INFO ] [FORECASTER] Completed predict_future for THFF
[2025-12-26T20:33:00.389856] [INFO ] [sig       ] THFF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:00.534768] [INFO ] [LOCAL     ] Saved forecast: THFF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/THFF.txt
[2025-12-26T20:33:00.534922] [INFO ] [sig       ] [3114/3548] Completed THFF in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-26T20:33:00.534962] [INFO ] [sig       ] [3115/3548] Forecasting THG...
[2025-12-26T20:33:00.534992] [INFO ] [sig       ] Generating forecast for: THG
[2025-12-26T20:33:00.535023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-12-26T20:33:00.546369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2025-12-26T20:33:00.546713] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-12-26T20:33:00.547561] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-12-26T20:33:00.547638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:00.547669] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:00.547695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:00.547753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:00.605136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:00.606022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:00.606118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:00.606152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:00.726191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:00.726340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:00.726383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:00.726416] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:00.729792] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: DOWN (p=15.71%)
[2025-12-26T20:33:00.730067] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-12-26T20:33:00.730191] [INFO ] [sig       ] THG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:00.871231] [INFO ] [LOCAL     ] Saved forecast: THG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/THG.txt
[2025-12-26T20:33:00.871356] [INFO ] [sig       ] [3115/3548] Completed THG in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-26T20:33:00.871395] [INFO ] [sig       ] [3116/3548] Forecasting THO...
[2025-12-26T20:33:00.871423] [INFO ] [sig       ] Generating forecast for: THO
[2025-12-26T20:33:00.871452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-12-26T20:33:00.881894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2025-12-26T20:33:00.882229] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-12-26T20:33:00.883034] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-12-26T20:33:00.883084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:00.883116] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:00.883143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:00.883216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:00.940415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:00.941149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:00.941227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:00.941258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:01.064140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:01.064300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:01.064343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:01.064373] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:01.067902] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-12-26T20:33:01.068212] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-12-26T20:33:01.068345] [INFO ] [sig       ] THO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:01.211439] [INFO ] [LOCAL     ] Saved forecast: THO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/THO.txt
[2025-12-26T20:33:01.211610] [INFO ] [sig       ] [3116/3548] Completed THO in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-26T20:33:01.211653] [INFO ] [sig       ] [3117/3548] Forecasting THQ...
[2025-12-26T20:33:01.211681] [INFO ] [sig       ] Generating forecast for: THQ
[2025-12-26T20:33:01.211711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-12-26T20:33:01.223116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2025-12-26T20:33:01.223437] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-12-26T20:33:01.224221] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-12-26T20:33:01.224272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:01.224328] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:01.224355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:01.224413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:01.285145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:01.286027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:01.286113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:01.286146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:01.403748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:01.403862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:01.403903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:01.403931] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:01.407277] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=1.41%)
[2025-12-26T20:33:01.407544] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-12-26T20:33:01.407684] [INFO ] [sig       ] THQ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:01.549461] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/THQ.txt
[2025-12-26T20:33:01.549622] [INFO ] [sig       ] [3117/3548] Completed THQ in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-26T20:33:01.549664] [INFO ] [sig       ] [3118/3548] Forecasting THRM...
[2025-12-26T20:33:01.549694] [INFO ] [sig       ] Generating forecast for: THRM
[2025-12-26T20:33:01.549731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2025-12-26T20:33:01.561169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2025-12-26T20:33:01.561517] [INFO ] [FORECASTER] Starting predict_future for THRM
[2025-12-26T20:33:01.562300] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2025-12-26T20:33:01.562365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:01.562397] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:01.562424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:01.562486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:01.619058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:01.619868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:01.619951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:01.619984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:01.743536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:01.743703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:01.743747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:01.743792] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:01.747264] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: DOWN (p=14.60%)
[2025-12-26T20:33:01.747536] [INFO ] [FORECASTER] Completed predict_future for THRM
[2025-12-26T20:33:01.747682] [INFO ] [sig       ] THRM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:01.913089] [INFO ] [LOCAL     ] Saved forecast: THRM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/THRM.txt
[2025-12-26T20:33:01.913218] [INFO ] [sig       ] [3118/3548] Completed THRM in 0.4s | 2.89 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-26T20:33:01.913259] [INFO ] [sig       ] [3119/3548] Forecasting THRY...
[2025-12-26T20:33:01.913288] [INFO ] [sig       ] Generating forecast for: THRY
[2025-12-26T20:33:01.913318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2025-12-26T20:33:01.924146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2025-12-26T20:33:01.924468] [INFO ] [FORECASTER] Starting predict_future for THRY
[2025-12-26T20:33:01.925242] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2025-12-26T20:33:01.925293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:01.925326] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:01.925353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:01.925411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:01.981991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:01.982645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:01.982732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:01.982766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:02.110961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:02.111123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:02.111176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:02.111206] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:02.114701] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: DOWN (p=21.02%)
[2025-12-26T20:33:02.114991] [INFO ] [FORECASTER] Completed predict_future for THRY
[2025-12-26T20:33:02.115121] [INFO ] [sig       ] THRY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:02.259671] [INFO ] [LOCAL     ] Saved forecast: THRY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/THRY.txt
[2025-12-26T20:33:02.259824] [INFO ] [sig       ] [3119/3548] Completed THRY in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-26T20:33:02.259865] [INFO ] [sig       ] [3120/3548] Forecasting THS...
[2025-12-26T20:33:02.259896] [INFO ] [sig       ] Generating forecast for: THS
[2025-12-26T20:33:02.259929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-12-26T20:33:02.270816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THS'.
[2025-12-26T20:33:02.271180] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-12-26T20:33:02.271996] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-12-26T20:33:02.272047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:02.272079] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:02.272107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:02.272166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:02.330975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:02.331991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:02.332092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:02.332129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:02.450388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:02.450536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:02.450593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:02.450682] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:02.454055] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: UP (p=74.30%)
[2025-12-26T20:33:02.454331] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-12-26T20:33:02.454457] [INFO ] [sig       ] THS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:02.593054] [INFO ] [LOCAL     ] Saved forecast: THS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/THS.txt
[2025-12-26T20:33:02.593242] [INFO ] [sig       ] [3120/3548] Completed THS in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-26T20:33:02.593296] [INFO ] [sig       ] [3121/3548] Forecasting TIGO...
[2025-12-26T20:33:02.593339] [INFO ] [sig       ] Generating forecast for: TIGO
[2025-12-26T20:33:02.593377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2025-12-26T20:33:02.604813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2025-12-26T20:33:02.605189] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2025-12-26T20:33:02.606008] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2025-12-26T20:33:02.606060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:02.606092] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:02.606119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:02.606178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:02.662525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:02.663356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:02.663436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:02.663469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:02.783241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:02.783405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:02.783453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:02.783481] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:02.787068] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: DOWN (p=7.13%)
[2025-12-26T20:33:02.787363] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2025-12-26T20:33:02.787503] [INFO ] [sig       ] TIGO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:02.929913] [INFO ] [LOCAL     ] Saved forecast: TIGO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TIGO.txt
[2025-12-26T20:33:02.930055] [INFO ] [sig       ] [3121/3548] Completed TIGO in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-26T20:33:02.930101] [INFO ] [sig       ] [3122/3548] Forecasting TIL...
[2025-12-26T20:33:02.930131] [INFO ] [sig       ] Generating forecast for: TIL
[2025-12-26T20:33:02.930161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2025-12-26T20:33:02.941132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2025-12-26T20:33:02.941478] [INFO ] [FORECASTER] Starting predict_future for TIL
[2025-12-26T20:33:02.942253] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2025-12-26T20:33:02.942304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:02.942335] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:02.942362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:02.942420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:02.999671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:03.000444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:03.000524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:03.000556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:03.123192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:03.123343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:03.123386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:03.123416] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:03.126908] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: UP (p=55.91%)
[2025-12-26T20:33:03.127208] [INFO ] [FORECASTER] Completed predict_future for TIL
[2025-12-26T20:33:03.127336] [INFO ] [sig       ] TIL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:03.277249] [INFO ] [LOCAL     ] Saved forecast: TIL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TIL.txt
[2025-12-26T20:33:03.277403] [INFO ] [sig       ] [3122/3548] Completed TIL in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-26T20:33:03.277443] [INFO ] [sig       ] [3123/3548] Forecasting TILE...
[2025-12-26T20:33:03.277479] [INFO ] [sig       ] Generating forecast for: TILE
[2025-12-26T20:33:03.277511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2025-12-26T20:33:03.289296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2025-12-26T20:33:03.289720] [INFO ] [FORECASTER] Starting predict_future for TILE
[2025-12-26T20:33:03.290505] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2025-12-26T20:33:03.290558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:03.290608] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:03.290636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:03.290694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:03.349349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:03.350264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:03.350346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:03.350377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:03.473618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:03.473779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:03.473839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:03.473884] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:03.477321] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: DOWN (p=8.48%)
[2025-12-26T20:33:03.477643] [INFO ] [FORECASTER] Completed predict_future for TILE
[2025-12-26T20:33:03.477790] [INFO ] [sig       ] TILE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:03.621936] [INFO ] [LOCAL     ] Saved forecast: TILE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TILE.txt
[2025-12-26T20:33:03.622069] [INFO ] [sig       ] [3123/3548] Completed TILE in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-26T20:33:03.622109] [INFO ] [sig       ] [3124/3548] Forecasting TIMB...
[2025-12-26T20:33:03.622138] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-12-26T20:33:03.622167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-12-26T20:33:03.633800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2025-12-26T20:33:03.634133] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-12-26T20:33:03.634968] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-12-26T20:33:03.635020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:03.635053] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:03.635081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:03.635140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:03.692969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:03.693717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:03.693798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:03.693834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:03.816369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:03.816538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:03.816597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:03.816628] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:03.820062] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: UP (p=78.60%)
[2025-12-26T20:33:03.820339] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-12-26T20:33:03.820468] [INFO ] [sig       ] TIMB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:03.961650] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TIMB.txt
[2025-12-26T20:33:03.961782] [INFO ] [sig       ] [3124/3548] Completed TIMB in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-26T20:33:03.961821] [INFO ] [sig       ] [3125/3548] Forecasting TITN...
[2025-12-26T20:33:03.961851] [INFO ] [sig       ] Generating forecast for: TITN
[2025-12-26T20:33:03.961880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2025-12-26T20:33:03.973184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2025-12-26T20:33:03.973514] [INFO ] [FORECASTER] Starting predict_future for TITN
[2025-12-26T20:33:03.974349] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2025-12-26T20:33:03.974401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:03.974432] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:03.974459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:03.974520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:04.033207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:04.034092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:04.034177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:04.034210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:04.153935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:04.154085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:04.154147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:04.154178] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:04.157603] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: UP (p=83.48%)
[2025-12-26T20:33:04.157885] [INFO ] [FORECASTER] Completed predict_future for TITN
[2025-12-26T20:33:04.158013] [INFO ] [sig       ] TITN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:04.299078] [INFO ] [LOCAL     ] Saved forecast: TITN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TITN.txt
[2025-12-26T20:33:04.299226] [INFO ] [sig       ] [3125/3548] Completed TITN in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-26T20:33:04.299267] [INFO ] [sig       ] [3126/3548] Forecasting TJX...
[2025-12-26T20:33:04.299296] [INFO ] [sig       ] Generating forecast for: TJX
[2025-12-26T20:33:04.299326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-12-26T20:33:04.314231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2025-12-26T20:33:04.314613] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-12-26T20:33:04.315404] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-12-26T20:33:04.315461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:04.315493] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:04.315522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:04.315597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:04.375040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:04.375713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:04.375790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:04.375822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:04.498450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:04.498617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:04.498662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:04.498693] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:04.502054] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=3.01%)
[2025-12-26T20:33:04.502338] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-12-26T20:33:04.502459] [INFO ] [sig       ] TJX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:04.643206] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TJX.txt
[2025-12-26T20:33:04.643329] [INFO ] [sig       ] [3126/3548] Completed TJX in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-26T20:33:04.643367] [INFO ] [sig       ] [3127/3548] Forecasting TK...
[2025-12-26T20:33:04.643396] [INFO ] [sig       ] Generating forecast for: TK
[2025-12-26T20:33:04.643426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-12-26T20:33:04.655819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2025-12-26T20:33:04.656226] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-12-26T20:33:04.657244] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-12-26T20:33:04.657305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:04.657447] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:04.657480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:04.657540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:04.717536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:04.718232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:04.718358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:04.718393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:04.841236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:04.841392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:04.841438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:04.841477] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:04.845780] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: DOWN (p=26.16%)
[2025-12-26T20:33:04.846112] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-12-26T20:33:04.846249] [INFO ] [sig       ] TK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:04.989768] [INFO ] [LOCAL     ] Saved forecast: TK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TK.txt
[2025-12-26T20:33:04.989924] [INFO ] [sig       ] [3127/3548] Completed TK in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-26T20:33:04.989964] [INFO ] [sig       ] [3128/3548] Forecasting TKC...
[2025-12-26T20:33:04.989994] [INFO ] [sig       ] Generating forecast for: TKC
[2025-12-26T20:33:04.990027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-12-26T20:33:05.000960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2025-12-26T20:33:05.001298] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-12-26T20:33:05.002080] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-12-26T20:33:05.002131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:05.002163] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:05.002190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:05.002247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:05.059664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:05.060499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:05.060616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:05.060654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:05.181715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:05.181881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:05.181929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:05.181959] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:05.185451] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=95.44%)
[2025-12-26T20:33:05.185749] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-12-26T20:33:05.185878] [INFO ] [sig       ] TKC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:05.327298] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TKC.txt
[2025-12-26T20:33:05.327433] [INFO ] [sig       ] [3128/3548] Completed TKC in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-26T20:33:05.327472] [INFO ] [sig       ] [3129/3548] Forecasting TKNO...
[2025-12-26T20:33:05.327503] [INFO ] [sig       ] Generating forecast for: TKNO
[2025-12-26T20:33:05.327536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2025-12-26T20:33:05.338727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2025-12-26T20:33:05.339085] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2025-12-26T20:33:05.339871] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2025-12-26T20:33:05.339922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:05.339968] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:05.339995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:05.340053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:05.398873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:05.399860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:05.399955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:05.399998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:05.518774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:05.518939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:05.518983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:05.519011] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:05.522381] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-12-26T20:33:05.522676] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2025-12-26T20:33:05.522799] [INFO ] [sig       ] TKNO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:05.662959] [INFO ] [LOCAL     ] Saved forecast: TKNO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TKNO.txt
[2025-12-26T20:33:05.663092] [INFO ] [sig       ] [3129/3548] Completed TKNO in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-26T20:33:05.663131] [INFO ] [sig       ] [3130/3548] Forecasting TKO...
[2025-12-26T20:33:05.663160] [INFO ] [sig       ] Generating forecast for: TKO
[2025-12-26T20:33:05.663191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-12-26T20:33:05.673353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2025-12-26T20:33:05.673696] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-12-26T20:33:05.674457] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-12-26T20:33:05.674508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:05.674540] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:05.674594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:05.674656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:05.744269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:05.745454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:05.745592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:05.745650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:05.880794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:05.880949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:05.880991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:05.881021] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:05.884419] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: DOWN (p=16.33%)
[2025-12-26T20:33:05.884721] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-12-26T20:33:05.884850] [INFO ] [sig       ] TKO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:06.028706] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TKO.txt
[2025-12-26T20:33:06.028945] [INFO ] [sig       ] [3130/3548] Completed TKO in 0.4s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-26T20:33:06.028995] [INFO ] [sig       ] [3131/3548] Forecasting TLK...
[2025-12-26T20:33:06.029025] [INFO ] [sig       ] Generating forecast for: TLK
[2025-12-26T20:33:06.029057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-12-26T20:33:06.040699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2025-12-26T20:33:06.041118] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-12-26T20:33:06.041946] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-12-26T20:33:06.042000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:06.042032] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:06.042060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:06.042118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:06.101265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:06.102147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:06.102238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:06.102272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:06.231592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:06.231767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:06.231816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:06.231846] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:06.235353] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: UP (p=89.46%)
[2025-12-26T20:33:06.235646] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-12-26T20:33:06.235769] [INFO ] [sig       ] TLK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:06.376856] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TLK.txt
[2025-12-26T20:33:06.376979] [INFO ] [sig       ] [3131/3548] Completed TLK in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-26T20:33:06.377017] [INFO ] [sig       ] [3132/3548] Forecasting TLS...
[2025-12-26T20:33:06.377046] [INFO ] [sig       ] Generating forecast for: TLS
[2025-12-26T20:33:06.377075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2025-12-26T20:33:06.388056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2025-12-26T20:33:06.388352] [INFO ] [FORECASTER] Starting predict_future for TLS
[2025-12-26T20:33:06.389164] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2025-12-26T20:33:06.389216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:06.389248] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:06.389275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:06.389332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:06.445855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:06.446541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:06.446637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:06.446670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:06.566150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:06.566318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:06.566364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:06.566393] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:06.570819] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: DOWN (p=7.32%)
[2025-12-26T20:33:06.571313] [INFO ] [FORECASTER] Completed predict_future for TLS
[2025-12-26T20:33:06.571521] [INFO ] [sig       ] TLS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:06.714064] [INFO ] [LOCAL     ] Saved forecast: TLS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TLS.txt
[2025-12-26T20:33:06.714193] [INFO ] [sig       ] [3132/3548] Completed TLS in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-26T20:33:06.714233] [INFO ] [sig       ] [3133/3548] Forecasting TLSA...
[2025-12-26T20:33:06.714269] [INFO ] [sig       ] Generating forecast for: TLSA
[2025-12-26T20:33:06.714300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2025-12-26T20:33:06.724949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2025-12-26T20:33:06.725309] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2025-12-26T20:33:06.726141] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2025-12-26T20:33:06.726197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:06.726232] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:06.726259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:06.726319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:06.784241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:06.784854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:06.784929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:06.784961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:06.911726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:06.911982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:06.912038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:06.912075] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:06.915615] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: UP (p=85.35%)
[2025-12-26T20:33:06.915891] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2025-12-26T20:33:06.916019] [INFO ] [sig       ] TLSA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:07.066447] [INFO ] [LOCAL     ] Saved forecast: TLSA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TLSA.txt
[2025-12-26T20:33:07.066595] [INFO ] [sig       ] [3133/3548] Completed TLSA in 0.4s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-26T20:33:07.066637] [INFO ] [sig       ] [3134/3548] Forecasting TLSI...
[2025-12-26T20:33:07.066666] [INFO ] [sig       ] Generating forecast for: TLSI
[2025-12-26T20:33:07.066694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2025-12-26T20:33:07.078030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2025-12-26T20:33:07.078351] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2025-12-26T20:33:07.079143] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2025-12-26T20:33:07.079194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:07.079253] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:07.079281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:07.079338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:07.136188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:07.136937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:07.137021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:07.137053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:07.255207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:07.255362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:07.255404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:07.255432] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:07.258798] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: DOWN (p=4.74%)
[2025-12-26T20:33:07.259086] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2025-12-26T20:33:07.259210] [INFO ] [sig       ] TLSI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:07.399420] [INFO ] [LOCAL     ] Saved forecast: TLSI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TLSI.txt
[2025-12-26T20:33:07.399542] [INFO ] [sig       ] [3134/3548] Completed TLSI in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-26T20:33:07.399602] [INFO ] [sig       ] [3135/3548] Forecasting TLYS...
[2025-12-26T20:33:07.399633] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-12-26T20:33:07.399663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-12-26T20:33:07.410491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2025-12-26T20:33:07.410802] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-12-26T20:33:07.411555] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-12-26T20:33:07.411631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:07.411664] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:07.411690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:07.411748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:07.468347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:07.468993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:07.469069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:07.469101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:07.587716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:07.587869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:07.587911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:07.587940] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:07.591298] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=23.38%)
[2025-12-26T20:33:07.591566] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-12-26T20:33:07.591704] [INFO ] [sig       ] TLYS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:07.736599] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TLYS.txt
[2025-12-26T20:33:07.736734] [INFO ] [sig       ] [3135/3548] Completed TLYS in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-26T20:33:07.736773] [INFO ] [sig       ] [3136/3548] Forecasting TM...
[2025-12-26T20:33:07.736802] [INFO ] [sig       ] Generating forecast for: TM
[2025-12-26T20:33:07.736832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-12-26T20:33:07.746999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2025-12-26T20:33:07.747324] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-12-26T20:33:07.748096] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-12-26T20:33:07.748148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:07.748179] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:07.748207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:07.748264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:07.805492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:07.806108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:07.806185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:07.806216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:07.925649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:07.925777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:07.925816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:07.925862] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:07.929134] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: DOWN (p=37.60%)
[2025-12-26T20:33:07.929397] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-12-26T20:33:07.929519] [INFO ] [sig       ] TM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:08.069999] [INFO ] [LOCAL     ] Saved forecast: TM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TM.txt
[2025-12-26T20:33:08.070120] [INFO ] [sig       ] [3136/3548] Completed TM in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-26T20:33:08.070161] [INFO ] [sig       ] [3137/3548] Forecasting TMC...
[2025-12-26T20:33:08.070191] [INFO ] [sig       ] Generating forecast for: TMC
[2025-12-26T20:33:08.070222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2025-12-26T20:33:08.081001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2025-12-26T20:33:08.081335] [INFO ] [FORECASTER] Starting predict_future for TMC
[2025-12-26T20:33:08.082109] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2025-12-26T20:33:08.082160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:08.082190] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:08.082216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:08.082273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:08.139464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:08.140081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:08.140157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:08.140189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:08.256816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:08.256969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:08.257012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:08.257071] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:08.260465] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: DOWN (p=4.92%)
[2025-12-26T20:33:08.260748] [INFO ] [FORECASTER] Completed predict_future for TMC
[2025-12-26T20:33:08.260881] [INFO ] [sig       ] TMC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:08.401911] [INFO ] [LOCAL     ] Saved forecast: TMC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TMC.txt
[2025-12-26T20:33:08.402045] [INFO ] [sig       ] [3137/3548] Completed TMC in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-26T20:33:08.402084] [INFO ] [sig       ] [3138/3548] Forecasting TMCI...
[2025-12-26T20:33:08.402115] [INFO ] [sig       ] Generating forecast for: TMCI
[2025-12-26T20:33:08.402146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2025-12-26T20:33:08.412196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2025-12-26T20:33:08.412538] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2025-12-26T20:33:08.413329] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2025-12-26T20:33:08.413380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:08.413411] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:08.413437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:08.413494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:08.472630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:08.473593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:08.473675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:08.473725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:08.595251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:08.595400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:08.595441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:08.595471] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:08.598812] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: DOWN (p=38.36%)
[2025-12-26T20:33:08.599088] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2025-12-26T20:33:08.599209] [INFO ] [sig       ] TMCI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:08.738966] [INFO ] [LOCAL     ] Saved forecast: TMCI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TMCI.txt
[2025-12-26T20:33:08.739081] [INFO ] [sig       ] [3138/3548] Completed TMCI in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-26T20:33:08.739119] [INFO ] [sig       ] [3139/3548] Forecasting TMDX...
[2025-12-26T20:33:08.739148] [INFO ] [sig       ] Generating forecast for: TMDX
[2025-12-26T20:33:08.739177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2025-12-26T20:33:08.749040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2025-12-26T20:33:08.749368] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2025-12-26T20:33:08.750170] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2025-12-26T20:33:08.750225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:08.750257] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:08.750284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:08.750343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:08.808125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:08.808789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:08.808868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:08.808917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:08.930455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:08.930609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:08.930655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:08.930686] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:08.934030] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: DOWN (p=4.60%)
[2025-12-26T20:33:08.934334] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2025-12-26T20:33:08.934468] [INFO ] [sig       ] TMDX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:09.078960] [INFO ] [LOCAL     ] Saved forecast: TMDX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TMDX.txt
[2025-12-26T20:33:09.079090] [INFO ] [sig       ] [3139/3548] Completed TMDX in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-26T20:33:09.079130] [INFO ] [sig       ] [3140/3548] Forecasting TME...
[2025-12-26T20:33:09.079161] [INFO ] [sig       ] Generating forecast for: TME
[2025-12-26T20:33:09.079193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-12-26T20:33:09.089551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2025-12-26T20:33:09.089895] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-12-26T20:33:09.090724] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-12-26T20:33:09.090778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:09.090810] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:09.090838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:09.090911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:09.149656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:09.150323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:09.150404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:09.150438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:09.274168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:09.274329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:09.274373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:09.274402] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:09.277940] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: DOWN (p=16.94%)
[2025-12-26T20:33:09.278216] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-12-26T20:33:09.278342] [INFO ] [sig       ] TME: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:09.422514] [INFO ] [LOCAL     ] Saved forecast: TME	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TME.txt
[2025-12-26T20:33:09.422648] [INFO ] [sig       ] [3140/3548] Completed TME in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-26T20:33:09.422688] [INFO ] [sig       ] [3141/3548] Forecasting TMHC...
[2025-12-26T20:33:09.422718] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-12-26T20:33:09.422746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-12-26T20:33:09.433389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2025-12-26T20:33:09.433740] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-12-26T20:33:09.434528] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-12-26T20:33:09.434601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:09.434639] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:09.434667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:09.434727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:09.495068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:09.495895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:09.495978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:09.496012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:09.615169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:09.615314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:09.615361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:09.615389] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:09.618831] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: UP (p=64.93%)
[2025-12-26T20:33:09.619128] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-12-26T20:33:09.619257] [INFO ] [sig       ] TMHC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:09.762620] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TMHC.txt
[2025-12-26T20:33:09.762767] [INFO ] [sig       ] [3141/3548] Completed TMHC in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-26T20:33:09.762809] [INFO ] [sig       ] [3142/3548] Forecasting TMUS...
[2025-12-26T20:33:09.762842] [INFO ] [sig       ] Generating forecast for: TMUS
[2025-12-26T20:33:09.762884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2025-12-26T20:33:09.772942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2025-12-26T20:33:09.773266] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2025-12-26T20:33:09.774095] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2025-12-26T20:33:09.774149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:09.774181] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:09.774209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:09.774267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:09.833107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:09.833819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:09.833898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:09.833932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:09.962400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:09.962564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:09.962633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:09.962665] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:09.966149] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: UP (p=83.69%)
[2025-12-26T20:33:09.966436] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2025-12-26T20:33:09.966563] [INFO ] [sig       ] TMUS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:10.109860] [INFO ] [LOCAL     ] Saved forecast: TMUS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TMUS.txt
[2025-12-26T20:33:10.109974] [INFO ] [sig       ] [3142/3548] Completed TMUS in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-26T20:33:10.110012] [INFO ] [sig       ] [3143/3548] Forecasting TNC...
[2025-12-26T20:33:10.110042] [INFO ] [sig       ] Generating forecast for: TNC
[2025-12-26T20:33:10.110072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-12-26T20:33:10.120468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2025-12-26T20:33:10.120820] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-12-26T20:33:10.121613] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-12-26T20:33:10.121665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:10.121697] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:10.121725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:10.121783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:10.179913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:10.180650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:10.180732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:10.180765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:10.299038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:10.299163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:10.299202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:10.299231] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:10.302560] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: UP (p=76.52%)
[2025-12-26T20:33:10.302848] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-12-26T20:33:10.302980] [INFO ] [sig       ] TNC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:10.500156] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TNC.txt
[2025-12-26T20:33:10.500303] [INFO ] [sig       ] [3143/3548] Completed TNC in 0.4s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-26T20:33:10.500341] [INFO ] [sig       ] [3144/3548] Forecasting TNDM...
[2025-12-26T20:33:10.500370] [INFO ] [sig       ] Generating forecast for: TNDM
[2025-12-26T20:33:10.500399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2025-12-26T20:33:10.511334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2025-12-26T20:33:10.511686] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2025-12-26T20:33:10.512463] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2025-12-26T20:33:10.512517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:10.512549] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:10.512596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:10.512662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:10.570323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:10.570967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:10.571071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:10.571105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:10.697112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:10.697265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:10.697310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:10.697340] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:10.700803] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: UP (p=91.08%)
[2025-12-26T20:33:10.701077] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2025-12-26T20:33:10.701198] [INFO ] [sig       ] TNDM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:10.848892] [INFO ] [LOCAL     ] Saved forecast: TNDM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TNDM.txt
[2025-12-26T20:33:10.849036] [INFO ] [sig       ] [3144/3548] Completed TNDM in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-26T20:33:10.849078] [INFO ] [sig       ] [3145/3548] Forecasting TNGX...
[2025-12-26T20:33:10.849107] [INFO ] [sig       ] Generating forecast for: TNGX
[2025-12-26T20:33:10.849137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2025-12-26T20:33:10.859271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2025-12-26T20:33:10.859619] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2025-12-26T20:33:10.860423] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2025-12-26T20:33:10.860476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:10.860509] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:10.860536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:10.860614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:10.918440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:10.919122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:10.919202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:10.919234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:11.040145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:11.040283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:11.040326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:11.040354] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:11.043738] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: DOWN (p=48.59%)
[2025-12-26T20:33:11.044011] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2025-12-26T20:33:11.044130] [INFO ] [sig       ] TNGX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:11.184876] [INFO ] [LOCAL     ] Saved forecast: TNGX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TNGX.txt
[2025-12-26T20:33:11.185008] [INFO ] [sig       ] [3145/3548] Completed TNGX in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-26T20:33:11.185046] [INFO ] [sig       ] [3146/3548] Forecasting TNK...
[2025-12-26T20:33:11.185075] [INFO ] [sig       ] Generating forecast for: TNK
[2025-12-26T20:33:11.185105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-12-26T20:33:11.195745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2025-12-26T20:33:11.196071] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-12-26T20:33:11.196846] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-12-26T20:33:11.196897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:11.196928] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:11.196955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:11.197013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:11.254023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:11.255012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:11.255100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:11.255133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:11.376408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:11.376566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:11.376637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:11.376675] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:11.380108] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: UP (p=97.71%)
[2025-12-26T20:33:11.380389] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-12-26T20:33:11.380521] [INFO ] [sig       ] TNK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:11.527681] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TNK.txt
[2025-12-26T20:33:11.527832] [INFO ] [sig       ] [3146/3548] Completed TNK in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-26T20:33:11.527871] [INFO ] [sig       ] [3147/3548] Forecasting TNL...
[2025-12-26T20:33:11.527899] [INFO ] [sig       ] Generating forecast for: TNL
[2025-12-26T20:33:11.527930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-12-26T20:33:11.537854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2025-12-26T20:33:11.538171] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-12-26T20:33:11.538977] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-12-26T20:33:11.539027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:11.539059] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:11.539086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:11.539143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:11.595741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:11.596528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:11.596625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:11.596658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:11.720344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:11.720493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:11.720535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:11.720563] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:11.723905] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: UP (p=50.82%)
[2025-12-26T20:33:11.724190] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-12-26T20:33:11.724310] [INFO ] [sig       ] TNL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:11.864114] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TNL.txt
[2025-12-26T20:33:11.864248] [INFO ] [sig       ] [3147/3548] Completed TNL in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-26T20:33:11.864288] [INFO ] [sig       ] [3148/3548] Forecasting TNON...
[2025-12-26T20:33:11.864317] [INFO ] [sig       ] Generating forecast for: TNON
[2025-12-26T20:33:11.864346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'.
[2025-12-26T20:33:11.875426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNON'.
[2025-12-26T20:33:11.875759] [INFO ] [FORECASTER] Starting predict_future for TNON
[2025-12-26T20:33:11.876537] [DEBUG] [LOCAL     ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt
[2025-12-26T20:33:11.876612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:11.876646] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:11.876673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:11.876731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:11.933117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:11.933748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:11.933823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:11.933855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:12.051601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:12.051722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:12.051763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:12.051792] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:12.055095] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-12-26T20:33:12.055361] [INFO ] [FORECASTER] Completed predict_future for TNON
[2025-12-26T20:33:12.055482] [INFO ] [sig       ] TNON: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:12.197491] [INFO ] [LOCAL     ] Saved forecast: TNON	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TNON.txt
[2025-12-26T20:33:12.197672] [INFO ] [sig       ] [3148/3548] Completed TNON in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-26T20:33:12.197718] [INFO ] [sig       ] [3149/3548] Forecasting TNXP...
[2025-12-26T20:33:12.197748] [INFO ] [sig       ] Generating forecast for: TNXP
[2025-12-26T20:33:12.197780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2025-12-26T20:33:12.208354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2025-12-26T20:33:12.208713] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2025-12-26T20:33:12.209616] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2025-12-26T20:33:12.209668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:12.209700] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:12.209726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:12.209783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:12.266871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:12.267777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:12.267861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:12.267892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:12.387659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:12.387844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:12.387892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:12.387920] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:12.391479] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: DOWN (p=1.38%)
[2025-12-26T20:33:12.391774] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2025-12-26T20:33:12.391901] [INFO ] [sig       ] TNXP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:12.532706] [INFO ] [LOCAL     ] Saved forecast: TNXP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TNXP.txt
[2025-12-26T20:33:12.532854] [INFO ] [sig       ] [3149/3548] Completed TNXP in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-26T20:33:12.532893] [INFO ] [sig       ] [3150/3548] Forecasting TOI...
[2025-12-26T20:33:12.532921] [INFO ] [sig       ] Generating forecast for: TOI
[2025-12-26T20:33:12.532951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2025-12-26T20:33:12.543971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2025-12-26T20:33:12.544312] [INFO ] [FORECASTER] Starting predict_future for TOI
[2025-12-26T20:33:12.545097] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2025-12-26T20:33:12.545148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:12.545187] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:12.545214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:12.545271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:12.602167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:12.602891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:12.602970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:12.603002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:12.726773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:12.726950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:12.727000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:12.727031] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:12.730510] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-12-26T20:33:12.730797] [INFO ] [FORECASTER] Completed predict_future for TOI
[2025-12-26T20:33:12.730930] [INFO ] [sig       ] TOI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:12.871316] [INFO ] [LOCAL     ] Saved forecast: TOI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TOI.txt
[2025-12-26T20:33:12.871449] [INFO ] [sig       ] [3150/3548] Completed TOI in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-26T20:33:12.871487] [INFO ] [sig       ] [3151/3548] Forecasting TOL...
[2025-12-26T20:33:12.871516] [INFO ] [sig       ] Generating forecast for: TOL
[2025-12-26T20:33:12.871546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-12-26T20:33:12.883046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2025-12-26T20:33:12.883388] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-12-26T20:33:12.884172] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-12-26T20:33:12.884224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:12.884294] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:12.884322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:12.884380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:12.941668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:12.942635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:12.942719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:12.942751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:13.062510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:13.062679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:13.062723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:13.062751] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:13.066101] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: DOWN (p=17.31%)
[2025-12-26T20:33:13.066367] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-12-26T20:33:13.066488] [INFO ] [sig       ] TOL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:13.205900] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TOL.txt
[2025-12-26T20:33:13.206047] [INFO ] [sig       ] [3151/3548] Completed TOL in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-26T20:33:13.206086] [INFO ] [sig       ] [3152/3548] Forecasting TORO...
[2025-12-26T20:33:13.206115] [INFO ] [sig       ] Generating forecast for: TORO
[2025-12-26T20:33:13.206146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2025-12-26T20:33:13.217003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2025-12-26T20:33:13.217341] [INFO ] [FORECASTER] Starting predict_future for TORO
[2025-12-26T20:33:13.218114] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2025-12-26T20:33:13.218167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:13.218198] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:13.218225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:13.218290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:13.275033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:13.275869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:13.275948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:13.275980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:13.394155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:13.394308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:13.394349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:13.394379] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:13.397727] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: UP (p=97.51%)
[2025-12-26T20:33:13.397991] [INFO ] [FORECASTER] Completed predict_future for TORO
[2025-12-26T20:33:13.398110] [INFO ] [sig       ] TORO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:13.541449] [INFO ] [LOCAL     ] Saved forecast: TORO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TORO.txt
[2025-12-26T20:33:13.541565] [INFO ] [sig       ] [3152/3548] Completed TORO in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-26T20:33:13.541619] [INFO ] [sig       ] [3153/3548] Forecasting TOWN...
[2025-12-26T20:33:13.541648] [INFO ] [sig       ] Generating forecast for: TOWN
[2025-12-26T20:33:13.541677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2025-12-26T20:33:13.552447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2025-12-26T20:33:13.552768] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2025-12-26T20:33:13.553517] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2025-12-26T20:33:13.553592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:13.553643] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:13.553671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:13.553728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:13.610693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:13.611331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:13.611406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:13.611438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:13.732687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:13.732842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:13.732884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:13.732912] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:13.736273] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: UP (p=92.63%)
[2025-12-26T20:33:13.736539] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2025-12-26T20:33:13.736679] [INFO ] [sig       ] TOWN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:13.878004] [INFO ] [LOCAL     ] Saved forecast: TOWN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TOWN.txt
[2025-12-26T20:33:13.878134] [INFO ] [sig       ] [3153/3548] Completed TOWN in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-26T20:33:13.878172] [INFO ] [sig       ] [3154/3548] Forecasting TOYO...
[2025-12-26T20:33:13.878202] [INFO ] [sig       ] Generating forecast for: TOYO
[2025-12-26T20:33:13.878232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2025-12-26T20:33:13.888760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2025-12-26T20:33:13.889328] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2025-12-26T20:33:13.890189] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2025-12-26T20:33:13.890241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:13.890272] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:13.890298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:13.890355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:13.946592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:13.947358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:13.947440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:13.947471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:14.058681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:14.058849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:14.058911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:14.058976] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:14.062398] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: UP (p=82.97%)
[2025-12-26T20:33:14.062692] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2025-12-26T20:33:14.062821] [INFO ] [sig       ] TOYO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:14.202467] [INFO ] [LOCAL     ] Saved forecast: TOYO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TOYO.txt
[2025-12-26T20:33:14.202622] [INFO ] [sig       ] [3154/3548] Completed TOYO in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-26T20:33:14.202663] [INFO ] [sig       ] [3155/3548] Forecasting TPB...
[2025-12-26T20:33:14.202693] [INFO ] [sig       ] Generating forecast for: TPB
[2025-12-26T20:33:14.202726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-12-26T20:33:14.214053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2025-12-26T20:33:14.214400] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-12-26T20:33:14.215231] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-12-26T20:33:14.215283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:14.215314] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:14.215339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:14.215396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:14.272461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:14.273349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:14.273431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:14.273463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:14.392806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:14.392970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:14.393015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:14.393046] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:14.396730] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=6.45%)
[2025-12-26T20:33:14.397025] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-12-26T20:33:14.397163] [INFO ] [sig       ] TPB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:14.541277] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TPB.txt
[2025-12-26T20:33:14.541429] [INFO ] [sig       ] [3155/3548] Completed TPB in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-26T20:33:14.541471] [INFO ] [sig       ] [3156/3548] Forecasting TPC...
[2025-12-26T20:33:14.541499] [INFO ] [sig       ] Generating forecast for: TPC
[2025-12-26T20:33:14.541530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-12-26T20:33:14.552761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2025-12-26T20:33:14.553069] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-12-26T20:33:14.553914] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-12-26T20:33:14.553966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:14.553995] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:14.554021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:14.554079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:14.610773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:14.611505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:14.611602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:14.611636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:14.732409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:14.732565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:14.732628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:14.732659] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:14.736051] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: DOWN (p=29.32%)
[2025-12-26T20:33:14.736316] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-12-26T20:33:14.736441] [INFO ] [sig       ] TPC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:14.876110] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TPC.txt
[2025-12-26T20:33:14.876239] [INFO ] [sig       ] [3156/3548] Completed TPC in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-26T20:33:14.876284] [INFO ] [sig       ] [3157/3548] Forecasting TPG...
[2025-12-26T20:33:14.876314] [INFO ] [sig       ] Generating forecast for: TPG
[2025-12-26T20:33:14.876344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2025-12-26T20:33:14.886197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2025-12-26T20:33:14.886503] [INFO ] [FORECASTER] Starting predict_future for TPG
[2025-12-26T20:33:14.887304] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2025-12-26T20:33:14.887355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:14.887386] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:14.887412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:14.887469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:14.943664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:14.944289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:14.944365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:14.944397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:15.061553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:15.061721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:15.061762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:15.061790] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:15.065107] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: DOWN (p=2.92%)
[2025-12-26T20:33:15.065372] [INFO ] [FORECASTER] Completed predict_future for TPG
[2025-12-26T20:33:15.065495] [INFO ] [sig       ] TPG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:15.204879] [INFO ] [LOCAL     ] Saved forecast: TPG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TPG.txt
[2025-12-26T20:33:15.205001] [INFO ] [sig       ] [3157/3548] Completed TPG in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-26T20:33:15.205038] [INFO ] [sig       ] [3158/3548] Forecasting TPGXL...
[2025-12-26T20:33:15.205066] [INFO ] [sig       ] Generating forecast for: TPGXL
[2025-12-26T20:33:15.205096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2025-12-26T20:33:15.215271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2025-12-26T20:33:15.215636] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2025-12-26T20:33:15.216440] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2025-12-26T20:33:15.216492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:15.216523] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:15.216549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:15.216623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:15.274432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:15.275249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:15.275334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:15.275366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:15.390134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:15.390299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:15.390345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:15.390372] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:15.393881] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: DOWN (p=23.98%)
[2025-12-26T20:33:15.394154] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2025-12-26T20:33:15.394318] [INFO ] [sig       ] TPGXL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:15.534081] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TPGXL.txt
[2025-12-26T20:33:15.534228] [INFO ] [sig       ] [3158/3548] Completed TPGXL in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-26T20:33:15.534269] [INFO ] [sig       ] [3159/3548] Forecasting TPH...
[2025-12-26T20:33:15.534299] [INFO ] [sig       ] Generating forecast for: TPH
[2025-12-26T20:33:15.534327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-12-26T20:33:15.545028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2025-12-26T20:33:15.545385] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-12-26T20:33:15.546187] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-12-26T20:33:15.546238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:15.546269] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:15.546294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:15.546350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:15.604341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:15.605133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:15.605216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:15.605248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:15.722069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:15.722232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:15.722275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:15.722305] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:15.725744] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: UP (p=98.00%)
[2025-12-26T20:33:15.726030] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-12-26T20:33:15.726159] [INFO ] [sig       ] TPH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:15.868349] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TPH.txt
[2025-12-26T20:33:15.868485] [INFO ] [sig       ] [3159/3548] Completed TPH in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-26T20:33:15.868524] [INFO ] [sig       ] [3160/3548] Forecasting TPL...
[2025-12-26T20:33:15.868553] [INFO ] [sig       ] Generating forecast for: TPL
[2025-12-26T20:33:15.868601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-12-26T20:33:15.880674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2025-12-26T20:33:15.881033] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-12-26T20:33:15.881837] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-12-26T20:33:15.881888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:15.881919] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:15.881945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:15.882001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:15.939545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:15.940240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:15.940319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:15.940352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:16.061926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:16.062079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:16.062118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:16.062165] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:16.065602] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=59.01%)
[2025-12-26T20:33:16.065869] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-12-26T20:33:16.065988] [INFO ] [sig       ] TPL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:16.207488] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TPL.txt
[2025-12-26T20:33:16.207646] [INFO ] [sig       ] [3160/3548] Completed TPL in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-26T20:33:16.207688] [INFO ] [sig       ] [3161/3548] Forecasting TPVG...
[2025-12-26T20:33:16.207717] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-12-26T20:33:16.207747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-12-26T20:33:16.218849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2025-12-26T20:33:16.219203] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-12-26T20:33:16.219998] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-12-26T20:33:16.220049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:16.220080] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:16.220108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:16.220165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:16.277105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:16.277831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:16.277941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:16.277974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:16.395713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:16.395842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:16.395882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:16.395911] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:16.399279] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: DOWN (p=15.76%)
[2025-12-26T20:33:16.399552] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-12-26T20:33:16.399732] [INFO ] [sig       ] TPVG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:16.539500] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TPVG.txt
[2025-12-26T20:33:16.539656] [INFO ] [sig       ] [3161/3548] Completed TPVG in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-26T20:33:16.539696] [INFO ] [sig       ] [3162/3548] Forecasting TPYP...
[2025-12-26T20:33:16.539725] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-12-26T20:33:16.539754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-12-26T20:33:16.551242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2025-12-26T20:33:16.551613] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-12-26T20:33:16.552394] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-12-26T20:33:16.552445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:16.552476] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:16.552503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:16.552561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:16.608642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:16.609453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:16.609554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:16.609605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:16.722169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:16.722333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:16.722374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:16.722408] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:16.725886] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: UP (p=51.73%)
[2025-12-26T20:33:16.726152] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-12-26T20:33:16.726273] [INFO ] [sig       ] TPYP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:16.866655] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TPYP.txt
[2025-12-26T20:33:16.866794] [INFO ] [sig       ] [3162/3548] Completed TPYP in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-26T20:33:16.866837] [INFO ] [sig       ] [3163/3548] Forecasting TPZ...
[2025-12-26T20:33:16.866866] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-12-26T20:33:16.866897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-12-26T20:33:16.877851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2025-12-26T20:33:16.878195] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-12-26T20:33:16.879043] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-12-26T20:33:16.879094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:16.879125] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:16.879151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:16.879208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:16.935825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:16.936460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:16.936534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:16.936566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:17.047220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:17.047370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:17.047413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:17.047441] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:17.050813] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: DOWN (p=10.44%)
[2025-12-26T20:33:17.051086] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-12-26T20:33:17.051213] [INFO ] [sig       ] TPZ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:17.193558] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TPZ.txt
[2025-12-26T20:33:17.193733] [INFO ] [sig       ] [3163/3548] Completed TPZ in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-26T20:33:17.193777] [INFO ] [sig       ] [3164/3548] Forecasting TQQQ...
[2025-12-26T20:33:17.193808] [INFO ] [sig       ] Generating forecast for: TQQQ
[2025-12-26T20:33:17.193838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2025-12-26T20:33:17.204854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2025-12-26T20:33:17.205287] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2025-12-26T20:33:17.206132] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2025-12-26T20:33:17.206185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:17.206236] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:17.206263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:17.206321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:17.262474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:17.263354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:17.263435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:17.263467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:17.386443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:17.386619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:17.386663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:17.386692] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:17.390169] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: UP (p=91.31%)
[2025-12-26T20:33:17.390490] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2025-12-26T20:33:17.390646] [INFO ] [sig       ] TQQQ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:17.542418] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TQQQ.txt
[2025-12-26T20:33:17.542624] [INFO ] [sig       ] [3164/3548] Completed TQQQ in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-26T20:33:17.542668] [INFO ] [sig       ] [3165/3548] Forecasting TRC...
[2025-12-26T20:33:17.542698] [INFO ] [sig       ] Generating forecast for: TRC
[2025-12-26T20:33:17.542727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-12-26T20:33:17.554169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2025-12-26T20:33:17.554547] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-12-26T20:33:17.555350] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-12-26T20:33:17.555402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:17.555434] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:17.555460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:17.555517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:17.612785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:17.613722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:17.613809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:17.613843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:17.728500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:17.728676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:17.728719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:17.728747] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:17.732168] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: UP (p=84.40%)
[2025-12-26T20:33:17.732438] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-12-26T20:33:17.732562] [INFO ] [sig       ] TRC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:17.871485] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TRC.txt
[2025-12-26T20:33:17.871688] [INFO ] [sig       ] [3165/3548] Completed TRC in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-26T20:33:17.871734] [INFO ] [sig       ] [3166/3548] Forecasting TRDA...
[2025-12-26T20:33:17.871764] [INFO ] [sig       ] Generating forecast for: TRDA
[2025-12-26T20:33:17.871794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2025-12-26T20:33:17.882461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2025-12-26T20:33:17.882847] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2025-12-26T20:33:17.883671] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2025-12-26T20:33:17.883724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:17.883754] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:17.883780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:17.883837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:17.940938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:17.941626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:17.941707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:17.941739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:18.061207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:18.061371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:18.061412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:18.061441] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:18.065000] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: UP (p=83.26%)
[2025-12-26T20:33:18.065265] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2025-12-26T20:33:18.065388] [INFO ] [sig       ] TRDA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:18.205747] [INFO ] [LOCAL     ] Saved forecast: TRDA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TRDA.txt
[2025-12-26T20:33:18.205875] [INFO ] [sig       ] [3166/3548] Completed TRDA in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-26T20:33:18.205913] [INFO ] [sig       ] [3167/3548] Forecasting TREE...
[2025-12-26T20:33:18.205942] [INFO ] [sig       ] Generating forecast for: TREE
[2025-12-26T20:33:18.205970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2025-12-26T20:33:18.217887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2025-12-26T20:33:18.218345] [INFO ] [FORECASTER] Starting predict_future for TREE
[2025-12-26T20:33:18.219277] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2025-12-26T20:33:18.219332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:18.219366] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:18.219393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:18.219453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:18.277718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:18.278669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:18.278757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:18.278789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:18.406007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:18.406186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:18.406231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:18.406261] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:18.409912] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: UP (p=88.10%)
[2025-12-26T20:33:18.410220] [INFO ] [FORECASTER] Completed predict_future for TREE
[2025-12-26T20:33:18.410354] [INFO ] [sig       ] TREE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:18.552651] [INFO ] [LOCAL     ] Saved forecast: TREE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TREE.txt
[2025-12-26T20:33:18.552814] [INFO ] [sig       ] [3167/3548] Completed TREE in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-26T20:33:18.552855] [INFO ] [sig       ] [3168/3548] Forecasting TREX...
[2025-12-26T20:33:18.552890] [INFO ] [sig       ] Generating forecast for: TREX
[2025-12-26T20:33:18.552920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-12-26T20:33:18.565919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2025-12-26T20:33:18.566445] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-12-26T20:33:18.567389] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-12-26T20:33:18.567442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:18.567808] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:18.567888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:18.568005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:18.628082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:18.629367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:18.629467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:18.629501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:18.759591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:18.759761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:18.759813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:18.759843] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:18.763385] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: UP (p=56.35%)
[2025-12-26T20:33:18.763705] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-12-26T20:33:18.763839] [INFO ] [sig       ] TREX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:18.908006] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TREX.txt
[2025-12-26T20:33:18.908153] [INFO ] [sig       ] [3168/3548] Completed TREX in 0.4s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-26T20:33:18.908193] [INFO ] [sig       ] [3169/3548] Forecasting TRGP...
[2025-12-26T20:33:18.908223] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-12-26T20:33:18.908253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-12-26T20:33:18.923963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2025-12-26T20:33:18.924493] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-12-26T20:33:18.925617] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-12-26T20:33:18.925686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:18.925731] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:18.925772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:18.925861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:18.983130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:18.984069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:18.984159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:18.984190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:19.108111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:19.108270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:19.108315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:19.108344] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:19.112093] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: DOWN (p=30.17%)
[2025-12-26T20:33:19.112401] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-12-26T20:33:19.112537] [INFO ] [sig       ] TRGP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:19.261061] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TRGP.txt
[2025-12-26T20:33:19.261208] [INFO ] [sig       ] [3169/3548] Completed TRGP in 0.4s | 2.89 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-26T20:33:19.261249] [INFO ] [sig       ] [3170/3548] Forecasting TRI...
[2025-12-26T20:33:19.261280] [INFO ] [sig       ] Generating forecast for: TRI
[2025-12-26T20:33:19.261312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2025-12-26T20:33:19.272982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2025-12-26T20:33:19.273333] [INFO ] [FORECASTER] Starting predict_future for TRI
[2025-12-26T20:33:19.274225] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2025-12-26T20:33:19.274290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:19.274326] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:19.274358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:19.274438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:19.334820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:19.335791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:19.335879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:19.335910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:19.467258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:19.467424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:19.467469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:19.467499] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:19.471053] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: UP (p=86.67%)
[2025-12-26T20:33:19.471331] [INFO ] [FORECASTER] Completed predict_future for TRI
[2025-12-26T20:33:19.471458] [INFO ] [sig       ] TRI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:19.612709] [INFO ] [LOCAL     ] Saved forecast: TRI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TRI.txt
[2025-12-26T20:33:19.612868] [INFO ] [sig       ] [3170/3548] Completed TRI in 0.4s | 2.89 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-26T20:33:19.612908] [INFO ] [sig       ] [3171/3548] Forecasting TRIN...
[2025-12-26T20:33:19.612937] [INFO ] [sig       ] Generating forecast for: TRIN
[2025-12-26T20:33:19.612967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2025-12-26T20:33:19.624806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2025-12-26T20:33:19.625215] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2025-12-26T20:33:19.626060] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2025-12-26T20:33:19.626115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:19.626145] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:19.626170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:19.626226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:19.682168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:19.682860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:19.682940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:19.682971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:19.801711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:19.801869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:19.801914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:19.802008] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:19.805397] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: DOWN (p=42.58%)
[2025-12-26T20:33:19.805689] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2025-12-26T20:33:19.805815] [INFO ] [sig       ] TRIN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:19.945859] [INFO ] [LOCAL     ] Saved forecast: TRIN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TRIN.txt
[2025-12-26T20:33:19.945990] [INFO ] [sig       ] [3171/3548] Completed TRIN in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-26T20:33:19.946028] [INFO ] [sig       ] [3172/3548] Forecasting TRIP...
[2025-12-26T20:33:19.946058] [INFO ] [sig       ] Generating forecast for: TRIP
[2025-12-26T20:33:19.946088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2025-12-26T20:33:19.958413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2025-12-26T20:33:19.958931] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2025-12-26T20:33:19.959869] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2025-12-26T20:33:19.959924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:19.959957] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:19.959984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:19.960041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:20.018024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:20.019008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:20.019094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:20.019128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:20.139817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:20.139986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:20.140031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:20.140059] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:20.143633] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-12-26T20:33:20.143944] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2025-12-26T20:33:20.144075] [INFO ] [sig       ] TRIP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:20.285386] [INFO ] [LOCAL     ] Saved forecast: TRIP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TRIP.txt
[2025-12-26T20:33:20.285521] [INFO ] [sig       ] [3172/3548] Completed TRIP in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-26T20:33:20.285559] [INFO ] [sig       ] [3173/3548] Forecasting TRMB...
[2025-12-26T20:33:20.285607] [INFO ] [sig       ] Generating forecast for: TRMB
[2025-12-26T20:33:20.285638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2025-12-26T20:33:20.296396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2025-12-26T20:33:20.296746] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2025-12-26T20:33:20.297515] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2025-12-26T20:33:20.297565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:20.297624] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:20.297651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:20.297708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:20.355142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:20.355943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:20.356025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:20.356076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:20.481018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:20.481174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:20.481216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:20.481245] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:20.484736] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: UP (p=65.67%)
[2025-12-26T20:33:20.485010] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2025-12-26T20:33:20.485146] [INFO ] [sig       ] TRMB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:20.631322] [INFO ] [LOCAL     ] Saved forecast: TRMB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TRMB.txt
[2025-12-26T20:33:20.631465] [INFO ] [sig       ] [3173/3548] Completed TRMB in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-26T20:33:20.631519] [INFO ] [sig       ] [3174/3548] Forecasting TRMD...
[2025-12-26T20:33:20.631550] [INFO ] [sig       ] Generating forecast for: TRMD
[2025-12-26T20:33:20.631599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2025-12-26T20:33:20.642938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2025-12-26T20:33:20.643266] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2025-12-26T20:33:20.644091] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2025-12-26T20:33:20.644144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:20.644175] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:20.644202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:20.644259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:20.701944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:20.702669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:20.702750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:20.702783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:20.823111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:20.823267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:20.823309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:20.823338] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:20.826927] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: DOWN (p=28.76%)
[2025-12-26T20:33:20.827210] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2025-12-26T20:33:20.827336] [INFO ] [sig       ] TRMD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:20.971765] [INFO ] [LOCAL     ] Saved forecast: TRMD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TRMD.txt
[2025-12-26T20:33:20.971912] [INFO ] [sig       ] [3174/3548] Completed TRMD in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-26T20:33:20.971952] [INFO ] [sig       ] [3175/3548] Forecasting TRMK...
[2025-12-26T20:33:20.971982] [INFO ] [sig       ] Generating forecast for: TRMK
[2025-12-26T20:33:20.972023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2025-12-26T20:33:20.982954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2025-12-26T20:33:20.983314] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2025-12-26T20:33:20.984132] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2025-12-26T20:33:20.984184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:20.984215] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:20.984242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:20.984315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:21.043847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:21.044765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:21.044857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:21.044890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:21.158971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:21.159135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:21.159187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:21.159215] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:21.162616] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: UP (p=71.73%)
[2025-12-26T20:33:21.162881] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2025-12-26T20:33:21.163000] [INFO ] [sig       ] TRMK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:21.304257] [INFO ] [LOCAL     ] Saved forecast: TRMK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TRMK.txt
[2025-12-26T20:33:21.304417] [INFO ] [sig       ] [3175/3548] Completed TRMK in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-26T20:33:21.304457] [INFO ] [sig       ] [3176/3548] Forecasting TRN...
[2025-12-26T20:33:21.304485] [INFO ] [sig       ] Generating forecast for: TRN
[2025-12-26T20:33:21.304516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-12-26T20:33:21.315629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2025-12-26T20:33:21.316057] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-12-26T20:33:21.316970] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-12-26T20:33:21.317031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:21.317064] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:21.317091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:21.317150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:21.376277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:21.377161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:21.377246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:21.377279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:21.501310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:21.501461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:21.501505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:21.501536] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:21.504988] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=21.65%)
[2025-12-26T20:33:21.505265] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-12-26T20:33:21.505388] [INFO ] [sig       ] TRN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:21.654648] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TRN.txt
[2025-12-26T20:33:21.654801] [INFO ] [sig       ] [3176/3548] Completed TRN in 0.4s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-26T20:33:21.654840] [INFO ] [sig       ] [3177/3548] Forecasting TRNO...
[2025-12-26T20:33:21.654871] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-12-26T20:33:21.654901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-12-26T20:33:21.665324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2025-12-26T20:33:21.665681] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-12-26T20:33:21.666501] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-12-26T20:33:21.666594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:21.666630] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:21.666659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:21.666717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:21.725871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:21.726675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:21.726756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:21.726789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:21.853999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:21.854146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:21.854187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:21.854216] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:21.857558] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: DOWN (p=13.38%)
[2025-12-26T20:33:21.857844] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-12-26T20:33:21.857970] [INFO ] [sig       ] TRNO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:21.996215] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TRNO.txt
[2025-12-26T20:33:21.996324] [INFO ] [sig       ] [3177/3548] Completed TRNO in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-26T20:33:21.996362] [INFO ] [sig       ] [3178/3548] Forecasting TRNS...
[2025-12-26T20:33:21.996391] [INFO ] [sig       ] Generating forecast for: TRNS
[2025-12-26T20:33:21.996420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2025-12-26T20:33:22.006884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2025-12-26T20:33:22.007303] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2025-12-26T20:33:22.008133] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2025-12-26T20:33:22.008186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:22.008217] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:22.008244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:22.008302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:22.066340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:22.067263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:22.067390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:22.067424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:22.184423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:22.184608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:22.184654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:22.184682] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:22.188214] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: UP (p=89.01%)
[2025-12-26T20:33:22.188533] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2025-12-26T20:33:22.188707] [INFO ] [sig       ] TRNS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:22.333049] [INFO ] [LOCAL     ] Saved forecast: TRNS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TRNS.txt
[2025-12-26T20:33:22.333216] [INFO ] [sig       ] [3178/3548] Completed TRNS in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-26T20:33:22.333257] [INFO ] [sig       ] [3179/3548] Forecasting TROX...
[2025-12-26T20:33:22.333288] [INFO ] [sig       ] Generating forecast for: TROX
[2025-12-26T20:33:22.333317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-12-26T20:33:22.346084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2025-12-26T20:33:22.346556] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-12-26T20:33:22.347618] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-12-26T20:33:22.347682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:22.347728] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:22.347768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:22.347853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:22.407003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:22.407924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:22.408023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:22.408060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:22.526882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:22.527038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:22.527080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:22.527109] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:22.530551] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: DOWN (p=11.88%)
[2025-12-26T20:33:22.530854] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-12-26T20:33:22.530979] [INFO ] [sig       ] TROX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:22.675360] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TROX.txt
[2025-12-26T20:33:22.675490] [INFO ] [sig       ] [3179/3548] Completed TROX in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-26T20:33:22.675529] [INFO ] [sig       ] [3180/3548] Forecasting TRP...
[2025-12-26T20:33:22.675559] [INFO ] [sig       ] Generating forecast for: TRP
[2025-12-26T20:33:22.675608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-12-26T20:33:22.686392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2025-12-26T20:33:22.686721] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-12-26T20:33:22.687478] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-12-26T20:33:22.687529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:22.687560] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:22.687616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:22.687675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:22.744672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:22.745335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:22.745413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:22.745445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:22.862883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:22.863039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:22.863084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:22.863112] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:22.866456] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: DOWN (p=13.38%)
[2025-12-26T20:33:22.866743] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-12-26T20:33:22.866872] [INFO ] [sig       ] TRP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:23.005070] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TRP.txt
[2025-12-26T20:33:23.005214] [INFO ] [sig       ] [3180/3548] Completed TRP in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-26T20:33:23.005254] [INFO ] [sig       ] [3181/3548] Forecasting TRS...
[2025-12-26T20:33:23.005284] [INFO ] [sig       ] Generating forecast for: TRS
[2025-12-26T20:33:23.005314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2025-12-26T20:33:23.016778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2025-12-26T20:33:23.017168] [INFO ] [FORECASTER] Starting predict_future for TRS
[2025-12-26T20:33:23.017992] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2025-12-26T20:33:23.018045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:23.018078] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:23.018105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:23.018163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:23.076995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:23.077943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:23.078021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:23.078053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:23.198170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:23.198323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:23.198366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:23.198395] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:23.201784] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: UP (p=89.08%)
[2025-12-26T20:33:23.202051] [INFO ] [FORECASTER] Completed predict_future for TRS
[2025-12-26T20:33:23.202173] [INFO ] [sig       ] TRS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:23.345637] [INFO ] [LOCAL     ] Saved forecast: TRS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TRS.txt
[2025-12-26T20:33:23.345787] [INFO ] [sig       ] [3181/3548] Completed TRS in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-26T20:33:23.345826] [INFO ] [sig       ] [3182/3548] Forecasting TRTX...
[2025-12-26T20:33:23.345856] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-12-26T20:33:23.345887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-12-26T20:33:23.355455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2025-12-26T20:33:23.355831] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-12-26T20:33:23.356602] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-12-26T20:33:23.356652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:23.356683] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:23.356709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:23.356767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:23.412433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:23.413119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:23.413196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:23.413227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:23.532240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:23.532386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:23.532429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:23.532465] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:23.535892] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: DOWN (p=43.11%)
[2025-12-26T20:33:23.536189] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-12-26T20:33:23.536316] [INFO ] [sig       ] TRTX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:23.680924] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TRTX.txt
[2025-12-26T20:33:23.681049] [INFO ] [sig       ] [3182/3548] Completed TRTX in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-26T20:33:23.681087] [INFO ] [sig       ] [3183/3548] Forecasting TRUE...
[2025-12-26T20:33:23.681116] [INFO ] [sig       ] Generating forecast for: TRUE
[2025-12-26T20:33:23.681145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'.
[2025-12-26T20:33:23.691367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUE'.
[2025-12-26T20:33:23.691724] [INFO ] [FORECASTER] Starting predict_future for TRUE
[2025-12-26T20:33:23.692524] [DEBUG] [LOCAL     ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt
[2025-12-26T20:33:23.692601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:23.692643] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:23.692671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:23.692728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:23.749200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:23.749829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:23.749905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:23.749937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:23.871042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:23.871182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:23.871225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:23.871253] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:23.874565] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2025-12-26T20:33:23.874845] [INFO ] [FORECASTER] Completed predict_future for TRUE
[2025-12-26T20:33:23.874964] [INFO ] [sig       ] TRUE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:24.014259] [INFO ] [LOCAL     ] Saved forecast: TRUE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TRUE.txt
[2025-12-26T20:33:24.014393] [INFO ] [sig       ] [3183/3548] Completed TRUE in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-26T20:33:24.014431] [INFO ] [sig       ] [3184/3548] Forecasting TRUP...
[2025-12-26T20:33:24.014461] [INFO ] [sig       ] Generating forecast for: TRUP
[2025-12-26T20:33:24.014490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2025-12-26T20:33:24.024968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2025-12-26T20:33:24.025317] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2025-12-26T20:33:24.026125] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2025-12-26T20:33:24.026176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:24.026209] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:24.026235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:24.026293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:24.086510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:24.087286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:24.087364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:24.087396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:24.207876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:24.208058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:24.208101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:24.208129] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:24.211634] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: UP (p=66.54%)
[2025-12-26T20:33:24.211934] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2025-12-26T20:33:24.212086] [INFO ] [sig       ] TRUP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:24.355013] [INFO ] [LOCAL     ] Saved forecast: TRUP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TRUP.txt
[2025-12-26T20:33:24.355159] [INFO ] [sig       ] [3184/3548] Completed TRUP in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-26T20:33:24.355198] [INFO ] [sig       ] [3185/3548] Forecasting TRVG...
[2025-12-26T20:33:24.355229] [INFO ] [sig       ] Generating forecast for: TRVG
[2025-12-26T20:33:24.355258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2025-12-26T20:33:24.365352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2025-12-26T20:33:24.365760] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2025-12-26T20:33:24.366528] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2025-12-26T20:33:24.366607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:24.366685] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:24.366725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:24.366808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:24.424804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:24.425957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:24.426062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:24.426116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:24.580608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:24.580761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:24.580802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:24.580830] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:24.584307] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: UP (p=86.68%)
[2025-12-26T20:33:24.584608] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2025-12-26T20:33:24.584740] [INFO ] [sig       ] TRVG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:24.743220] [INFO ] [LOCAL     ] Saved forecast: TRVG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TRVG.txt
[2025-12-26T20:33:24.743344] [INFO ] [sig       ] [3185/3548] Completed TRVG in 0.4s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-26T20:33:24.743383] [INFO ] [sig       ] [3186/3548] Forecasting TS...
[2025-12-26T20:33:24.743413] [INFO ] [sig       ] Generating forecast for: TS
[2025-12-26T20:33:24.743443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-12-26T20:33:24.754212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2025-12-26T20:33:24.754531] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-12-26T20:33:24.755334] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-12-26T20:33:24.755385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:24.755416] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:24.755443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:24.755500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:24.812479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:24.813088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:24.813164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:24.813196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:24.930095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:24.930220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:24.930260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:24.930288] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:24.933626] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: DOWN (p=1.72%)
[2025-12-26T20:33:24.933890] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-12-26T20:33:24.934011] [INFO ] [sig       ] TS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:25.077788] [INFO ] [LOCAL     ] Saved forecast: TS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TS.txt
[2025-12-26T20:33:25.077895] [INFO ] [sig       ] [3186/3548] Completed TS in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-26T20:33:25.077932] [INFO ] [sig       ] [3187/3548] Forecasting TSBK...
[2025-12-26T20:33:25.077962] [INFO ] [sig       ] Generating forecast for: TSBK
[2025-12-26T20:33:25.077990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2025-12-26T20:33:25.088028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2025-12-26T20:33:25.088324] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2025-12-26T20:33:25.089257] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2025-12-26T20:33:25.089308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:25.089340] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:25.089366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:25.089424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:25.154501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:25.155270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:25.155351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:25.155383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:25.255823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:25.255958] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-26T20:33:25.255998] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:25.256031] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:25.259312] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: DOWN (p=8.57%)
[2025-12-26T20:33:25.259593] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2025-12-26T20:33:25.259715] [INFO ] [sig       ] TSBK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:25.402458] [INFO ] [LOCAL     ] Saved forecast: TSBK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TSBK.txt
[2025-12-26T20:33:25.402609] [INFO ] [sig       ] [3187/3548] Completed TSBK in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-26T20:33:25.402650] [INFO ] [sig       ] [3188/3548] Forecasting TSCO...
[2025-12-26T20:33:25.402680] [INFO ] [sig       ] Generating forecast for: TSCO
[2025-12-26T20:33:25.402710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2025-12-26T20:33:25.412519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2025-12-26T20:33:25.412888] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2025-12-26T20:33:25.413671] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2025-12-26T20:33:25.413737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:25.413768] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:25.413794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:25.413850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:25.470644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:25.471371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:25.471449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:25.471482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:25.588624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:25.588773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:25.588814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:25.588873] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:25.592321] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: DOWN (p=23.76%)
[2025-12-26T20:33:25.592626] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2025-12-26T20:33:25.592758] [INFO ] [sig       ] TSCO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:25.735907] [INFO ] [LOCAL     ] Saved forecast: TSCO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TSCO.txt
[2025-12-26T20:33:25.736060] [INFO ] [sig       ] [3188/3548] Completed TSCO in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-26T20:33:25.736099] [INFO ] [sig       ] [3189/3548] Forecasting TSDD...
[2025-12-26T20:33:25.736130] [INFO ] [sig       ] Generating forecast for: TSDD
[2025-12-26T20:33:25.736162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2025-12-26T20:33:25.746303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2025-12-26T20:33:25.746674] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2025-12-26T20:33:25.747460] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2025-12-26T20:33:25.747512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:25.747543] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:25.747593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:25.747656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:25.804446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:25.805269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:25.805349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:25.805381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:25.926526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:25.926688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:25.926730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:25.926758] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:25.930126] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: UP (p=67.83%)
[2025-12-26T20:33:25.930389] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2025-12-26T20:33:25.930509] [INFO ] [sig       ] TSDD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:26.070926] [INFO ] [LOCAL     ] Saved forecast: TSDD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TSDD.txt
[2025-12-26T20:33:26.071034] [INFO ] [sig       ] [3189/3548] Completed TSDD in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-26T20:33:26.071075] [INFO ] [sig       ] [3190/3548] Forecasting TSEM...
[2025-12-26T20:33:26.071104] [INFO ] [sig       ] Generating forecast for: TSEM
[2025-12-26T20:33:26.071133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2025-12-26T20:33:26.081698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2025-12-26T20:33:26.081999] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2025-12-26T20:33:26.082777] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2025-12-26T20:33:26.082827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:26.082858] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:26.082884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:26.082942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:26.139199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:26.139807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:26.139881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:26.139912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:26.256037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:26.256172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:26.256213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:26.256242] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:26.259557] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: DOWN (p=22.68%)
[2025-12-26T20:33:26.259837] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2025-12-26T20:33:26.259960] [INFO ] [sig       ] TSEM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:26.403683] [INFO ] [LOCAL     ] Saved forecast: TSEM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TSEM.txt
[2025-12-26T20:33:26.403797] [INFO ] [sig       ] [3190/3548] Completed TSEM in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-26T20:33:26.403841] [INFO ] [sig       ] [3191/3548] Forecasting TSHA...
[2025-12-26T20:33:26.403871] [INFO ] [sig       ] Generating forecast for: TSHA
[2025-12-26T20:33:26.403901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2025-12-26T20:33:26.414241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2025-12-26T20:33:26.414548] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2025-12-26T20:33:26.415337] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2025-12-26T20:33:26.415387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:26.415417] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:26.415443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:26.415500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:26.472515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:26.473193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:26.473275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:26.473307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:26.591683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:26.591824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:26.591866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:26.591893] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:26.595258] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: DOWN (p=21.97%)
[2025-12-26T20:33:26.595526] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2025-12-26T20:33:26.595666] [INFO ] [sig       ] TSHA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:26.737091] [INFO ] [LOCAL     ] Saved forecast: TSHA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TSHA.txt
[2025-12-26T20:33:26.737206] [INFO ] [sig       ] [3191/3548] Completed TSHA in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-26T20:33:26.737251] [INFO ] [sig       ] [3192/3548] Forecasting TSI...
[2025-12-26T20:33:26.737281] [INFO ] [sig       ] Generating forecast for: TSI
[2025-12-26T20:33:26.737310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-12-26T20:33:26.747264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2025-12-26T20:33:26.747609] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-12-26T20:33:26.748368] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-12-26T20:33:26.748420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:26.748451] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:26.748477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:26.748535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:26.804703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:26.805307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:26.805383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:26.805414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:26.918959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:26.919058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:26.919096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:26.919124] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:26.922250] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=9.88%)
[2025-12-26T20:33:26.922506] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-12-26T20:33:26.922643] [INFO ] [sig       ] TSI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:27.063404] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TSI.txt
[2025-12-26T20:33:27.063524] [INFO ] [sig       ] [3192/3548] Completed TSI in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-26T20:33:27.063563] [INFO ] [sig       ] [3193/3548] Forecasting TSL...
[2025-12-26T20:33:27.063611] [INFO ] [sig       ] Generating forecast for: TSL
[2025-12-26T20:33:27.063641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2025-12-26T20:33:27.073473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2025-12-26T20:33:27.073778] [INFO ] [FORECASTER] Starting predict_future for TSL
[2025-12-26T20:33:27.074608] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2025-12-26T20:33:27.074662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:27.074694] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:27.074721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:27.074780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:27.133871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:27.134666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:27.134748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:27.134781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:27.256279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:27.256437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:27.256486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:27.256516] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:27.260135] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: DOWN (p=4.24%)
[2025-12-26T20:33:27.260417] [INFO ] [FORECASTER] Completed predict_future for TSL
[2025-12-26T20:33:27.260570] [INFO ] [sig       ] TSL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:27.402408] [INFO ] [LOCAL     ] Saved forecast: TSL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TSL.txt
[2025-12-26T20:33:27.402543] [INFO ] [sig       ] [3193/3548] Completed TSL in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-26T20:33:27.402601] [INFO ] [sig       ] [3194/3548] Forecasting TSLA...
[2025-12-26T20:33:27.402631] [INFO ] [sig       ] Generating forecast for: TSLA
[2025-12-26T20:33:27.402662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2025-12-26T20:33:27.413174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2025-12-26T20:33:27.413503] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2025-12-26T20:33:27.414286] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2025-12-26T20:33:27.414338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:27.414370] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:27.414396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:27.414453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:27.470868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:27.471514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:27.471610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:27.471645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:27.588664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:27.588778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:27.588818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:27.588846] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:27.592183] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: UP (p=67.65%)
[2025-12-26T20:33:27.592451] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2025-12-26T20:33:27.592591] [INFO ] [sig       ] TSLA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:27.732844] [INFO ] [LOCAL     ] Saved forecast: TSLA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TSLA.txt
[2025-12-26T20:33:27.732957] [INFO ] [sig       ] [3194/3548] Completed TSLA in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-26T20:33:27.732995] [INFO ] [sig       ] [3195/3548] Forecasting TSLL...
[2025-12-26T20:33:27.733023] [INFO ] [sig       ] Generating forecast for: TSLL
[2025-12-26T20:33:27.733052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2025-12-26T20:33:27.742901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2025-12-26T20:33:27.743216] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2025-12-26T20:33:27.744003] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2025-12-26T20:33:27.744054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:27.744085] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:27.744112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:27.744169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:27.800791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:27.801380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:27.801482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:27.801515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:27.916821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:27.916976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:27.917037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:27.917067] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:27.920514] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: DOWN (p=1.52%)
[2025-12-26T20:33:27.920815] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2025-12-26T20:33:27.920947] [INFO ] [sig       ] TSLL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:28.062872] [INFO ] [LOCAL     ] Saved forecast: TSLL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TSLL.txt
[2025-12-26T20:33:28.063027] [INFO ] [sig       ] [3195/3548] Completed TSLL in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-26T20:33:28.063067] [INFO ] [sig       ] [3196/3548] Forecasting TSLQ...
[2025-12-26T20:33:28.063097] [INFO ] [sig       ] Generating forecast for: TSLQ
[2025-12-26T20:33:28.063130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2025-12-26T20:33:28.076505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2025-12-26T20:33:28.076982] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2025-12-26T20:33:28.078150] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2025-12-26T20:33:28.078213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:28.078253] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:28.078286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:28.078363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:28.138742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:28.139627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:28.139718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:28.139751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:28.261876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:28.262029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:28.262071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:28.262103] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:28.265531] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: UP (p=85.65%)
[2025-12-26T20:33:28.265851] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2025-12-26T20:33:28.265985] [INFO ] [sig       ] TSLQ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:28.408737] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TSLQ.txt
[2025-12-26T20:33:28.408904] [INFO ] [sig       ] [3196/3548] Completed TSLQ in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-26T20:33:28.408947] [INFO ] [sig       ] [3197/3548] Forecasting TSLS...
[2025-12-26T20:33:28.408976] [INFO ] [sig       ] Generating forecast for: TSLS
[2025-12-26T20:33:28.409007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2025-12-26T20:33:28.419869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2025-12-26T20:33:28.420250] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2025-12-26T20:33:28.421067] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2025-12-26T20:33:28.421119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:28.421150] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:28.421177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:28.421233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:28.478250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:28.479165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:28.479262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:28.479294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:28.604026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:28.604189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:28.604240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:28.604269] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:28.607724] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: DOWN (p=37.00%)
[2025-12-26T20:33:28.607999] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2025-12-26T20:33:28.608132] [INFO ] [sig       ] TSLS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:28.749222] [INFO ] [LOCAL     ] Saved forecast: TSLS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TSLS.txt
[2025-12-26T20:33:28.749336] [INFO ] [sig       ] [3197/3548] Completed TSLS in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-26T20:33:28.749376] [INFO ] [sig       ] [3198/3548] Forecasting TSLX...
[2025-12-26T20:33:28.749405] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-12-26T20:33:28.749434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-12-26T20:33:28.760005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2025-12-26T20:33:28.760346] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-12-26T20:33:28.761179] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-12-26T20:33:28.761231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:28.761265] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:28.761292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:28.761350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:28.817406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:28.818040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:28.818117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:28.818148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:28.936636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:28.936771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:28.936813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:28.936842] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:28.940155] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: DOWN (p=15.57%)
[2025-12-26T20:33:28.940447] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-12-26T20:33:28.940569] [INFO ] [sig       ] TSLX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:29.079921] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TSLX.txt
[2025-12-26T20:33:29.080119] [INFO ] [sig       ] [3198/3548] Completed TSLX in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-26T20:33:29.080184] [INFO ] [sig       ] [3199/3548] Forecasting TSM...
[2025-12-26T20:33:29.080233] [INFO ] [sig       ] Generating forecast for: TSM
[2025-12-26T20:33:29.080276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-12-26T20:33:29.091014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2025-12-26T20:33:29.091365] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-12-26T20:33:29.092161] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-12-26T20:33:29.092213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:29.092259] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:29.092289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:29.092347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:29.149800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:29.150424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:29.150501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:29.150533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:29.270854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:29.270995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:29.271038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:29.271066] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:29.274437] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: DOWN (p=31.32%)
[2025-12-26T20:33:29.274739] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-12-26T20:33:29.274865] [INFO ] [sig       ] TSM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:29.415154] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TSM.txt
[2025-12-26T20:33:29.415271] [INFO ] [sig       ] [3199/3548] Completed TSM in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-26T20:33:29.415308] [INFO ] [sig       ] [3200/3548] Forecasting TSN...
[2025-12-26T20:33:29.415336] [INFO ] [sig       ] Generating forecast for: TSN
[2025-12-26T20:33:29.415366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-12-26T20:33:29.425800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2025-12-26T20:33:29.426164] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-12-26T20:33:29.427011] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-12-26T20:33:29.427072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:29.427108] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:29.427137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:29.427195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:29.483977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:29.484586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:29.484663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:29.484694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:29.604840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:29.604977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:29.605019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:29.605046] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:29.608437] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=10.95%)
[2025-12-26T20:33:29.608748] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-12-26T20:33:29.608878] [INFO ] [sig       ] TSN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:29.749015] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TSN.txt
[2025-12-26T20:33:29.749144] [INFO ] [sig       ] [3200/3548] Completed TSN in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-26T20:33:29.749182] [INFO ] [sig       ] [3201/3548] Forecasting TSQ...
[2025-12-26T20:33:29.749211] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-12-26T20:33:29.749240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-12-26T20:33:29.759113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2025-12-26T20:33:29.759438] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-12-26T20:33:29.760243] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-12-26T20:33:29.760297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:29.760329] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:29.760355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:29.760412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:29.818192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:29.818865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:29.818966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:29.818999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:29.942621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:29.942755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:29.942795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:29.942823] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:29.946116] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: UP (p=96.99%)
[2025-12-26T20:33:29.946381] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-12-26T20:33:29.946503] [INFO ] [sig       ] TSQ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:30.107603] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TSQ.txt
[2025-12-26T20:33:30.107750] [INFO ] [sig       ] [3201/3548] Completed TSQ in 0.4s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-26T20:33:30.107798] [INFO ] [sig       ] [3202/3548] Forecasting TTC...
[2025-12-26T20:33:30.107831] [INFO ] [sig       ] Generating forecast for: TTC
[2025-12-26T20:33:30.107861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-12-26T20:33:30.117301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2025-12-26T20:33:30.117657] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-12-26T20:33:30.118477] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-12-26T20:33:30.118533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:30.118619] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:30.118648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:30.118709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:30.177302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:30.178111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:30.178192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:30.178225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:30.301939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:30.302090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:30.302136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:30.302165] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:30.305683] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: DOWN (p=8.99%)
[2025-12-26T20:33:30.305957] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-12-26T20:33:30.306109] [INFO ] [sig       ] TTC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:30.449308] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TTC.txt
[2025-12-26T20:33:30.449436] [INFO ] [sig       ] [3202/3548] Completed TTC in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-26T20:33:30.449474] [INFO ] [sig       ] [3203/3548] Forecasting TTD...
[2025-12-26T20:33:30.449530] [INFO ] [sig       ] Generating forecast for: TTD
[2025-12-26T20:33:30.449562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2025-12-26T20:33:30.460188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2025-12-26T20:33:30.460537] [INFO ] [FORECASTER] Starting predict_future for TTD
[2025-12-26T20:33:30.461352] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2025-12-26T20:33:30.461404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:30.461435] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:30.461462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:30.461521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:30.519327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:30.520012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:30.520092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:30.520125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:30.639556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:30.639721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:30.639764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:30.639793] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:30.643231] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: DOWN (p=23.68%)
[2025-12-26T20:33:30.643504] [INFO ] [FORECASTER] Completed predict_future for TTD
[2025-12-26T20:33:30.643663] [INFO ] [sig       ] TTD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:30.787173] [INFO ] [LOCAL     ] Saved forecast: TTD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TTD.txt
[2025-12-26T20:33:30.787352] [INFO ] [sig       ] [3203/3548] Completed TTD in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-26T20:33:30.787392] [INFO ] [sig       ] [3204/3548] Forecasting TTE...
[2025-12-26T20:33:30.787422] [INFO ] [sig       ] Generating forecast for: TTE
[2025-12-26T20:33:30.787460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-12-26T20:33:30.798709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2025-12-26T20:33:30.799088] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-12-26T20:33:30.799931] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-12-26T20:33:30.800053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:30.800091] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:30.800119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:30.800186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:30.857089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:30.857849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:30.857939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:30.857974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:30.981949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:30.982094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:30.982138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:30.982167] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:30.985521] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=6.98%)
[2025-12-26T20:33:30.985806] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-12-26T20:33:30.985927] [INFO ] [sig       ] TTE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:31.127969] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TTE.txt
[2025-12-26T20:33:31.128106] [INFO ] [sig       ] [3204/3548] Completed TTE in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-26T20:33:31.128144] [INFO ] [sig       ] [3205/3548] Forecasting TTEC...
[2025-12-26T20:33:31.128174] [INFO ] [sig       ] Generating forecast for: TTEC
[2025-12-26T20:33:31.128205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2025-12-26T20:33:31.138153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2025-12-26T20:33:31.138476] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2025-12-26T20:33:31.139306] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2025-12-26T20:33:31.139358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:31.139388] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:31.139413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:31.139468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:31.195333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:31.196038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:31.196115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:31.196148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:31.314646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:31.314788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:31.314830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:31.314899] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:31.318305] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: DOWN (p=29.87%)
[2025-12-26T20:33:31.318592] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2025-12-26T20:33:31.318720] [INFO ] [sig       ] TTEC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:31.460455] [INFO ] [LOCAL     ] Saved forecast: TTEC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TTEC.txt
[2025-12-26T20:33:31.460618] [INFO ] [sig       ] [3205/3548] Completed TTEC in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-26T20:33:31.460661] [INFO ] [sig       ] [3206/3548] Forecasting TTEK...
[2025-12-26T20:33:31.460693] [INFO ] [sig       ] Generating forecast for: TTEK
[2025-12-26T20:33:31.460723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2025-12-26T20:33:31.471115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2025-12-26T20:33:31.471473] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2025-12-26T20:33:31.472292] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2025-12-26T20:33:31.472346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:31.472378] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:31.472405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:31.472464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:31.531335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:31.532128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:31.532220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:31.532255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:31.657097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:31.657218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:31.657262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:31.657303] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:31.660855] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: DOWN (p=45.51%)
[2025-12-26T20:33:31.661140] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2025-12-26T20:33:31.661286] [INFO ] [sig       ] TTEK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:31.809510] [INFO ] [LOCAL     ] Saved forecast: TTEK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TTEK.txt
[2025-12-26T20:33:31.809693] [INFO ] [sig       ] [3206/3548] Completed TTEK in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-26T20:33:31.809751] [INFO ] [sig       ] [3207/3548] Forecasting TTI...
[2025-12-26T20:33:31.809792] [INFO ] [sig       ] Generating forecast for: TTI
[2025-12-26T20:33:31.809823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-12-26T20:33:31.820413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2025-12-26T20:33:31.820791] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-12-26T20:33:31.821643] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-12-26T20:33:31.821700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:31.821745] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:31.821774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:31.821833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:31.880612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:31.881488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:31.881589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:31.881626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:32.006158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:32.006307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:32.006349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:32.006381] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:32.009766] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: UP (p=86.81%)
[2025-12-26T20:33:32.010033] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-12-26T20:33:32.010154] [INFO ] [sig       ] TTI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:32.151614] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TTI.txt
[2025-12-26T20:33:32.151755] [INFO ] [sig       ] [3207/3548] Completed TTI in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-26T20:33:32.151800] [INFO ] [sig       ] [3208/3548] Forecasting TTMI...
[2025-12-26T20:33:32.151837] [INFO ] [sig       ] Generating forecast for: TTMI
[2025-12-26T20:33:32.151870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2025-12-26T20:33:32.161466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2025-12-26T20:33:32.161809] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2025-12-26T20:33:32.162566] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2025-12-26T20:33:32.162643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:32.162674] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:32.162700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:32.162757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:32.219012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:32.219711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:32.219789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:32.219836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:32.337760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:32.337912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:32.337962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:32.337992] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:32.341410] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: DOWN (p=16.17%)
[2025-12-26T20:33:32.341702] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2025-12-26T20:33:32.341836] [INFO ] [sig       ] TTMI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:32.485464] [INFO ] [LOCAL     ] Saved forecast: TTMI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TTMI.txt
[2025-12-26T20:33:32.485622] [INFO ] [sig       ] [3208/3548] Completed TTMI in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-26T20:33:32.485663] [INFO ] [sig       ] [3209/3548] Forecasting TTSH...
[2025-12-26T20:33:32.485693] [INFO ] [sig       ] Generating forecast for: TTSH
[2025-12-26T20:33:32.485722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTSH' from 'https://tdm.silogroup.org/data/derivative_storage/TTSH.csv'.
[2025-12-26T20:33:32.497096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTSH'.
[2025-12-26T20:33:32.497429] [INFO ] [FORECASTER] Starting predict_future for TTSH
[2025-12-26T20:33:32.498209] [DEBUG] [LOCAL     ] No optimal features file found for TTSH: ./output/feature-sets/TTSH.txt
[2025-12-26T20:33:32.498261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:32.498292] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:32.498317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:32.498375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:32.555153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:32.555866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:32.555945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:32.555979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:32.675944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:32.676095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:32.676140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:32.676173] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:32.679676] [DEBUG] [FORECASTER] TTSH: Forecast T+1@11:T+2@11: UP (p=90.11%)
[2025-12-26T20:33:32.679958] [INFO ] [FORECASTER] Completed predict_future for TTSH
[2025-12-26T20:33:32.680085] [INFO ] [sig       ] TTSH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:32.831508] [INFO ] [LOCAL     ] Saved forecast: TTSH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TTSH.txt
[2025-12-26T20:33:32.831765] [INFO ] [sig       ] [3209/3548] Completed TTSH in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-26T20:33:32.831831] [INFO ] [sig       ] [3210/3548] Forecasting TTWO...
[2025-12-26T20:33:32.831868] [INFO ] [sig       ] Generating forecast for: TTWO
[2025-12-26T20:33:32.831914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2025-12-26T20:33:32.845712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2025-12-26T20:33:32.846078] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2025-12-26T20:33:32.847006] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2025-12-26T20:33:32.847059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:32.847092] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:32.847142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:32.847216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:32.904710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:32.905363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:32.905447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:32.905481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:33.024523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:33.024693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:33.024737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:33.024766] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:33.028199] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: UP (p=76.78%)
[2025-12-26T20:33:33.028470] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2025-12-26T20:33:33.028612] [INFO ] [sig       ] TTWO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:33.171119] [INFO ] [LOCAL     ] Saved forecast: TTWO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TTWO.txt
[2025-12-26T20:33:33.171260] [INFO ] [sig       ] [3210/3548] Completed TTWO in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-26T20:33:33.171299] [INFO ] [sig       ] [3211/3548] Forecasting TUGN...
[2025-12-26T20:33:33.171328] [INFO ] [sig       ] Generating forecast for: TUGN
[2025-12-26T20:33:33.171356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2025-12-26T20:33:33.184401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2025-12-26T20:33:33.185138] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2025-12-26T20:33:33.186066] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2025-12-26T20:33:33.186121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:33.186155] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:33.186182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:33.186243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:33.244613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:33.245625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:33.245720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:33.245753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:33.355981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:33.356203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:33.356254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:33.356284] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:33.360494] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: UP (p=74.44%)
[2025-12-26T20:33:33.360866] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2025-12-26T20:33:33.361017] [INFO ] [sig       ] TUGN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:33.506804] [INFO ] [LOCAL     ] Saved forecast: TUGN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TUGN.txt
[2025-12-26T20:33:33.507021] [INFO ] [sig       ] [3211/3548] Completed TUGN in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-26T20:33:33.507064] [INFO ] [sig       ] [3212/3548] Forecasting TUSK...
[2025-12-26T20:33:33.507094] [INFO ] [sig       ] Generating forecast for: TUSK
[2025-12-26T20:33:33.507126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2025-12-26T20:33:33.519516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2025-12-26T20:33:33.520025] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2025-12-26T20:33:33.520977] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2025-12-26T20:33:33.521030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:33.521063] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:33.521090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:33.521149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:33.579440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:33.580514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:33.580677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:33.580714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:33.703169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:33.703337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:33.703380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:33.703410] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:33.706817] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: UP (p=63.26%)
[2025-12-26T20:33:33.707089] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2025-12-26T20:33:33.707212] [INFO ] [sig       ] TUSK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:33.867705] [INFO ] [LOCAL     ] Saved forecast: TUSK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TUSK.txt
[2025-12-26T20:33:33.867938] [INFO ] [sig       ] [3212/3548] Completed TUSK in 0.4s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-26T20:33:33.867987] [INFO ] [sig       ] [3213/3548] Forecasting TVC...
[2025-12-26T20:33:33.868023] [INFO ] [sig       ] Generating forecast for: TVC
[2025-12-26T20:33:33.868057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-12-26T20:33:33.881513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2025-12-26T20:33:33.882095] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-12-26T20:33:33.883230] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-12-26T20:33:33.883288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:33.883322] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:33.883350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:33.883411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:33.948634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:33.949838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:33.949950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:33.949985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:34.057027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:34.057263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:34.057319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:34.057351] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:34.061742] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: UP (p=84.20%)
[2025-12-26T20:33:34.062089] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-12-26T20:33:34.062261] [INFO ] [sig       ] TVC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:34.219986] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TVC.txt
[2025-12-26T20:33:34.220195] [INFO ] [sig       ] [3213/3548] Completed TVC in 0.4s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-26T20:33:34.220253] [INFO ] [sig       ] [3214/3548] Forecasting TVE...
[2025-12-26T20:33:34.220296] [INFO ] [sig       ] Generating forecast for: TVE
[2025-12-26T20:33:34.220335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-12-26T20:33:34.232886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2025-12-26T20:33:34.233364] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-12-26T20:33:34.234207] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-12-26T20:33:34.234261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:34.234292] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:34.234319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:34.234377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:34.292355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:34.293133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:34.293215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:34.293247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:34.399625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:34.399775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:34.399817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:34.399845] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:34.403182] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: UP (p=65.66%)
[2025-12-26T20:33:34.403450] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-12-26T20:33:34.403588] [INFO ] [sig       ] TVE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:34.547739] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TVE.txt
[2025-12-26T20:33:34.547902] [INFO ] [sig       ] [3214/3548] Completed TVE in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-26T20:33:34.547944] [INFO ] [sig       ] [3215/3548] Forecasting TVTX...
[2025-12-26T20:33:34.547974] [INFO ] [sig       ] Generating forecast for: TVTX
[2025-12-26T20:33:34.548002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2025-12-26T20:33:34.564768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2025-12-26T20:33:34.565351] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2025-12-26T20:33:34.566609] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2025-12-26T20:33:34.566661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:34.566692] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:34.566718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:34.566775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:34.624674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:34.625628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:34.625719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:34.625750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:34.773200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:34.773375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:34.773427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:34.773463] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:34.777625] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: DOWN (p=10.80%)
[2025-12-26T20:33:34.778080] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2025-12-26T20:33:34.778283] [INFO ] [sig       ] TVTX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:34.966456] [INFO ] [LOCAL     ] Saved forecast: TVTX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TVTX.txt
[2025-12-26T20:33:34.966759] [INFO ] [sig       ] [3215/3548] Completed TVTX in 0.4s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-26T20:33:34.966806] [INFO ] [sig       ] [3216/3548] Forecasting TWFG...
[2025-12-26T20:33:34.966842] [INFO ] [sig       ] Generating forecast for: TWFG
[2025-12-26T20:33:34.966872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2025-12-26T20:33:34.980669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2025-12-26T20:33:34.981140] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2025-12-26T20:33:34.982116] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2025-12-26T20:33:34.982173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:34.982205] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:34.982232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:34.982291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:35.059247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:35.060290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:35.060405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:35.060441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:35.206304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:35.206465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:35.206510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:35.206538] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:35.210199] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: UP (p=79.07%)
[2025-12-26T20:33:35.210551] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2025-12-26T20:33:35.210717] [INFO ] [sig       ] TWFG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:35.439439] [INFO ] [LOCAL     ] Saved forecast: TWFG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TWFG.txt
[2025-12-26T20:33:35.439681] [INFO ] [sig       ] [3216/3548] Completed TWFG in 0.5s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-26T20:33:35.439741] [INFO ] [sig       ] [3217/3548] Forecasting TWG...
[2025-12-26T20:33:35.439787] [INFO ] [sig       ] Generating forecast for: TWG
[2025-12-26T20:33:35.439832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2025-12-26T20:33:35.455839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2025-12-26T20:33:35.456322] [INFO ] [FORECASTER] Starting predict_future for TWG
[2025-12-26T20:33:35.457614] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2025-12-26T20:33:35.457697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:35.457750] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:35.457802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:35.457896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:35.519154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:35.520159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:35.520254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:35.520287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:35.645284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:35.645454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:35.645510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:35.645548] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:35.650401] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: DOWN (p=6.78%)
[2025-12-26T20:33:35.650806] [INFO ] [FORECASTER] Completed predict_future for TWG
[2025-12-26T20:33:35.650979] [INFO ] [sig       ] TWG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:35.802098] [INFO ] [LOCAL     ] Saved forecast: TWG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TWG.txt
[2025-12-26T20:33:35.802253] [INFO ] [sig       ] [3217/3548] Completed TWG in 0.4s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-26T20:33:35.802294] [INFO ] [sig       ] [3218/3548] Forecasting TWI...
[2025-12-26T20:33:35.802326] [INFO ] [sig       ] Generating forecast for: TWI
[2025-12-26T20:33:35.802356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-12-26T20:33:35.812674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2025-12-26T20:33:35.813066] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-12-26T20:33:35.813920] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-12-26T20:33:35.813974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:35.814007] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:35.814033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:35.814096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:35.873568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:35.874518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:35.874624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:35.874660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:35.996819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:35.996973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:35.997019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:35.997049] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:36.000615] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: UP (p=94.02%)
[2025-12-26T20:33:36.000906] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-12-26T20:33:36.001038] [INFO ] [sig       ] TWI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:36.143091] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TWI.txt
[2025-12-26T20:33:36.143234] [INFO ] [sig       ] [3218/3548] Completed TWI in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-26T20:33:36.143276] [INFO ] [sig       ] [3219/3548] Forecasting TWIN...
[2025-12-26T20:33:36.143305] [INFO ] [sig       ] Generating forecast for: TWIN
[2025-12-26T20:33:36.143335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2025-12-26T20:33:36.153671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2025-12-26T20:33:36.154011] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2025-12-26T20:33:36.154835] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2025-12-26T20:33:36.154887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:36.154943] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:36.154971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:36.155029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:36.211374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:36.212009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:36.212086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:36.212118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:36.333932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:36.334104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:36.334147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:36.334175] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:36.337541] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: DOWN (p=11.32%)
[2025-12-26T20:33:36.337836] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2025-12-26T20:33:36.337964] [INFO ] [sig       ] TWIN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:36.478830] [INFO ] [LOCAL     ] Saved forecast: TWIN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TWIN.txt
[2025-12-26T20:33:36.478989] [INFO ] [sig       ] [3219/3548] Completed TWIN in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-26T20:33:36.479030] [INFO ] [sig       ] [3220/3548] Forecasting TWLO...
[2025-12-26T20:33:36.479059] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-12-26T20:33:36.479090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-12-26T20:33:36.490005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2025-12-26T20:33:36.490337] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-12-26T20:33:36.491168] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-12-26T20:33:36.491220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:36.491251] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:36.491278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:36.491335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:36.549949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:36.550708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:36.550787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:36.550820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:36.675350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:36.675501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:36.675546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:36.675596] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:36.678965] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=17.24%)
[2025-12-26T20:33:36.679239] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-12-26T20:33:36.679391] [INFO ] [sig       ] TWLO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:36.820350] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TWLO.txt
[2025-12-26T20:33:36.820480] [INFO ] [sig       ] [3220/3548] Completed TWLO in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-26T20:33:36.820519] [INFO ] [sig       ] [3221/3548] Forecasting TWO...
[2025-12-26T20:33:36.820550] [INFO ] [sig       ] Generating forecast for: TWO
[2025-12-26T20:33:36.820597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-12-26T20:33:36.831732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2025-12-26T20:33:36.832061] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-12-26T20:33:36.832843] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-12-26T20:33:36.832895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:36.832927] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:36.832954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:36.833011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:36.892441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:36.893226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:36.893307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:36.893342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:37.010715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:37.010867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:37.010911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:37.010941] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:37.014409] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=76.75%)
[2025-12-26T20:33:37.014702] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-12-26T20:33:37.014828] [INFO ] [sig       ] TWO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:37.157723] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TWO.txt
[2025-12-26T20:33:37.157870] [INFO ] [sig       ] [3221/3548] Completed TWO in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-26T20:33:37.157910] [INFO ] [sig       ] [3222/3548] Forecasting TX...
[2025-12-26T20:33:37.157939] [INFO ] [sig       ] Generating forecast for: TX
[2025-12-26T20:33:37.157970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-12-26T20:33:37.169803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2025-12-26T20:33:37.170312] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-12-26T20:33:37.171224] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-12-26T20:33:37.171281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:37.171315] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:37.171343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:37.171408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:37.232184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:37.233138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:37.233227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:37.233262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:37.350883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:37.351034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:37.351075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:37.351134] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:37.354670] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: DOWN (p=25.84%)
[2025-12-26T20:33:37.354980] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-12-26T20:33:37.355116] [INFO ] [sig       ] TX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:37.497222] [INFO ] [LOCAL     ] Saved forecast: TX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TX.txt
[2025-12-26T20:33:37.497344] [INFO ] [sig       ] [3222/3548] Completed TX in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-26T20:33:37.497382] [INFO ] [sig       ] [3223/3548] Forecasting TXG...
[2025-12-26T20:33:37.497412] [INFO ] [sig       ] Generating forecast for: TXG
[2025-12-26T20:33:37.497442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2025-12-26T20:33:37.509350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2025-12-26T20:33:37.509832] [INFO ] [FORECASTER] Starting predict_future for TXG
[2025-12-26T20:33:37.510678] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2025-12-26T20:33:37.510729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:37.510776] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:37.510804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:37.510862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:37.567742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:37.568638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:37.568722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:37.568754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:37.687799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:37.687953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:37.687994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:37.688022] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:37.691536] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: UP (p=53.49%)
[2025-12-26T20:33:37.691846] [INFO ] [FORECASTER] Completed predict_future for TXG
[2025-12-26T20:33:37.691974] [INFO ] [sig       ] TXG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:37.841706] [INFO ] [LOCAL     ] Saved forecast: TXG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TXG.txt
[2025-12-26T20:33:37.841872] [INFO ] [sig       ] [3223/3548] Completed TXG in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-26T20:33:37.841912] [INFO ] [sig       ] [3224/3548] Forecasting TXMD...
[2025-12-26T20:33:37.841942] [INFO ] [sig       ] Generating forecast for: TXMD
[2025-12-26T20:33:37.841970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2025-12-26T20:33:37.853156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2025-12-26T20:33:37.853541] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2025-12-26T20:33:37.854357] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2025-12-26T20:33:37.854409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:37.854439] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:37.854465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:37.854522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:37.912303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:37.913183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:37.913272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:37.913312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:38.027809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:38.027972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:38.028015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:38.028043] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:38.031667] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: DOWN (p=1.71%)
[2025-12-26T20:33:38.031965] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2025-12-26T20:33:38.032092] [INFO ] [sig       ] TXMD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:38.172697] [INFO ] [LOCAL     ] Saved forecast: TXMD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TXMD.txt
[2025-12-26T20:33:38.172827] [INFO ] [sig       ] [3224/3548] Completed TXMD in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-26T20:33:38.172865] [INFO ] [sig       ] [3225/3548] Forecasting TXN...
[2025-12-26T20:33:38.172895] [INFO ] [sig       ] Generating forecast for: TXN
[2025-12-26T20:33:38.172926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2025-12-26T20:33:38.183768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2025-12-26T20:33:38.184085] [INFO ] [FORECASTER] Starting predict_future for TXN
[2025-12-26T20:33:38.184871] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2025-12-26T20:33:38.184922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:38.184953] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:38.184980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:38.185037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:38.244789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:38.245462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:38.245542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:38.245593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:38.365137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:38.365280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:38.365325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:38.365353] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:38.368694] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: DOWN (p=10.66%)
[2025-12-26T20:33:38.368976] [INFO ] [FORECASTER] Completed predict_future for TXN
[2025-12-26T20:33:38.369099] [INFO ] [sig       ] TXN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:38.510192] [INFO ] [LOCAL     ] Saved forecast: TXN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TXN.txt
[2025-12-26T20:33:38.510355] [INFO ] [sig       ] [3225/3548] Completed TXN in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-26T20:33:38.510395] [INFO ] [sig       ] [3226/3548] Forecasting TXO...
[2025-12-26T20:33:38.510424] [INFO ] [sig       ] Generating forecast for: TXO
[2025-12-26T20:33:38.510454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-12-26T20:33:38.521795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2025-12-26T20:33:38.522191] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-12-26T20:33:38.523001] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-12-26T20:33:38.523055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:38.523087] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:38.523113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:38.523170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:38.581900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:38.582797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:38.582883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:38.582917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:38.704291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:38.704444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:38.704487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:38.704518] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:38.708106] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-12-26T20:33:38.708394] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-12-26T20:33:38.708526] [INFO ] [sig       ] TXO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:38.853054] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TXO.txt
[2025-12-26T20:33:38.853207] [INFO ] [sig       ] [3226/3548] Completed TXO in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-26T20:33:38.853254] [INFO ] [sig       ] [3227/3548] Forecasting TXRH...
[2025-12-26T20:33:38.853284] [INFO ] [sig       ] Generating forecast for: TXRH
[2025-12-26T20:33:38.853314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2025-12-26T20:33:38.863612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2025-12-26T20:33:38.863940] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2025-12-26T20:33:38.864720] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2025-12-26T20:33:38.864770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:38.864801] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:38.864828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:38.864885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:38.924129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:38.924813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:38.924893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:38.924928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:39.045550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:39.045709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:39.045751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:39.045780] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:39.049093] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: UP (p=50.88%)
[2025-12-26T20:33:39.049385] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2025-12-26T20:33:39.049518] [INFO ] [sig       ] TXRH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:39.189356] [INFO ] [LOCAL     ] Saved forecast: TXRH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TXRH.txt
[2025-12-26T20:33:39.189499] [INFO ] [sig       ] [3227/3548] Completed TXRH in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-26T20:33:39.189537] [INFO ] [sig       ] [3228/3548] Forecasting TY...
[2025-12-26T20:33:39.189567] [INFO ] [sig       ] Generating forecast for: TY
[2025-12-26T20:33:39.189617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-12-26T20:33:39.199268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2025-12-26T20:33:39.199650] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-12-26T20:33:39.200500] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-12-26T20:33:39.200555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:39.200616] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:39.200650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:39.200710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:39.259960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:39.260661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:39.260741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:39.260773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:39.378759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:39.378926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:39.378975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:39.379005] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:39.382500] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: UP (p=88.38%)
[2025-12-26T20:33:39.382795] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-12-26T20:33:39.382939] [INFO ] [sig       ] TY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:39.525890] [INFO ] [LOCAL     ] Saved forecast: TY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TY.txt
[2025-12-26T20:33:39.526030] [INFO ] [sig       ] [3228/3548] Completed TY in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-26T20:33:39.526068] [INFO ] [sig       ] [3229/3548] Forecasting TYG...
[2025-12-26T20:33:39.526097] [INFO ] [sig       ] Generating forecast for: TYG
[2025-12-26T20:33:39.526127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-12-26T20:33:39.536160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2025-12-26T20:33:39.536534] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-12-26T20:33:39.537361] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-12-26T20:33:39.537416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:39.537449] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:39.537478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:39.537538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:39.597446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:39.598304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:39.598389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:39.598453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:39.726090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:39.726254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:39.726315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:39.726356] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:39.729963] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=8.98%)
[2025-12-26T20:33:39.730259] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-12-26T20:33:39.730393] [INFO ] [sig       ] TYG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:39.889437] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TYG.txt
[2025-12-26T20:33:39.889610] [INFO ] [sig       ] [3229/3548] Completed TYG in 0.4s | 2.89 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-26T20:33:39.889652] [INFO ] [sig       ] [3230/3548] Forecasting TYGO...
[2025-12-26T20:33:39.889683] [INFO ] [sig       ] Generating forecast for: TYGO
[2025-12-26T20:33:39.889713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2025-12-26T20:33:39.902278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2025-12-26T20:33:39.902901] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2025-12-26T20:33:39.903906] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2025-12-26T20:33:39.903963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:39.903999] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:39.904028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:39.904090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:39.964971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:39.966175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:39.966304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:39.966339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:40.087910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:40.088134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:40.088184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:40.088241] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:40.092224] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: DOWN (p=31.33%)
[2025-12-26T20:33:40.092606] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2025-12-26T20:33:40.092760] [INFO ] [sig       ] TYGO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:40.245303] [INFO ] [LOCAL     ] Saved forecast: TYGO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TYGO.txt
[2025-12-26T20:33:40.245505] [INFO ] [sig       ] [3230/3548] Completed TYGO in 0.4s | 2.89 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-26T20:33:40.245548] [INFO ] [sig       ] [3231/3548] Forecasting TYL...
[2025-12-26T20:33:40.245598] [INFO ] [sig       ] Generating forecast for: TYL
[2025-12-26T20:33:40.245631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-12-26T20:33:40.257449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2025-12-26T20:33:40.258059] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-12-26T20:33:40.259078] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-12-26T20:33:40.259133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:40.259167] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:40.259195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:40.259256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:40.317876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:40.319011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:40.319107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:40.319141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:40.443447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:40.443695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:40.443746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:40.443779] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:40.448078] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: DOWN (p=6.40%)
[2025-12-26T20:33:40.448391] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-12-26T20:33:40.448531] [INFO ] [sig       ] TYL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:40.598656] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TYL.txt
[2025-12-26T20:33:40.598861] [INFO ] [sig       ] [3231/3548] Completed TYL in 0.4s | 2.89 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-26T20:33:40.598927] [INFO ] [sig       ] [3232/3548] Forecasting TYRA...
[2025-12-26T20:33:40.598962] [INFO ] [sig       ] Generating forecast for: TYRA
[2025-12-26T20:33:40.598994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2025-12-26T20:33:40.613873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2025-12-26T20:33:40.614536] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2025-12-26T20:33:40.615525] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2025-12-26T20:33:40.615600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:40.615839] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:40.615878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:40.615944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:40.675026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:40.676159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:40.676258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:40.676318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:40.807649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:40.807808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:40.807851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:40.807879] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:40.811403] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: DOWN (p=14.19%)
[2025-12-26T20:33:40.811701] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2025-12-26T20:33:40.811835] [INFO ] [sig       ] TYRA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:40.951115] [INFO ] [LOCAL     ] Saved forecast: TYRA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/TYRA.txt
[2025-12-26T20:33:40.951273] [INFO ] [sig       ] [3232/3548] Completed TYRA in 0.4s | 2.89 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-26T20:33:40.951313] [INFO ] [sig       ] [3233/3548] Forecasting TZOO...
[2025-12-26T20:33:40.951346] [INFO ] [sig       ] Generating forecast for: TZOO
[2025-12-26T20:33:40.951377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2025-12-26T20:33:40.962343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2025-12-26T20:33:40.962690] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2025-12-26T20:33:40.963459] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2025-12-26T20:33:40.963509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:40.963540] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:40.963565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:40.963644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:41.020153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:41.021024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:41.021105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:41.021137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:41.141095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:41.141257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:41.141300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:41.141328] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:41.144747] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: UP (p=57.43%)
[2025-12-26T20:33:41.145014] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2025-12-26T20:33:41.145134] [INFO ] [sig       ] TZOO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:41.284044] [INFO ] [LOCAL     ] Saved forecast: TZOO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/TZOO.txt
[2025-12-26T20:33:41.284170] [INFO ] [sig       ] [3233/3548] Completed TZOO in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-26T20:33:41.284208] [INFO ] [sig       ] [3234/3548] Forecasting UAA...
[2025-12-26T20:33:41.284237] [INFO ] [sig       ] Generating forecast for: UAA
[2025-12-26T20:33:41.284267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-12-26T20:33:41.295479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2025-12-26T20:33:41.295823] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-12-26T20:33:41.296597] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-12-26T20:33:41.296648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:41.296679] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:41.296719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:41.296777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:41.353314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:41.353960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:41.354036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:41.354068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:41.475733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:41.475888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:41.475936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:41.475966] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:41.479402] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: DOWN (p=5.82%)
[2025-12-26T20:33:41.479709] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-12-26T20:33:41.479835] [INFO ] [sig       ] UAA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:41.621413] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UAA.txt
[2025-12-26T20:33:41.621599] [INFO ] [sig       ] [3234/3548] Completed UAA in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-26T20:33:41.621646] [INFO ] [sig       ] [3235/3548] Forecasting UAE...
[2025-12-26T20:33:41.621677] [INFO ] [sig       ] Generating forecast for: UAE
[2025-12-26T20:33:41.621708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2025-12-26T20:33:41.631702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2025-12-26T20:33:41.632017] [INFO ] [FORECASTER] Starting predict_future for UAE
[2025-12-26T20:33:41.632792] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2025-12-26T20:33:41.632843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:41.632874] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:41.632900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:41.632958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:41.694470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:41.695293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:41.695376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:41.695410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:41.818654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:41.818818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:41.818872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:41.818928] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:41.822499] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: DOWN (p=10.09%)
[2025-12-26T20:33:41.822800] [INFO ] [FORECASTER] Completed predict_future for UAE
[2025-12-26T20:33:41.822937] [INFO ] [sig       ] UAE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:41.969153] [INFO ] [LOCAL     ] Saved forecast: UAE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UAE.txt
[2025-12-26T20:33:41.969284] [INFO ] [sig       ] [3235/3548] Completed UAE in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-26T20:33:41.969328] [INFO ] [sig       ] [3236/3548] Forecasting UAL...
[2025-12-26T20:33:41.969362] [INFO ] [sig       ] Generating forecast for: UAL
[2025-12-26T20:33:41.969398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2025-12-26T20:33:41.980503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2025-12-26T20:33:41.980863] [INFO ] [FORECASTER] Starting predict_future for UAL
[2025-12-26T20:33:41.981742] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2025-12-26T20:33:41.981794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:41.981865] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:41.981896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:41.981955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:42.041661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:42.042500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:42.042599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:42.042636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:42.165022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:42.165149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:42.165201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:42.165231] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:42.168789] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: DOWN (p=15.78%)
[2025-12-26T20:33:42.169125] [INFO ] [FORECASTER] Completed predict_future for UAL
[2025-12-26T20:33:42.169267] [INFO ] [sig       ] UAL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:42.315641] [INFO ] [LOCAL     ] Saved forecast: UAL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UAL.txt
[2025-12-26T20:33:42.315772] [INFO ] [sig       ] [3236/3548] Completed UAL in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-26T20:33:42.315811] [INFO ] [sig       ] [3237/3548] Forecasting UBFO...
[2025-12-26T20:33:42.315841] [INFO ] [sig       ] Generating forecast for: UBFO
[2025-12-26T20:33:42.315872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2025-12-26T20:33:42.325250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2025-12-26T20:33:42.325562] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2025-12-26T20:33:42.326495] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2025-12-26T20:33:42.326547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:42.326594] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:42.326622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:42.326680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:42.385016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:42.385747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:42.385828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:42.385861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:42.499005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:42.499158] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-26T20:33:42.499201] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:42.499229] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:42.502613] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: DOWN (p=44.18%)
[2025-12-26T20:33:42.502879] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2025-12-26T20:33:42.502998] [INFO ] [sig       ] UBFO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:42.643372] [INFO ] [LOCAL     ] Saved forecast: UBFO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UBFO.txt
[2025-12-26T20:33:42.643514] [INFO ] [sig       ] [3237/3548] Completed UBFO in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-26T20:33:42.643552] [INFO ] [sig       ] [3238/3548] Forecasting UBND...
[2025-12-26T20:33:42.643602] [INFO ] [sig       ] Generating forecast for: UBND
[2025-12-26T20:33:42.643640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2025-12-26T20:33:42.654773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2025-12-26T20:33:42.655101] [INFO ] [FORECASTER] Starting predict_future for UBND
[2025-12-26T20:33:42.655904] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2025-12-26T20:33:42.655958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:42.655990] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:42.656018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:42.656104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:42.717310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:42.718124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:42.718206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:42.718240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:42.846418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:42.846591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:42.846638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:42.846667] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:42.850141] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: UP (p=94.57%)
[2025-12-26T20:33:42.850440] [INFO ] [FORECASTER] Completed predict_future for UBND
[2025-12-26T20:33:42.850597] [INFO ] [sig       ] UBND: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:42.999020] [INFO ] [LOCAL     ] Saved forecast: UBND	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/UBND.txt
[2025-12-26T20:33:42.999164] [INFO ] [sig       ] [3238/3548] Completed UBND in 0.4s | 2.89 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-26T20:33:42.999205] [INFO ] [sig       ] [3239/3548] Forecasting UBRL...
[2025-12-26T20:33:42.999233] [INFO ] [sig       ] Generating forecast for: UBRL
[2025-12-26T20:33:42.999263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2025-12-26T20:33:43.010525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2025-12-26T20:33:43.010958] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2025-12-26T20:33:43.011784] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2025-12-26T20:33:43.011837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:43.011868] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:43.011896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:43.011955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:43.070025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:43.070759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:43.070840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:43.070873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:43.194722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:43.194880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:43.194925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:43.194995] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:43.198505] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: UP (p=71.15%)
[2025-12-26T20:33:43.198803] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2025-12-26T20:33:43.198956] [INFO ] [sig       ] UBRL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:43.340460] [INFO ] [LOCAL     ] Saved forecast: UBRL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/UBRL.txt
[2025-12-26T20:33:43.340652] [INFO ] [sig       ] [3239/3548] Completed UBRL in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-26T20:33:43.340698] [INFO ] [sig       ] [3240/3548] Forecasting UBS...
[2025-12-26T20:33:43.340729] [INFO ] [sig       ] Generating forecast for: UBS
[2025-12-26T20:33:43.340759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-12-26T20:33:43.350660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2025-12-26T20:33:43.350996] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-12-26T20:33:43.351784] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-12-26T20:33:43.351835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:43.351866] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:43.351893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:43.351950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:43.408176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:43.408896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:43.408977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:43.409011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:43.532679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:43.532827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:43.532869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:43.532896] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:43.536265] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: UP (p=58.25%)
[2025-12-26T20:33:43.536534] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-12-26T20:33:43.536676] [INFO ] [sig       ] UBS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:43.686201] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/UBS.txt
[2025-12-26T20:33:43.686357] [INFO ] [sig       ] [3240/3548] Completed UBS in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-26T20:33:43.686397] [INFO ] [sig       ] [3241/3548] Forecasting UBSI...
[2025-12-26T20:33:43.686427] [INFO ] [sig       ] Generating forecast for: UBSI
[2025-12-26T20:33:43.686456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2025-12-26T20:33:43.697972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2025-12-26T20:33:43.698375] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2025-12-26T20:33:43.699275] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2025-12-26T20:33:43.699330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:43.699360] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:43.699386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:43.699444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:43.757465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:43.758333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:43.758418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:43.758451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:43.876673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:43.876817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:43.876857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:43.876886] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:43.880381] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: UP (p=80.22%)
[2025-12-26T20:33:43.880706] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2025-12-26T20:33:43.880837] [INFO ] [sig       ] UBSI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:44.028793] [INFO ] [LOCAL     ] Saved forecast: UBSI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/UBSI.txt
[2025-12-26T20:33:44.028964] [INFO ] [sig       ] [3241/3548] Completed UBSI in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-26T20:33:44.029010] [INFO ] [sig       ] [3242/3548] Forecasting UDMY...
[2025-12-26T20:33:44.029039] [INFO ] [sig       ] Generating forecast for: UDMY
[2025-12-26T20:33:44.029070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2025-12-26T20:33:44.040078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2025-12-26T20:33:44.040407] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2025-12-26T20:33:44.041227] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2025-12-26T20:33:44.041281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:44.041315] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:44.041354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:44.041431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:44.099935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:44.100609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:44.100687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:44.100719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:44.219428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:44.219605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:44.219648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:44.219676] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:44.223141] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: DOWN (p=42.53%)
[2025-12-26T20:33:44.223424] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2025-12-26T20:33:44.223590] [INFO ] [sig       ] UDMY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:44.371619] [INFO ] [LOCAL     ] Saved forecast: UDMY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UDMY.txt
[2025-12-26T20:33:44.371787] [INFO ] [sig       ] [3242/3548] Completed UDMY in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-26T20:33:44.371830] [INFO ] [sig       ] [3243/3548] Forecasting UE...
[2025-12-26T20:33:44.371860] [INFO ] [sig       ] Generating forecast for: UE
[2025-12-26T20:33:44.371891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-12-26T20:33:44.382487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2025-12-26T20:33:44.382921] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-12-26T20:33:44.383746] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-12-26T20:33:44.383798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:44.383830] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:44.383858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:44.383916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:44.442487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:44.443298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:44.443378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:44.443411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:44.563477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:44.563639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:44.563683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:44.563712] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:44.567108] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=88.08%)
[2025-12-26T20:33:44.567383] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-12-26T20:33:44.567506] [INFO ] [sig       ] UE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:44.717857] [INFO ] [LOCAL     ] Saved forecast: UE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/UE.txt
[2025-12-26T20:33:44.718008] [INFO ] [sig       ] [3243/3548] Completed UE in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-26T20:33:44.718049] [INFO ] [sig       ] [3244/3548] Forecasting UEIC...
[2025-12-26T20:33:44.718077] [INFO ] [sig       ] Generating forecast for: UEIC
[2025-12-26T20:33:44.718106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2025-12-26T20:33:44.728808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2025-12-26T20:33:44.729174] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2025-12-26T20:33:44.729994] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2025-12-26T20:33:44.730045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:44.730077] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:44.730104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:44.730161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:44.787112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:44.787931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:44.788011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:44.788044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:44.907653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:44.907809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:44.907851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:44.907880] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:44.911321] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: UP (p=68.36%)
[2025-12-26T20:33:44.911610] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2025-12-26T20:33:44.911733] [INFO ] [sig       ] UEIC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:45.057565] [INFO ] [LOCAL     ] Saved forecast: UEIC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/UEIC.txt
[2025-12-26T20:33:45.057740] [INFO ] [sig       ] [3244/3548] Completed UEIC in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-26T20:33:45.057782] [INFO ] [sig       ] [3245/3548] Forecasting UFCS...
[2025-12-26T20:33:45.057811] [INFO ] [sig       ] Generating forecast for: UFCS
[2025-12-26T20:33:45.057841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2025-12-26T20:33:45.069106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2025-12-26T20:33:45.069454] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2025-12-26T20:33:45.070254] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2025-12-26T20:33:45.070307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:45.070339] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:45.070366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:45.070424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:45.127066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:45.127961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:45.128050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:45.128083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:45.247925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:45.248083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:45.248125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:45.248154] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:45.251660] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: UP (p=92.29%)
[2025-12-26T20:33:45.252007] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2025-12-26T20:33:45.252150] [INFO ] [sig       ] UFCS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:45.403703] [INFO ] [LOCAL     ] Saved forecast: UFCS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/UFCS.txt
[2025-12-26T20:33:45.403887] [INFO ] [sig       ] [3245/3548] Completed UFCS in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-26T20:33:45.403928] [INFO ] [sig       ] [3246/3548] Forecasting UFI...
[2025-12-26T20:33:45.403957] [INFO ] [sig       ] Generating forecast for: UFI
[2025-12-26T20:33:45.403987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-12-26T20:33:45.415179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2025-12-26T20:33:45.415535] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-12-26T20:33:45.416343] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-12-26T20:33:45.416394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:45.416426] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:45.416453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:45.416510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:45.473851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:45.474686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:45.474799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:45.474831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:45.594520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:45.594694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:45.594739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:45.594767] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:45.598228] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=26.69%)
[2025-12-26T20:33:45.598545] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-12-26T20:33:45.598698] [INFO ] [sig       ] UFI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:45.741031] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UFI.txt
[2025-12-26T20:33:45.741194] [INFO ] [sig       ] [3246/3548] Completed UFI in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-26T20:33:45.741235] [INFO ] [sig       ] [3247/3548] Forecasting UFO...
[2025-12-26T20:33:45.741265] [INFO ] [sig       ] Generating forecast for: UFO
[2025-12-26T20:33:45.741296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2025-12-26T20:33:45.751111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2025-12-26T20:33:45.751505] [INFO ] [FORECASTER] Starting predict_future for UFO
[2025-12-26T20:33:45.752298] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2025-12-26T20:33:45.752365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:45.752397] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:45.752424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:45.752481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:45.809605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:45.810437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:45.810524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:45.810556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:45.929334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:45.929490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:45.929532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:45.929559] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:45.933006] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: DOWN (p=20.19%)
[2025-12-26T20:33:45.933291] [INFO ] [FORECASTER] Completed predict_future for UFO
[2025-12-26T20:33:45.933416] [INFO ] [sig       ] UFO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:46.073611] [INFO ] [LOCAL     ] Saved forecast: UFO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UFO.txt
[2025-12-26T20:33:46.073755] [INFO ] [sig       ] [3247/3548] Completed UFO in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-26T20:33:46.073795] [INFO ] [sig       ] [3248/3548] Forecasting UFPI...
[2025-12-26T20:33:46.073824] [INFO ] [sig       ] Generating forecast for: UFPI
[2025-12-26T20:33:46.073853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2025-12-26T20:33:46.084553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2025-12-26T20:33:46.084972] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2025-12-26T20:33:46.085791] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2025-12-26T20:33:46.085842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:46.085872] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:46.085899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:46.085957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:46.142171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:46.142888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:46.142967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:46.142998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:46.260330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:46.260485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:46.260538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:46.260584] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:46.264096] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: DOWN (p=35.85%)
[2025-12-26T20:33:46.264372] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2025-12-26T20:33:46.264497] [INFO ] [sig       ] UFPI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:46.403824] [INFO ] [LOCAL     ] Saved forecast: UFPI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UFPI.txt
[2025-12-26T20:33:46.403969] [INFO ] [sig       ] [3248/3548] Completed UFPI in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-26T20:33:46.404008] [INFO ] [sig       ] [3249/3548] Forecasting UGI...
[2025-12-26T20:33:46.404038] [INFO ] [sig       ] Generating forecast for: UGI
[2025-12-26T20:33:46.404067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-12-26T20:33:46.414069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2025-12-26T20:33:46.414378] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-12-26T20:33:46.415216] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-12-26T20:33:46.415269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:46.415300] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:46.415325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:46.415383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:46.473464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:46.474217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:46.474295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:46.474327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:46.596096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:46.596232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:46.596276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:46.596304] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:46.603175] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=11.24%)
[2025-12-26T20:33:46.603523] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-12-26T20:33:46.603677] [INFO ] [sig       ] UGI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:46.745337] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UGI.txt
[2025-12-26T20:33:46.745495] [INFO ] [sig       ] [3249/3548] Completed UGI in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-26T20:33:46.745537] [INFO ] [sig       ] [3250/3548] Forecasting UGP...
[2025-12-26T20:33:46.745567] [INFO ] [sig       ] Generating forecast for: UGP
[2025-12-26T20:33:46.745619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-12-26T20:33:46.758130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2025-12-26T20:33:46.758738] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-12-26T20:33:46.759772] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-12-26T20:33:46.759826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:46.759861] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:46.759887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:46.759953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:46.819279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:46.820475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:46.820595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:46.820632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:46.949000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:46.949239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:46.949288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:46.949317] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:46.953530] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: UP (p=55.99%)
[2025-12-26T20:33:46.953858] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-12-26T20:33:46.953998] [INFO ] [sig       ] UGP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:47.095784] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/UGP.txt
[2025-12-26T20:33:47.095979] [INFO ] [sig       ] [3250/3548] Completed UGP in 0.4s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-26T20:33:47.096039] [INFO ] [sig       ] [3251/3548] Forecasting UHAL...
[2025-12-26T20:33:47.096071] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-12-26T20:33:47.096103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-12-26T20:33:47.108198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2025-12-26T20:33:47.108669] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-12-26T20:33:47.109531] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-12-26T20:33:47.109607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:47.109642] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:47.109668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:47.109726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:47.166245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:47.167002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:47.167088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:47.167121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:47.292605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:47.292762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:47.292806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:47.292833] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:47.296270] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: UP (p=75.29%)
[2025-12-26T20:33:47.296567] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-12-26T20:33:47.296715] [INFO ] [sig       ] UHAL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:47.435173] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/UHAL.txt
[2025-12-26T20:33:47.435306] [INFO ] [sig       ] [3251/3548] Completed UHAL in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-26T20:33:47.435345] [INFO ] [sig       ] [3252/3548] Forecasting UHG...
[2025-12-26T20:33:47.435374] [INFO ] [sig       ] Generating forecast for: UHG
[2025-12-26T20:33:47.435402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2025-12-26T20:33:47.446041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2025-12-26T20:33:47.446409] [INFO ] [FORECASTER] Starting predict_future for UHG
[2025-12-26T20:33:47.447194] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2025-12-26T20:33:47.447245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:47.447276] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:47.447302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:47.447359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:47.503849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:47.504502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:47.504596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:47.504631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:47.622832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:47.622990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:47.623032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:47.623062] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:47.626490] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: DOWN (p=18.17%)
[2025-12-26T20:33:47.626788] [INFO ] [FORECASTER] Completed predict_future for UHG
[2025-12-26T20:33:47.626933] [INFO ] [sig       ] UHG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:47.769694] [INFO ] [LOCAL     ] Saved forecast: UHG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UHG.txt
[2025-12-26T20:33:47.769832] [INFO ] [sig       ] [3252/3548] Completed UHG in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-26T20:33:47.769872] [INFO ] [sig       ] [3253/3548] Forecasting UHS...
[2025-12-26T20:33:47.769902] [INFO ] [sig       ] Generating forecast for: UHS
[2025-12-26T20:33:47.769932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-12-26T20:33:47.781183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2025-12-26T20:33:47.781546] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-12-26T20:33:47.782346] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-12-26T20:33:47.782398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:47.782458] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:47.782486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:47.782543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:47.840105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:47.840758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:47.840833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:47.840865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:47.960499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:47.960668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:47.960712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:47.960741] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:47.964067] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: UP (p=76.45%)
[2025-12-26T20:33:47.964331] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-12-26T20:33:47.964453] [INFO ] [sig       ] UHS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:48.103862] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/UHS.txt
[2025-12-26T20:33:48.103993] [INFO ] [sig       ] [3253/3548] Completed UHS in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-26T20:33:48.104032] [INFO ] [sig       ] [3254/3548] Forecasting UI...
[2025-12-26T20:33:48.104061] [INFO ] [sig       ] Generating forecast for: UI
[2025-12-26T20:33:48.104090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-12-26T20:33:48.114324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UI'.
[2025-12-26T20:33:48.114697] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-12-26T20:33:48.115455] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-12-26T20:33:48.115506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:48.115536] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:48.115562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:48.115640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:48.172859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:48.173517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:48.173612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:48.173647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:48.293697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:48.293831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:48.293890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:48.293919] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:48.297383] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=62.68%)
[2025-12-26T20:33:48.297674] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-12-26T20:33:48.297798] [INFO ] [sig       ] UI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:48.441810] [INFO ] [LOCAL     ] Saved forecast: UI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/UI.txt
[2025-12-26T20:33:48.441954] [INFO ] [sig       ] [3254/3548] Completed UI in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-26T20:33:48.441993] [INFO ] [sig       ] [3255/3548] Forecasting UIS...
[2025-12-26T20:33:48.442023] [INFO ] [sig       ] Generating forecast for: UIS
[2025-12-26T20:33:48.442052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-12-26T20:33:48.451792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2025-12-26T20:33:48.452145] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-12-26T20:33:48.452963] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-12-26T20:33:48.453017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:48.453051] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:48.453078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:48.453136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:48.510460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:48.511156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:48.511236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:48.511269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:48.633476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:48.633640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:48.633684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:48.633714] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:48.637146] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: UP (p=65.99%)
[2025-12-26T20:33:48.637410] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-12-26T20:33:48.637533] [INFO ] [sig       ] UIS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:48.778473] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/UIS.txt
[2025-12-26T20:33:48.778649] [INFO ] [sig       ] [3255/3548] Completed UIS in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-26T20:33:48.778690] [INFO ] [sig       ] [3256/3548] Forecasting UITB...
[2025-12-26T20:33:48.778720] [INFO ] [sig       ] Generating forecast for: UITB
[2025-12-26T20:33:48.778750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2025-12-26T20:33:48.789472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2025-12-26T20:33:48.789842] [INFO ] [FORECASTER] Starting predict_future for UITB
[2025-12-26T20:33:48.790642] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2025-12-26T20:33:48.790694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:48.790727] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:48.790754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:48.790814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:48.848822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:48.849497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:48.849610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:48.849648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:48.966477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:48.966623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:48.966668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:48.966695] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:48.970092] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: DOWN (p=31.70%)
[2025-12-26T20:33:48.970360] [INFO ] [FORECASTER] Completed predict_future for UITB
[2025-12-26T20:33:48.970479] [INFO ] [sig       ] UITB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:49.113204] [INFO ] [LOCAL     ] Saved forecast: UITB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UITB.txt
[2025-12-26T20:33:49.113330] [INFO ] [sig       ] [3256/3548] Completed UITB in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-26T20:33:49.113369] [INFO ] [sig       ] [3257/3548] Forecasting UL...
[2025-12-26T20:33:49.113399] [INFO ] [sig       ] Generating forecast for: UL
[2025-12-26T20:33:49.113428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-12-26T20:33:49.123367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2025-12-26T20:33:49.123709] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-12-26T20:33:49.124471] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-12-26T20:33:49.124522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:49.124553] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:49.124603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:49.124664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:49.183126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:49.183797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:49.183877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:49.183909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:49.307395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:49.307527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:49.307586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:49.307618] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:49.310989] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: DOWN (p=0.40%)
[2025-12-26T20:33:49.311256] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-12-26T20:33:49.311375] [INFO ] [sig       ] UL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:49.450930] [INFO ] [LOCAL     ] Saved forecast: UL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UL.txt
[2025-12-26T20:33:49.451056] [INFO ] [sig       ] [3257/3548] Completed UL in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-26T20:33:49.451096] [INFO ] [sig       ] [3258/3548] Forecasting ULBI...
[2025-12-26T20:33:49.451127] [INFO ] [sig       ] Generating forecast for: ULBI
[2025-12-26T20:33:49.451156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2025-12-26T20:33:49.461219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULBI'.
[2025-12-26T20:33:49.461531] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2025-12-26T20:33:49.462320] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2025-12-26T20:33:49.462371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:49.462401] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:49.462440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:49.462499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:49.519101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:49.519901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:49.520010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:49.520069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:49.643209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:49.643364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:49.643410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:49.643439] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:49.646911] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: DOWN (p=37.68%)
[2025-12-26T20:33:49.647174] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2025-12-26T20:33:49.647293] [INFO ] [sig       ] ULBI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:49.787628] [INFO ] [LOCAL     ] Saved forecast: ULBI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ULBI.txt
[2025-12-26T20:33:49.787754] [INFO ] [sig       ] [3258/3548] Completed ULBI in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-26T20:33:49.787791] [INFO ] [sig       ] [3259/3548] Forecasting ULCC...
[2025-12-26T20:33:49.787822] [INFO ] [sig       ] Generating forecast for: ULCC
[2025-12-26T20:33:49.787851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2025-12-26T20:33:49.798752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2025-12-26T20:33:49.799096] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2025-12-26T20:33:49.799885] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2025-12-26T20:33:49.799936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:49.799967] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:49.799993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:49.800050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:49.856956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:49.857569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:49.857661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:49.857693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:49.976661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:49.976812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:49.976856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:49.976884] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:49.980234] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: DOWN (p=11.67%)
[2025-12-26T20:33:49.980498] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2025-12-26T20:33:49.980641] [INFO ] [sig       ] ULCC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:50.120364] [INFO ] [LOCAL     ] Saved forecast: ULCC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ULCC.txt
[2025-12-26T20:33:50.120490] [INFO ] [sig       ] [3259/3548] Completed ULCC in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-26T20:33:50.120534] [INFO ] [sig       ] [3260/3548] Forecasting ULH...
[2025-12-26T20:33:50.120588] [INFO ] [sig       ] Generating forecast for: ULH
[2025-12-26T20:33:50.120629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2025-12-26T20:33:50.130737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2025-12-26T20:33:50.131071] [INFO ] [FORECASTER] Starting predict_future for ULH
[2025-12-26T20:33:50.131942] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2025-12-26T20:33:50.131995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:50.132028] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:50.132054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:50.132112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:50.190900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:50.191547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:50.191658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:50.191711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:50.315860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:50.316002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:50.316044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:50.316074] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:50.319611] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: UP (p=73.43%)
[2025-12-26T20:33:50.319904] [INFO ] [FORECASTER] Completed predict_future for ULH
[2025-12-26T20:33:50.320031] [INFO ] [sig       ] ULH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:50.462432] [INFO ] [LOCAL     ] Saved forecast: ULH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ULH.txt
[2025-12-26T20:33:50.462603] [INFO ] [sig       ] [3260/3548] Completed ULH in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-26T20:33:50.462646] [INFO ] [sig       ] [3261/3548] Forecasting ULTA...
[2025-12-26T20:33:50.462676] [INFO ] [sig       ] Generating forecast for: ULTA
[2025-12-26T20:33:50.462706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2025-12-26T20:33:50.473489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2025-12-26T20:33:50.473850] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2025-12-26T20:33:50.474652] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2025-12-26T20:33:50.474707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:50.474767] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:50.474809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:50.474873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:50.533045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:50.533818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:50.533899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:50.533932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:50.652903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:50.653051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:50.653093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:50.653123] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:50.656553] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: DOWN (p=43.29%)
[2025-12-26T20:33:50.656865] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2025-12-26T20:33:50.656995] [INFO ] [sig       ] ULTA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:50.819551] [INFO ] [LOCAL     ] Saved forecast: ULTA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ULTA.txt
[2025-12-26T20:33:50.819768] [INFO ] [sig       ] [3261/3548] Completed ULTA in 0.4s | 2.89 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-26T20:33:50.819818] [INFO ] [sig       ] [3262/3548] Forecasting ULY...
[2025-12-26T20:33:50.819850] [INFO ] [sig       ] Generating forecast for: ULY
[2025-12-26T20:33:50.819893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2025-12-26T20:33:50.832873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2025-12-26T20:33:50.833270] [INFO ] [FORECASTER] Starting predict_future for ULY
[2025-12-26T20:33:50.834180] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2025-12-26T20:33:50.834236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:50.834267] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:50.834295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:50.834353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:50.893013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:50.893985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:50.894074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:50.894107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:51.011179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:51.011329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:51.011372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:51.011400] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:51.014799] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: UP (p=52.03%)
[2025-12-26T20:33:51.015066] [INFO ] [FORECASTER] Completed predict_future for ULY
[2025-12-26T20:33:51.015187] [INFO ] [sig       ] ULY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:51.154793] [INFO ] [LOCAL     ] Saved forecast: ULY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ULY.txt
[2025-12-26T20:33:51.154919] [INFO ] [sig       ] [3262/3548] Completed ULY in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-26T20:33:51.154958] [INFO ] [sig       ] [3263/3548] Forecasting UMBF...
[2025-12-26T20:33:51.154986] [INFO ] [sig       ] Generating forecast for: UMBF
[2025-12-26T20:33:51.155016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2025-12-26T20:33:51.166023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2025-12-26T20:33:51.166366] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2025-12-26T20:33:51.167199] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2025-12-26T20:33:51.167253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:51.167284] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:51.167312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:51.167370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:51.223591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:51.224325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:51.224438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:51.224471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:51.342700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:51.342851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:51.342893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:51.342921] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:51.346433] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: DOWN (p=26.46%)
[2025-12-26T20:33:51.346721] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2025-12-26T20:33:51.346847] [INFO ] [sig       ] UMBF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:51.492314] [INFO ] [LOCAL     ] Saved forecast: UMBF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UMBF.txt
[2025-12-26T20:33:51.492442] [INFO ] [sig       ] [3263/3548] Completed UMBF in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-26T20:33:51.492481] [INFO ] [sig       ] [3264/3548] Forecasting UMC...
[2025-12-26T20:33:51.492511] [INFO ] [sig       ] Generating forecast for: UMC
[2025-12-26T20:33:51.492541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-12-26T20:33:51.504116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2025-12-26T20:33:51.504520] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-12-26T20:33:51.505343] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-12-26T20:33:51.505394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:51.505424] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:51.505449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:51.505507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:51.562416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:51.563260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:51.563341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:51.563372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:51.682869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:51.683020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:51.683062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:51.683090] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:51.686471] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=14.44%)
[2025-12-26T20:33:51.686761] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-12-26T20:33:51.686882] [INFO ] [sig       ] UMC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:51.826497] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UMC.txt
[2025-12-26T20:33:51.826634] [INFO ] [sig       ] [3264/3548] Completed UMC in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-26T20:33:51.826675] [INFO ] [sig       ] [3265/3548] Forecasting UMH...
[2025-12-26T20:33:51.826705] [INFO ] [sig       ] Generating forecast for: UMH
[2025-12-26T20:33:51.826734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-12-26T20:33:51.837733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2025-12-26T20:33:51.838154] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-12-26T20:33:51.839040] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-12-26T20:33:51.839094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:51.839125] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:51.839152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:51.839210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:51.896389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:51.897120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:51.897200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:51.897231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:52.013280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:52.013438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:52.013479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:52.013506] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:52.016907] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=10.73%)
[2025-12-26T20:33:52.017187] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-12-26T20:33:52.017308] [INFO ] [sig       ] UMH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:52.167265] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UMH.txt
[2025-12-26T20:33:52.167421] [INFO ] [sig       ] [3265/3548] Completed UMH in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-26T20:33:52.167462] [INFO ] [sig       ] [3266/3548] Forecasting UMMA...
[2025-12-26T20:33:52.167491] [INFO ] [sig       ] Generating forecast for: UMMA
[2025-12-26T20:33:52.167520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2025-12-26T20:33:52.177706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMMA'.
[2025-12-26T20:33:52.178054] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2025-12-26T20:33:52.178844] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2025-12-26T20:33:52.178909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:52.178945] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:52.178971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:52.179029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:52.236494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:52.237143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:52.237223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:52.237255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:52.351783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:52.351930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:52.351972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:52.352001] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:52.355396] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: UP (p=69.46%)
[2025-12-26T20:33:52.355687] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2025-12-26T20:33:52.355814] [INFO ] [sig       ] UMMA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:52.502921] [INFO ] [LOCAL     ] Saved forecast: UMMA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/UMMA.txt
[2025-12-26T20:33:52.503077] [INFO ] [sig       ] [3266/3548] Completed UMMA in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-26T20:33:52.503118] [INFO ] [sig       ] [3267/3548] Forecasting UNCY...
[2025-12-26T20:33:52.503147] [INFO ] [sig       ] Generating forecast for: UNCY
[2025-12-26T20:33:52.503176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2025-12-26T20:33:52.512956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2025-12-26T20:33:52.513287] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2025-12-26T20:33:52.514067] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2025-12-26T20:33:52.514118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:52.514149] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:52.514175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:52.514233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:52.571319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:52.572090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:52.572171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:52.572202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:52.688243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:52.688392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:52.688433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:52.688461] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:52.691826] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: UP (p=65.41%)
[2025-12-26T20:33:52.692103] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2025-12-26T20:33:52.692228] [INFO ] [sig       ] UNCY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:52.831957] [INFO ] [LOCAL     ] Saved forecast: UNCY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/UNCY.txt
[2025-12-26T20:33:52.832085] [INFO ] [sig       ] [3267/3548] Completed UNCY in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-26T20:33:52.832125] [INFO ] [sig       ] [3268/3548] Forecasting UNF...
[2025-12-26T20:33:52.832154] [INFO ] [sig       ] Generating forecast for: UNF
[2025-12-26T20:33:52.832183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-12-26T20:33:52.842768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2025-12-26T20:33:52.843108] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-12-26T20:33:52.843885] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-12-26T20:33:52.843935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:52.843967] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:52.843993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:52.844050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:52.901708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:52.902402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:52.902481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:52.902513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:53.022828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:53.022971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:53.023013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:53.023041] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:53.026367] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=95.59%)
[2025-12-26T20:33:53.026651] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-12-26T20:33:53.026771] [INFO ] [sig       ] UNF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:53.166631] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/UNF.txt
[2025-12-26T20:33:53.166759] [INFO ] [sig       ] [3268/3548] Completed UNF in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-26T20:33:53.166797] [INFO ] [sig       ] [3269/3548] Forecasting UNFI...
[2025-12-26T20:33:53.166827] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-12-26T20:33:53.166856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-12-26T20:33:53.177873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2025-12-26T20:33:53.178196] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-12-26T20:33:53.179012] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-12-26T20:33:53.179063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:53.179095] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:53.179121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:53.179193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:53.236910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:53.237588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:53.237672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:53.237706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:53.361533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:53.361679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:53.361724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:53.361753] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:53.365060] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=68.94%)
[2025-12-26T20:33:53.365329] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-12-26T20:33:53.365453] [INFO ] [sig       ] UNFI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:53.512038] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/UNFI.txt
[2025-12-26T20:33:53.512163] [INFO ] [sig       ] [3269/3548] Completed UNFI in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-26T20:33:53.512202] [INFO ] [sig       ] [3270/3548] Forecasting UNM...
[2025-12-26T20:33:53.512231] [INFO ] [sig       ] Generating forecast for: UNM
[2025-12-26T20:33:53.512260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-12-26T20:33:53.523044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2025-12-26T20:33:53.523440] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-12-26T20:33:53.524265] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-12-26T20:33:53.524317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:53.524377] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:53.524405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:53.524463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:53.589795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:53.590883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:53.590977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:53.591011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:53.713270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:53.713425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:53.713468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:53.713497] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:53.716920] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: UP (p=53.02%)
[2025-12-26T20:33:53.717201] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-12-26T20:33:53.717329] [INFO ] [sig       ] UNM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:53.862980] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/UNM.txt
[2025-12-26T20:33:53.863139] [INFO ] [sig       ] [3270/3548] Completed UNM in 0.4s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-26T20:33:53.863180] [INFO ] [sig       ] [3271/3548] Forecasting UNMA...
[2025-12-26T20:33:53.863209] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-12-26T20:33:53.863239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-12-26T20:33:53.875099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2025-12-26T20:33:53.875483] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-12-26T20:33:53.876302] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-12-26T20:33:53.876371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:53.876406] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:53.876433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:53.876491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:53.933728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:53.934617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:53.934699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:53.934731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:54.047337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:54.047490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:54.047545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:54.047625] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:54.051251] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: DOWN (p=0.63%)
[2025-12-26T20:33:54.051527] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-12-26T20:33:54.051677] [INFO ] [sig       ] UNMA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:54.192538] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UNMA.txt
[2025-12-26T20:33:54.192670] [INFO ] [sig       ] [3271/3548] Completed UNMA in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-26T20:33:54.192713] [INFO ] [sig       ] [3272/3548] Forecasting UNP...
[2025-12-26T20:33:54.192744] [INFO ] [sig       ] Generating forecast for: UNP
[2025-12-26T20:33:54.192774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-12-26T20:33:54.205291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2025-12-26T20:33:54.205745] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-12-26T20:33:54.206559] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-12-26T20:33:54.206636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:54.206670] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:54.206697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:54.206755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:54.264858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:54.265765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:54.265850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:54.265884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:54.385872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:54.386021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:54.386066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:54.386102] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:54.389608] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: DOWN (p=8.43%)
[2025-12-26T20:33:54.389888] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-12-26T20:33:54.390013] [INFO ] [sig       ] UNP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:54.531684] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UNP.txt
[2025-12-26T20:33:54.531853] [INFO ] [sig       ] [3272/3548] Completed UNP in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-26T20:33:54.531895] [INFO ] [sig       ] [3273/3548] Forecasting UNTY...
[2025-12-26T20:33:54.531924] [INFO ] [sig       ] Generating forecast for: UNTY
[2025-12-26T20:33:54.531955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2025-12-26T20:33:54.542563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2025-12-26T20:33:54.542950] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2025-12-26T20:33:54.543761] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2025-12-26T20:33:54.543814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:54.543847] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:54.543875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:54.543933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:54.601070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:54.601719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:54.601799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:54.601831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:54.722421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:54.722590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:54.722636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:54.722699] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:54.726298] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: DOWN (p=22.58%)
[2025-12-26T20:33:54.726610] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2025-12-26T20:33:54.726746] [INFO ] [sig       ] UNTY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:54.865502] [INFO ] [LOCAL     ] Saved forecast: UNTY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UNTY.txt
[2025-12-26T20:33:54.865650] [INFO ] [sig       ] [3273/3548] Completed UNTY in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-26T20:33:54.865691] [INFO ] [sig       ] [3274/3548] Forecasting UONE...
[2025-12-26T20:33:54.865720] [INFO ] [sig       ] Generating forecast for: UONE
[2025-12-26T20:33:54.865750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'.
[2025-12-26T20:33:54.876905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UONE'.
[2025-12-26T20:33:54.877269] [INFO ] [FORECASTER] Starting predict_future for UONE
[2025-12-26T20:33:54.878090] [DEBUG] [LOCAL     ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt
[2025-12-26T20:33:54.878143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:54.878174] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:54.878200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:54.878257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:54.936073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:54.936887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:54.936971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:54.937004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:55.050609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:55.050777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:55.050824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:55.050853] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:55.054284] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: DOWN (p=47.00%)
[2025-12-26T20:33:55.054559] [INFO ] [FORECASTER] Completed predict_future for UONE
[2025-12-26T20:33:55.054706] [INFO ] [sig       ] UONE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:55.252069] [INFO ] [LOCAL     ] Saved forecast: UONE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UONE.txt
[2025-12-26T20:33:55.252239] [INFO ] [sig       ] [3274/3548] Completed UONE in 0.4s | 2.89 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-26T20:33:55.252282] [INFO ] [sig       ] [3275/3548] Forecasting UPBD...
[2025-12-26T20:33:55.252312] [INFO ] [sig       ] Generating forecast for: UPBD
[2025-12-26T20:33:55.252341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2025-12-26T20:33:55.263077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2025-12-26T20:33:55.263407] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2025-12-26T20:33:55.264232] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2025-12-26T20:33:55.264285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:55.264323] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:55.264361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:55.264429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:55.323712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:55.324465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:55.324548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:55.324599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:55.446483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:55.446647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:55.446690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:55.446725] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:55.450174] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: UP (p=70.72%)
[2025-12-26T20:33:55.450450] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2025-12-26T20:33:55.450595] [INFO ] [sig       ] UPBD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:55.591133] [INFO ] [LOCAL     ] Saved forecast: UPBD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/UPBD.txt
[2025-12-26T20:33:55.591257] [INFO ] [sig       ] [3275/3548] Completed UPBD in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-26T20:33:55.591297] [INFO ] [sig       ] [3276/3548] Forecasting UPC...
[2025-12-26T20:33:55.591326] [INFO ] [sig       ] Generating forecast for: UPC
[2025-12-26T20:33:55.591357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2025-12-26T20:33:55.602471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2025-12-26T20:33:55.602827] [INFO ] [FORECASTER] Starting predict_future for UPC
[2025-12-26T20:33:55.603601] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2025-12-26T20:33:55.603655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:55.603687] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:55.603713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:55.603771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:55.662213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:55.662929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:55.663008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:55.663040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:55.775132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:55.775280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:55.775324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:55.775355] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:55.778805] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2025-12-26T20:33:55.779114] [INFO ] [FORECASTER] Completed predict_future for UPC
[2025-12-26T20:33:55.779242] [INFO ] [sig       ] UPC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:55.932988] [INFO ] [LOCAL     ] Saved forecast: UPC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UPC.txt
[2025-12-26T20:33:55.933163] [INFO ] [sig       ] [3276/3548] Completed UPC in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-26T20:33:55.933212] [INFO ] [sig       ] [3277/3548] Forecasting UPLD...
[2025-12-26T20:33:55.933242] [INFO ] [sig       ] Generating forecast for: UPLD
[2025-12-26T20:33:55.933272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2025-12-26T20:33:55.945196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2025-12-26T20:33:55.945611] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2025-12-26T20:33:55.946505] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2025-12-26T20:33:55.946559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:55.946637] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:55.946682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:55.946756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:56.008978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:56.009897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:56.009983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:56.010017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:56.126817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:56.126970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:56.127013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:56.127043] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:56.130619] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: DOWN (p=20.93%)
[2025-12-26T20:33:56.130913] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2025-12-26T20:33:56.131044] [INFO ] [sig       ] UPLD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:56.275789] [INFO ] [LOCAL     ] Saved forecast: UPLD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UPLD.txt
[2025-12-26T20:33:56.275924] [INFO ] [sig       ] [3277/3548] Completed UPLD in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-26T20:33:56.275966] [INFO ] [sig       ] [3278/3548] Forecasting UPS...
[2025-12-26T20:33:56.275995] [INFO ] [sig       ] Generating forecast for: UPS
[2025-12-26T20:33:56.276024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-12-26T20:33:56.287260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2025-12-26T20:33:56.287613] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-12-26T20:33:56.288417] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-12-26T20:33:56.288471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:56.288503] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:56.288529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:56.288614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:56.345605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:56.346242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:56.346320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:56.346352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:56.470222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:56.470372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:56.470432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:56.470461] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:56.473828] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: DOWN (p=43.79%)
[2025-12-26T20:33:56.474095] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-12-26T20:33:56.474217] [INFO ] [sig       ] UPS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:56.613252] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UPS.txt
[2025-12-26T20:33:56.613390] [INFO ] [sig       ] [3278/3548] Completed UPS in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-26T20:33:56.613430] [INFO ] [sig       ] [3279/3548] Forecasting UPWK...
[2025-12-26T20:33:56.613458] [INFO ] [sig       ] Generating forecast for: UPWK
[2025-12-26T20:33:56.613487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2025-12-26T20:33:56.627401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2025-12-26T20:33:56.627755] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2025-12-26T20:33:56.628541] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2025-12-26T20:33:56.628610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:56.628644] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:56.628670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:56.628728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:56.684981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:56.685618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:56.685694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:56.685726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:56.811148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:56.811297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:56.811340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:56.811368] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:56.814740] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: DOWN (p=8.23%)
[2025-12-26T20:33:56.815008] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2025-12-26T20:33:56.815127] [INFO ] [sig       ] UPWK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:56.953959] [INFO ] [LOCAL     ] Saved forecast: UPWK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UPWK.txt
[2025-12-26T20:33:56.954082] [INFO ] [sig       ] [3279/3548] Completed UPWK in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-26T20:33:56.954121] [INFO ] [sig       ] [3280/3548] Forecasting UPXI...
[2025-12-26T20:33:56.954150] [INFO ] [sig       ] Generating forecast for: UPXI
[2025-12-26T20:33:56.954179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'.
[2025-12-26T20:33:56.965593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPXI'.
[2025-12-26T20:33:56.965980] [INFO ] [FORECASTER] Starting predict_future for UPXI
[2025-12-26T20:33:56.966808] [DEBUG] [LOCAL     ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt
[2025-12-26T20:33:56.966860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:56.966891] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:56.966917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:56.966975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:57.024199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:57.025127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:57.025240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:57.025273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:57.147814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:57.147977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:57.148022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:57.148051] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:57.151555] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: DOWN (p=14.34%)
[2025-12-26T20:33:57.151861] [INFO ] [FORECASTER] Completed predict_future for UPXI
[2025-12-26T20:33:57.151993] [INFO ] [sig       ] UPXI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:57.290512] [INFO ] [LOCAL     ] Saved forecast: UPXI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UPXI.txt
[2025-12-26T20:33:57.290667] [INFO ] [sig       ] [3280/3548] Completed UPXI in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-26T20:33:57.290715] [INFO ] [sig       ] [3281/3548] Forecasting URBN...
[2025-12-26T20:33:57.290751] [INFO ] [sig       ] Generating forecast for: URBN
[2025-12-26T20:33:57.290787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2025-12-26T20:33:57.301818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2025-12-26T20:33:57.302181] [INFO ] [FORECASTER] Starting predict_future for URBN
[2025-12-26T20:33:57.302984] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2025-12-26T20:33:57.303036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:57.303066] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:57.303092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:57.303150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:57.359232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:57.359872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:57.359950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:57.359981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:57.481903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:57.482055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:57.482099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:57.482128] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:57.485695] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: DOWN (p=11.42%)
[2025-12-26T20:33:57.485983] [INFO ] [FORECASTER] Completed predict_future for URBN
[2025-12-26T20:33:57.486111] [INFO ] [sig       ] URBN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:57.626904] [INFO ] [LOCAL     ] Saved forecast: URBN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/URBN.txt
[2025-12-26T20:33:57.627026] [INFO ] [sig       ] [3281/3548] Completed URBN in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-26T20:33:57.627064] [INFO ] [sig       ] [3282/3548] Forecasting URGN...
[2025-12-26T20:33:57.627093] [INFO ] [sig       ] Generating forecast for: URGN
[2025-12-26T20:33:57.627121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2025-12-26T20:33:57.639646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2025-12-26T20:33:57.640188] [INFO ] [FORECASTER] Starting predict_future for URGN
[2025-12-26T20:33:57.641125] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2025-12-26T20:33:57.641181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:57.641231] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:57.641259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:57.641317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:57.703616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:57.704542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:57.704663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:57.704696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:57.821593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:57.821758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:57.821801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:57.821829] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:57.825213] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: DOWN (p=42.27%)
[2025-12-26T20:33:57.825497] [INFO ] [FORECASTER] Completed predict_future for URGN
[2025-12-26T20:33:57.825645] [INFO ] [sig       ] URGN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:57.965545] [INFO ] [LOCAL     ] Saved forecast: URGN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/URGN.txt
[2025-12-26T20:33:57.965724] [INFO ] [sig       ] [3282/3548] Completed URGN in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-26T20:33:57.965770] [INFO ] [sig       ] [3283/3548] Forecasting URI...
[2025-12-26T20:33:57.965798] [INFO ] [sig       ] Generating forecast for: URI
[2025-12-26T20:33:57.965828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-12-26T20:33:57.976975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2025-12-26T20:33:57.977346] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-12-26T20:33:57.978151] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-12-26T20:33:57.978201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:57.978232] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:57.978258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:57.978316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:58.039129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:58.040093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:58.040178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:58.040212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:58.168643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:58.168804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:58.168849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:58.168904] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:58.172454] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=17.51%)
[2025-12-26T20:33:58.172755] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-12-26T20:33:58.172891] [INFO ] [sig       ] URI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:58.322711] [INFO ] [LOCAL     ] Saved forecast: URI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/URI.txt
[2025-12-26T20:33:58.322885] [INFO ] [sig       ] [3283/3548] Completed URI in 0.4s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-26T20:33:58.322930] [INFO ] [sig       ] [3284/3548] Forecasting URNJ...
[2025-12-26T20:33:58.322961] [INFO ] [sig       ] Generating forecast for: URNJ
[2025-12-26T20:33:58.322993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2025-12-26T20:33:58.334624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2025-12-26T20:33:58.334968] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2025-12-26T20:33:58.335814] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2025-12-26T20:33:58.335867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:58.335901] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:58.335928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:58.335988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:58.396105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:58.396806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:58.396886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:58.396921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:58.519364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:58.519518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:58.519562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:58.519628] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:58.523154] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: DOWN (p=38.77%)
[2025-12-26T20:33:58.523441] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2025-12-26T20:33:58.523570] [INFO ] [sig       ] URNJ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:58.673201] [INFO ] [LOCAL     ] Saved forecast: URNJ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/URNJ.txt
[2025-12-26T20:33:58.673363] [INFO ] [sig       ] [3284/3548] Completed URNJ in 0.4s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-26T20:33:58.673406] [INFO ] [sig       ] [3285/3548] Forecasting UROY...
[2025-12-26T20:33:58.673439] [INFO ] [sig       ] Generating forecast for: UROY
[2025-12-26T20:33:58.673472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2025-12-26T20:33:58.688013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2025-12-26T20:33:58.688475] [INFO ] [FORECASTER] Starting predict_future for UROY
[2025-12-26T20:33:58.689565] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2025-12-26T20:33:58.689653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:58.689700] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:58.689748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:58.689856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:58.753785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:58.754690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:58.754776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:58.754810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:58.879215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:58.879368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:58.879412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:58.879441] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:58.882815] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: UP (p=87.24%)
[2025-12-26T20:33:58.883083] [INFO ] [FORECASTER] Completed predict_future for UROY
[2025-12-26T20:33:58.883205] [INFO ] [sig       ] UROY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:59.022554] [INFO ] [LOCAL     ] Saved forecast: UROY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/UROY.txt
[2025-12-26T20:33:59.022730] [INFO ] [sig       ] [3285/3548] Completed UROY in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-26T20:33:59.022808] [INFO ] [sig       ] [3286/3548] Forecasting USA...
[2025-12-26T20:33:59.022840] [INFO ] [sig       ] Generating forecast for: USA
[2025-12-26T20:33:59.022870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-12-26T20:33:59.033893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USA'.
[2025-12-26T20:33:59.034254] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-12-26T20:33:59.035086] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-12-26T20:33:59.035138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:59.035171] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:59.035197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:59.035254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:59.092509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:59.093408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:59.093496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:59.093530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:59.217428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:59.217604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:59.217657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:59.217690] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:59.221315] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: DOWN (p=7.55%)
[2025-12-26T20:33:59.221614] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-12-26T20:33:59.221745] [INFO ] [sig       ] USA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:33:59.372768] [INFO ] [LOCAL     ] Saved forecast: USA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/USA.txt
[2025-12-26T20:33:59.372929] [INFO ] [sig       ] [3286/3548] Completed USA in 0.4s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-26T20:33:59.372970] [INFO ] [sig       ] [3287/3548] Forecasting USAC...
[2025-12-26T20:33:59.373000] [INFO ] [sig       ] Generating forecast for: USAC
[2025-12-26T20:33:59.373030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-12-26T20:33:59.384775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2025-12-26T20:33:59.385134] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-12-26T20:33:59.385928] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-12-26T20:33:59.385978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:59.386038] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:59.386066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:59.386123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:59.442650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:59.443414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:59.443493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:59.443526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:59.561339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:59.561491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:59.561533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:59.561560] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:59.564909] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=98.91%)
[2025-12-26T20:33:59.565171] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-12-26T20:33:59.565310] [INFO ] [sig       ] USAC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:33:59.710615] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/USAC.txt
[2025-12-26T20:33:59.710754] [INFO ] [sig       ] [3287/3548] Completed USAC in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-26T20:33:59.710795] [INFO ] [sig       ] [3288/3548] Forecasting USB...
[2025-12-26T20:33:59.710825] [INFO ] [sig       ] Generating forecast for: USB
[2025-12-26T20:33:59.710854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-12-26T20:33:59.722700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2025-12-26T20:33:59.723149] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-12-26T20:33:59.724092] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-12-26T20:33:59.724152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:33:59.724185] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:33:59.724211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:33:59.724280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:33:59.786855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:33:59.787753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:33:59.787855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:33:59.787898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:33:59.914972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:33:59.915127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:33:59.915167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:33:59.915197] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:33:59.918606] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: DOWN (p=44.66%)
[2025-12-26T20:33:59.918908] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-12-26T20:33:59.919039] [INFO ] [sig       ] USB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:00.057150] [INFO ] [LOCAL     ] Saved forecast: USB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/USB.txt
[2025-12-26T20:34:00.057300] [INFO ] [sig       ] [3288/3548] Completed USB in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-26T20:34:00.057340] [INFO ] [sig       ] [3289/3548] Forecasting USCB...
[2025-12-26T20:34:00.057369] [INFO ] [sig       ] Generating forecast for: USCB
[2025-12-26T20:34:00.057399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2025-12-26T20:34:00.071298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2025-12-26T20:34:00.071873] [INFO ] [FORECASTER] Starting predict_future for USCB
[2025-12-26T20:34:00.072824] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2025-12-26T20:34:00.072878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:00.072912] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:00.072939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:00.072999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:00.133169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:00.134059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:00.134151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:00.134190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:00.247458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:00.247714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:00.247766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:00.247822] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:00.252020] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: DOWN (p=46.16%)
[2025-12-26T20:34:00.252340] [INFO ] [FORECASTER] Completed predict_future for USCB
[2025-12-26T20:34:00.252482] [INFO ] [sig       ] USCB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:00.409254] [INFO ] [LOCAL     ] Saved forecast: USCB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/USCB.txt
[2025-12-26T20:34:00.409469] [INFO ] [sig       ] [3289/3548] Completed USCB in 0.4s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-26T20:34:00.409519] [INFO ] [sig       ] [3290/3548] Forecasting USDX...
[2025-12-26T20:34:00.409552] [INFO ] [sig       ] Generating forecast for: USDX
[2025-12-26T20:34:00.409608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2025-12-26T20:34:00.422514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2025-12-26T20:34:00.423032] [INFO ] [FORECASTER] Starting predict_future for USDX
[2025-12-26T20:34:00.423974] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2025-12-26T20:34:00.424028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:00.424061] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:00.424087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:00.424147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:00.483427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:00.484604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:00.484703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:00.484736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:00.600652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:00.600878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:00.600936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:00.601016] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:00.605102] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: DOWN (p=28.14%)
[2025-12-26T20:34:00.605424] [INFO ] [FORECASTER] Completed predict_future for USDX
[2025-12-26T20:34:00.605603] [INFO ] [sig       ] USDX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:00.761561] [INFO ] [LOCAL     ] Saved forecast: USDX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/USDX.txt
[2025-12-26T20:34:00.761810] [INFO ] [sig       ] [3290/3548] Completed USDX in 0.4s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-26T20:34:00.761856] [INFO ] [sig       ] [3291/3548] Forecasting USEA...
[2025-12-26T20:34:00.761886] [INFO ] [sig       ] Generating forecast for: USEA
[2025-12-26T20:34:00.761917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2025-12-26T20:34:00.774594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2025-12-26T20:34:00.775180] [INFO ] [FORECASTER] Starting predict_future for USEA
[2025-12-26T20:34:00.776146] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2025-12-26T20:34:00.776205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:00.776243] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:00.776274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:00.776344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:00.836384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:00.837431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:00.837540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:00.837592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:00.954374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:00.954525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:00.954567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:00.954616] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:00.957953] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: DOWN (p=6.87%)
[2025-12-26T20:34:00.958220] [INFO ] [FORECASTER] Completed predict_future for USEA
[2025-12-26T20:34:00.958341] [INFO ] [sig       ] USEA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:01.099650] [INFO ] [LOCAL     ] Saved forecast: USEA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/USEA.txt
[2025-12-26T20:34:01.099816] [INFO ] [sig       ] [3291/3548] Completed USEA in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-26T20:34:01.099857] [INFO ] [sig       ] [3292/3548] Forecasting USFD...
[2025-12-26T20:34:01.099889] [INFO ] [sig       ] Generating forecast for: USFD
[2025-12-26T20:34:01.099919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-12-26T20:34:01.111929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2025-12-26T20:34:01.112388] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-12-26T20:34:01.113238] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-12-26T20:34:01.113291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:01.113323] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:01.113348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:01.113407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:01.174977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:01.175997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:01.176098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:01.176151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:01.300511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:01.300677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:01.300718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:01.300747] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:01.304093] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: UP (p=64.48%)
[2025-12-26T20:34:01.304360] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-12-26T20:34:01.304483] [INFO ] [sig       ] USFD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:01.449812] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/USFD.txt
[2025-12-26T20:34:01.449984] [INFO ] [sig       ] [3292/3548] Completed USFD in 0.4s | 2.89 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-26T20:34:01.450027] [INFO ] [sig       ] [3293/3548] Forecasting USGO...
[2025-12-26T20:34:01.450056] [INFO ] [sig       ] Generating forecast for: USGO
[2025-12-26T20:34:01.450086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2025-12-26T20:34:01.461673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2025-12-26T20:34:01.462007] [INFO ] [FORECASTER] Starting predict_future for USGO
[2025-12-26T20:34:01.462796] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2025-12-26T20:34:01.462847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:01.462895] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:01.462923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:01.462981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:01.519831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:01.520523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:01.520632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:01.520668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:01.638496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:01.638760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:01.638814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:01.638849] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:01.642347] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: UP (p=78.26%)
[2025-12-26T20:34:01.642643] [INFO ] [FORECASTER] Completed predict_future for USGO
[2025-12-26T20:34:01.642768] [INFO ] [sig       ] USGO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:01.788547] [INFO ] [LOCAL     ] Saved forecast: USGO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/USGO.txt
[2025-12-26T20:34:01.788754] [INFO ] [sig       ] [3293/3548] Completed USGO in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-26T20:34:01.788799] [INFO ] [sig       ] [3294/3548] Forecasting USIG...
[2025-12-26T20:34:01.788831] [INFO ] [sig       ] Generating forecast for: USIG
[2025-12-26T20:34:01.788861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2025-12-26T20:34:01.802236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2025-12-26T20:34:01.802701] [INFO ] [FORECASTER] Starting predict_future for USIG
[2025-12-26T20:34:01.803741] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2025-12-26T20:34:01.803797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:01.803829] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:01.803859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:01.803919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:01.861048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:01.861952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:01.862038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:01.862071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:01.991298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:01.991467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:01.991513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:01.991543] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:01.995299] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: UP (p=86.87%)
[2025-12-26T20:34:01.995620] [INFO ] [FORECASTER] Completed predict_future for USIG
[2025-12-26T20:34:01.995763] [INFO ] [sig       ] USIG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:02.141061] [INFO ] [LOCAL     ] Saved forecast: USIG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/USIG.txt
[2025-12-26T20:34:02.141224] [INFO ] [sig       ] [3294/3548] Completed USIG in 0.4s | 2.89 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-26T20:34:02.141265] [INFO ] [sig       ] [3295/3548] Forecasting USIO...
[2025-12-26T20:34:02.141295] [INFO ] [sig       ] Generating forecast for: USIO
[2025-12-26T20:34:02.141326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2025-12-26T20:34:02.154859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2025-12-26T20:34:02.155448] [INFO ] [FORECASTER] Starting predict_future for USIO
[2025-12-26T20:34:02.156414] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2025-12-26T20:34:02.156469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:02.156502] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:02.156530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:02.156612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:02.217197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:02.218280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:02.218382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:02.218416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:02.341831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:02.342067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:02.342120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:02.342150] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:02.346083] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: UP (p=87.51%)
[2025-12-26T20:34:02.346401] [INFO ] [FORECASTER] Completed predict_future for USIO
[2025-12-26T20:34:02.346536] [INFO ] [sig       ] USIO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:02.491179] [INFO ] [LOCAL     ] Saved forecast: USIO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/USIO.txt
[2025-12-26T20:34:02.491366] [INFO ] [sig       ] [3295/3548] Completed USIO in 0.4s | 2.89 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-26T20:34:02.491408] [INFO ] [sig       ] [3296/3548] Forecasting USLM...
[2025-12-26T20:34:02.491439] [INFO ] [sig       ] Generating forecast for: USLM
[2025-12-26T20:34:02.491470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2025-12-26T20:34:02.505275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2025-12-26T20:34:02.505757] [INFO ] [FORECASTER] Starting predict_future for USLM
[2025-12-26T20:34:02.506634] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2025-12-26T20:34:02.506688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:02.506720] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:02.506746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:02.506804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:02.564146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:02.564994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:02.565078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:02.565110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:02.681162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:02.681322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:02.681364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:02.681393] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:02.684845] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: DOWN (p=10.54%)
[2025-12-26T20:34:02.685121] [INFO ] [FORECASTER] Completed predict_future for USLM
[2025-12-26T20:34:02.685248] [INFO ] [sig       ] USLM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:02.829324] [INFO ] [LOCAL     ] Saved forecast: USLM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/USLM.txt
[2025-12-26T20:34:02.829496] [INFO ] [sig       ] [3296/3548] Completed USLM in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-26T20:34:02.829539] [INFO ] [sig       ] [3297/3548] Forecasting USMC...
[2025-12-26T20:34:02.829597] [INFO ] [sig       ] Generating forecast for: USMC
[2025-12-26T20:34:02.829633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2025-12-26T20:34:02.840963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2025-12-26T20:34:02.841360] [INFO ] [FORECASTER] Starting predict_future for USMC
[2025-12-26T20:34:02.842191] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2025-12-26T20:34:02.842244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:02.842275] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:02.842303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:02.842361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:02.900015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:02.900899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:02.901022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:02.901064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:03.018322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:03.018486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:03.018533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:03.018564] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:03.022063] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: UP (p=74.24%)
[2025-12-26T20:34:03.022345] [INFO ] [FORECASTER] Completed predict_future for USMC
[2025-12-26T20:34:03.022472] [INFO ] [sig       ] USMC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:03.174068] [INFO ] [LOCAL     ] Saved forecast: USMC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/USMC.txt
[2025-12-26T20:34:03.174204] [INFO ] [sig       ] [3297/3548] Completed USMC in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-26T20:34:03.174242] [INFO ] [sig       ] [3298/3548] Forecasting USOI...
[2025-12-26T20:34:03.174274] [INFO ] [sig       ] Generating forecast for: USOI
[2025-12-26T20:34:03.174304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2025-12-26T20:34:03.185314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2025-12-26T20:34:03.185663] [INFO ] [FORECASTER] Starting predict_future for USOI
[2025-12-26T20:34:03.186479] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2025-12-26T20:34:03.186532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:03.186565] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:03.186624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:03.186685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:03.243423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:03.244081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:03.244156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:03.244187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:03.364480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:03.364603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:03.364647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:03.364676] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:03.368025] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: UP (p=89.60%)
[2025-12-26T20:34:03.368292] [INFO ] [FORECASTER] Completed predict_future for USOI
[2025-12-26T20:34:03.368415] [INFO ] [sig       ] USOI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:03.507619] [INFO ] [LOCAL     ] Saved forecast: USOI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/USOI.txt
[2025-12-26T20:34:03.507748] [INFO ] [sig       ] [3298/3548] Completed USOI in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-26T20:34:03.507787] [INFO ] [sig       ] [3299/3548] Forecasting USOY...
[2025-12-26T20:34:03.507815] [INFO ] [sig       ] Generating forecast for: USOY
[2025-12-26T20:34:03.507843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2025-12-26T20:34:03.518761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2025-12-26T20:34:03.519138] [INFO ] [FORECASTER] Starting predict_future for USOY
[2025-12-26T20:34:03.519982] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2025-12-26T20:34:03.520036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:03.520068] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:03.520095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:03.520154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:03.578152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:03.578838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:03.578937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:03.578973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:03.698096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:03.698250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:03.698292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:03.698322] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:03.701705] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: UP (p=95.88%)
[2025-12-26T20:34:03.701972] [INFO ] [FORECASTER] Completed predict_future for USOY
[2025-12-26T20:34:03.702092] [INFO ] [sig       ] USOY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:03.840188] [INFO ] [LOCAL     ] Saved forecast: USOY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/USOY.txt
[2025-12-26T20:34:03.840358] [INFO ] [sig       ] [3299/3548] Completed USOY in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-26T20:34:03.840400] [INFO ] [sig       ] [3300/3548] Forecasting USTB...
[2025-12-26T20:34:03.840429] [INFO ] [sig       ] Generating forecast for: USTB
[2025-12-26T20:34:03.840459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2025-12-26T20:34:03.851721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2025-12-26T20:34:03.852114] [INFO ] [FORECASTER] Starting predict_future for USTB
[2025-12-26T20:34:03.852970] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2025-12-26T20:34:03.853022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:03.853053] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:03.853079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:03.853137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:03.908958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:03.909780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:03.909863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:03.909895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:04.024638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:04.024785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:04.024825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:04.024871] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:04.028181] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: UP (p=90.86%)
[2025-12-26T20:34:04.028445] [INFO ] [FORECASTER] Completed predict_future for USTB
[2025-12-26T20:34:04.028564] [INFO ] [sig       ] USTB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:04.169254] [INFO ] [LOCAL     ] Saved forecast: USTB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/USTB.txt
[2025-12-26T20:34:04.169401] [INFO ] [sig       ] [3300/3548] Completed USTB in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-26T20:34:04.169440] [INFO ] [sig       ] [3301/3548] Forecasting USVM...
[2025-12-26T20:34:04.169470] [INFO ] [sig       ] Generating forecast for: USVM
[2025-12-26T20:34:04.169501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2025-12-26T20:34:04.179649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2025-12-26T20:34:04.179995] [INFO ] [FORECASTER] Starting predict_future for USVM
[2025-12-26T20:34:04.180780] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2025-12-26T20:34:04.180833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:04.180871] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:04.180903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:04.180974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:04.237612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:04.238386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:04.238466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:04.238498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:04.359934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:04.360088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:04.360130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:04.360160] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:04.363670] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: DOWN (p=8.28%)
[2025-12-26T20:34:04.363981] [INFO ] [FORECASTER] Completed predict_future for USVM
[2025-12-26T20:34:04.364129] [INFO ] [sig       ] USVM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:04.514042] [INFO ] [LOCAL     ] Saved forecast: USVM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/USVM.txt
[2025-12-26T20:34:04.514174] [INFO ] [sig       ] [3301/3548] Completed USVM in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-26T20:34:04.514214] [INFO ] [sig       ] [3302/3548] Forecasting USXF...
[2025-12-26T20:34:04.514244] [INFO ] [sig       ] Generating forecast for: USXF
[2025-12-26T20:34:04.514274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2025-12-26T20:34:04.525165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2025-12-26T20:34:04.525497] [INFO ] [FORECASTER] Starting predict_future for USXF
[2025-12-26T20:34:04.526282] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2025-12-26T20:34:04.526333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:04.526364] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:04.526391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:04.526448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:04.582872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:04.583506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:04.583599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:04.583650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:04.697329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:04.697489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:04.697531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:04.697560] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:04.700991] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: DOWN (p=7.18%)
[2025-12-26T20:34:04.701276] [INFO ] [FORECASTER] Completed predict_future for USXF
[2025-12-26T20:34:04.701403] [INFO ] [sig       ] USXF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:04.841112] [INFO ] [LOCAL     ] Saved forecast: USXF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/USXF.txt
[2025-12-26T20:34:04.841244] [INFO ] [sig       ] [3302/3548] Completed USXF in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-26T20:34:04.841284] [INFO ] [sig       ] [3303/3548] Forecasting UTEN...
[2025-12-26T20:34:04.841314] [INFO ] [sig       ] Generating forecast for: UTEN
[2025-12-26T20:34:04.841344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2025-12-26T20:34:04.854790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2025-12-26T20:34:04.855315] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2025-12-26T20:34:04.856280] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2025-12-26T20:34:04.856336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:04.856371] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:04.856399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:04.856460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:04.914907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:04.916056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:04.916157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:04.916189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:05.037651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:05.037819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:05.037865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:05.037893] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:05.041388] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: UP (p=76.20%)
[2025-12-26T20:34:05.041680] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2025-12-26T20:34:05.041805] [INFO ] [sig       ] UTEN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:05.180725] [INFO ] [LOCAL     ] Saved forecast: UTEN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/UTEN.txt
[2025-12-26T20:34:05.180858] [INFO ] [sig       ] [3303/3548] Completed UTEN in 0.3s | 2.90 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-26T20:34:05.180897] [INFO ] [sig       ] [3304/3548] Forecasting UTF...
[2025-12-26T20:34:05.180925] [INFO ] [sig       ] Generating forecast for: UTF
[2025-12-26T20:34:05.180954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-12-26T20:34:05.193103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2025-12-26T20:34:05.193587] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-12-26T20:34:05.194397] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-12-26T20:34:05.194450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:05.194512] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:05.194556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:05.194633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:05.252261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:05.253184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:05.253270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:05.253301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:05.375256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:05.375432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:05.375476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:05.375503] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:05.378994] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: DOWN (p=13.76%)
[2025-12-26T20:34:05.379265] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-12-26T20:34:05.379388] [INFO ] [sig       ] UTF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:05.520987] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UTF.txt
[2025-12-26T20:34:05.521144] [INFO ] [sig       ] [3304/3548] Completed UTF in 0.3s | 2.90 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-26T20:34:05.521184] [INFO ] [sig       ] [3305/3548] Forecasting UTI...
[2025-12-26T20:34:05.521213] [INFO ] [sig       ] Generating forecast for: UTI
[2025-12-26T20:34:05.521244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-12-26T20:34:05.532316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2025-12-26T20:34:05.532701] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-12-26T20:34:05.533492] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-12-26T20:34:05.533543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:05.533594] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:05.533625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:05.533684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:05.590534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:05.591417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:05.591501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:05.591533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:05.712176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:05.712334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:05.712376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:05.712403] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:05.715784] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=99.50%)
[2025-12-26T20:34:05.716058] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-12-26T20:34:05.716180] [INFO ] [sig       ] UTI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:05.855727] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/UTI.txt
[2025-12-26T20:34:05.855859] [INFO ] [sig       ] [3305/3548] Completed UTI in 0.3s | 2.90 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-26T20:34:05.855897] [INFO ] [sig       ] [3306/3548] Forecasting UTL...
[2025-12-26T20:34:05.855926] [INFO ] [sig       ] Generating forecast for: UTL
[2025-12-26T20:34:05.855955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-12-26T20:34:05.867000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTL'.
[2025-12-26T20:34:05.867317] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-12-26T20:34:05.868118] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-12-26T20:34:05.868169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:05.868201] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:05.868228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:05.868286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:05.925460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:05.926248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:05.926330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:05.926363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:06.045273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:06.045432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:06.045478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:06.045507] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:06.048988] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=23.59%)
[2025-12-26T20:34:06.049264] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-12-26T20:34:06.049392] [INFO ] [sig       ] UTL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:06.191948] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UTL.txt
[2025-12-26T20:34:06.192076] [INFO ] [sig       ] [3306/3548] Completed UTL in 0.3s | 2.90 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-26T20:34:06.192115] [INFO ] [sig       ] [3307/3548] Forecasting UTMD...
[2025-12-26T20:34:06.192144] [INFO ] [sig       ] Generating forecast for: UTMD
[2025-12-26T20:34:06.192174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2025-12-26T20:34:06.203376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTMD'.
[2025-12-26T20:34:06.203764] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2025-12-26T20:34:06.204618] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2025-12-26T20:34:06.204669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:06.204700] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:06.204725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:06.204782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:06.263402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:06.264328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:06.264430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:06.264463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:06.377762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:06.377918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:06.377963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:06.378033] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:06.381601] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: DOWN (p=24.70%)
[2025-12-26T20:34:06.381874] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2025-12-26T20:34:06.382000] [INFO ] [sig       ] UTMD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:06.528377] [INFO ] [LOCAL     ] Saved forecast: UTMD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UTMD.txt
[2025-12-26T20:34:06.528532] [INFO ] [sig       ] [3307/3548] Completed UTMD in 0.3s | 2.90 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-26T20:34:06.528592] [INFO ] [sig       ] [3308/3548] Forecasting UTZ...
[2025-12-26T20:34:06.528624] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-12-26T20:34:06.528662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-12-26T20:34:06.540505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2025-12-26T20:34:06.540964] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-12-26T20:34:06.541869] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-12-26T20:34:06.541925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:06.541958] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:06.541985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:06.542046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:06.600042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:06.600902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:06.600985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:06.601017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:06.719903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:06.720058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:06.720101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:06.720130] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:06.723536] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: DOWN (p=34.10%)
[2025-12-26T20:34:06.723853] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-12-26T20:34:06.723985] [INFO ] [sig       ] UTZ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:06.873200] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UTZ.txt
[2025-12-26T20:34:06.873360] [INFO ] [sig       ] [3308/3548] Completed UTZ in 0.3s | 2.90 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-26T20:34:06.873401] [INFO ] [sig       ] [3309/3548] Forecasting UVE...
[2025-12-26T20:34:06.873430] [INFO ] [sig       ] Generating forecast for: UVE
[2025-12-26T20:34:06.873460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-12-26T20:34:06.884743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2025-12-26T20:34:06.885074] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-12-26T20:34:06.885857] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-12-26T20:34:06.885908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:06.885939] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:06.885965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:06.886022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:06.942967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:06.943628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:06.943726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:06.943758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:07.062724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:07.062874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:07.062916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:07.062945] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:07.066375] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: UP (p=69.50%)
[2025-12-26T20:34:07.066664] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-12-26T20:34:07.066788] [INFO ] [sig       ] UVE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:07.212483] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/UVE.txt
[2025-12-26T20:34:07.212645] [INFO ] [sig       ] [3309/3548] Completed UVE in 0.3s | 2.90 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-26T20:34:07.212687] [INFO ] [sig       ] [3310/3548] Forecasting UVSP...
[2025-12-26T20:34:07.212718] [INFO ] [sig       ] Generating forecast for: UVSP
[2025-12-26T20:34:07.212749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2025-12-26T20:34:07.223350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2025-12-26T20:34:07.223692] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2025-12-26T20:34:07.224483] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2025-12-26T20:34:07.224534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:07.224564] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:07.224610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:07.224667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:07.280985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:07.281673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:07.281752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:07.281783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:07.401377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:07.401521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:07.401562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:07.401609] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:07.404934] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: DOWN (p=14.37%)
[2025-12-26T20:34:07.405198] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2025-12-26T20:34:07.405318] [INFO ] [sig       ] UVSP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:07.554007] [INFO ] [LOCAL     ] Saved forecast: UVSP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UVSP.txt
[2025-12-26T20:34:07.554160] [INFO ] [sig       ] [3310/3548] Completed UVSP in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-26T20:34:07.554199] [INFO ] [sig       ] [3311/3548] Forecasting UWMC...
[2025-12-26T20:34:07.554230] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-12-26T20:34:07.554259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-12-26T20:34:07.565668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2025-12-26T20:34:07.566042] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-12-26T20:34:07.566855] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-12-26T20:34:07.566908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:07.566940] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:07.566966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:07.567023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:07.624396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:07.625276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:07.625358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:07.625391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:07.745908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:07.746070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:07.746121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:07.746157] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:07.749621] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=65.29%)
[2025-12-26T20:34:07.749892] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-12-26T20:34:07.750014] [INFO ] [sig       ] UWMC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:07.896214] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/UWMC.txt
[2025-12-26T20:34:07.896346] [INFO ] [sig       ] [3311/3548] Completed UWMC in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-26T20:34:07.896386] [INFO ] [sig       ] [3312/3548] Forecasting UXIN...
[2025-12-26T20:34:07.896416] [INFO ] [sig       ] Generating forecast for: UXIN
[2025-12-26T20:34:07.896446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2025-12-26T20:34:07.907862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2025-12-26T20:34:07.908234] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2025-12-26T20:34:07.909065] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2025-12-26T20:34:07.909117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:07.909148] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:07.909174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:07.909231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:07.965237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:07.965879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:07.965957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:07.965989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:08.082433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:08.082602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:08.082648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:08.082678] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:08.086158] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: DOWN (p=32.11%)
[2025-12-26T20:34:08.086451] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2025-12-26T20:34:08.086603] [INFO ] [sig       ] UXIN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:08.230506] [INFO ] [LOCAL     ] Saved forecast: UXIN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UXIN.txt
[2025-12-26T20:34:08.230656] [INFO ] [sig       ] [3312/3548] Completed UXIN in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-26T20:34:08.230698] [INFO ] [sig       ] [3313/3548] Forecasting UYLD...
[2025-12-26T20:34:08.230729] [INFO ] [sig       ] Generating forecast for: UYLD
[2025-12-26T20:34:08.230758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2025-12-26T20:34:08.242069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UYLD'.
[2025-12-26T20:34:08.242392] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2025-12-26T20:34:08.243211] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2025-12-26T20:34:08.243264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:08.243296] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:08.243323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:08.243381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:08.305472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:08.306219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:08.306307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:08.306340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:08.426776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:08.426945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:08.426997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:08.427027] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:08.430525] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=91.77%)
[2025-12-26T20:34:08.430820] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2025-12-26T20:34:08.430948] [INFO ] [sig       ] UYLD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:08.575215] [INFO ] [LOCAL     ] Saved forecast: UYLD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/UYLD.txt
[2025-12-26T20:34:08.575369] [INFO ] [sig       ] [3313/3548] Completed UYLD in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-26T20:34:08.575412] [INFO ] [sig       ] [3314/3548] Forecasting UZE...
[2025-12-26T20:34:08.575442] [INFO ] [sig       ] Generating forecast for: UZE
[2025-12-26T20:34:08.575473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-12-26T20:34:08.586731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2025-12-26T20:34:08.587051] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-12-26T20:34:08.587876] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-12-26T20:34:08.587928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:08.587960] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:08.587989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:08.588048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:08.647482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:08.648256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:08.648365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:08.648409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:08.760150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:08.760296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:08.760341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:08.760371] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:08.763864] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=0.65%)
[2025-12-26T20:34:08.764148] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-12-26T20:34:08.764289] [INFO ] [sig       ] UZE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:08.905496] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/UZE.txt
[2025-12-26T20:34:08.905639] [INFO ] [sig       ] [3314/3548] Completed UZE in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-26T20:34:08.905679] [INFO ] [sig       ] [3315/3548] Forecasting VAC...
[2025-12-26T20:34:08.905709] [INFO ] [sig       ] Generating forecast for: VAC
[2025-12-26T20:34:08.905740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-12-26T20:34:08.916848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2025-12-26T20:34:08.917217] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-12-26T20:34:08.918042] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-12-26T20:34:08.918095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:08.918127] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:08.918162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:08.918236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:08.976298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:08.976952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:08.977035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:08.977069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:09.099969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:09.100123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:09.100165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:09.100193] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:09.103629] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=98.91%)
[2025-12-26T20:34:09.103895] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-12-26T20:34:09.104017] [INFO ] [sig       ] VAC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:09.244487] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VAC.txt
[2025-12-26T20:34:09.244622] [INFO ] [sig       ] [3315/3548] Completed VAC in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-26T20:34:09.244662] [INFO ] [sig       ] [3316/3548] Forecasting VAL...
[2025-12-26T20:34:09.244692] [INFO ] [sig       ] Generating forecast for: VAL
[2025-12-26T20:34:09.244721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-12-26T20:34:09.255979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2025-12-26T20:34:09.256308] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-12-26T20:34:09.257093] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-12-26T20:34:09.257145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:09.257176] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:09.257202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:09.257259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:09.314471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:09.315153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:09.315233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:09.315267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:09.437477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:09.437623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:09.437668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:09.437698] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:09.441191] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: UP (p=94.78%)
[2025-12-26T20:34:09.441487] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-12-26T20:34:09.441638] [INFO ] [sig       ] VAL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:09.586008] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VAL.txt
[2025-12-26T20:34:09.586136] [INFO ] [sig       ] [3316/3548] Completed VAL in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-26T20:34:09.586174] [INFO ] [sig       ] [3317/3548] Forecasting VALE...
[2025-12-26T20:34:09.586204] [INFO ] [sig       ] Generating forecast for: VALE
[2025-12-26T20:34:09.586233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-12-26T20:34:09.599124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALE'.
[2025-12-26T20:34:09.599619] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-12-26T20:34:09.600606] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-12-26T20:34:09.600685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:09.600720] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:09.600747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:09.600806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:09.670902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:09.671858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:09.671949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:09.671983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:09.789888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:09.790054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:09.790096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:09.790125] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:09.793593] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: DOWN (p=36.30%)
[2025-12-26T20:34:09.793903] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-12-26T20:34:09.794036] [INFO ] [sig       ] VALE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:09.934107] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VALE.txt
[2025-12-26T20:34:09.934273] [INFO ] [sig       ] [3317/3548] Completed VALE in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-26T20:34:09.934313] [INFO ] [sig       ] [3318/3548] Forecasting VALN...
[2025-12-26T20:34:09.934342] [INFO ] [sig       ] Generating forecast for: VALN
[2025-12-26T20:34:09.934373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2025-12-26T20:34:09.944470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2025-12-26T20:34:09.944795] [INFO ] [FORECASTER] Starting predict_future for VALN
[2025-12-26T20:34:09.945595] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2025-12-26T20:34:09.945647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:09.945681] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:09.945708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:09.945766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:10.002708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:10.003486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:10.003565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:10.003617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:10.115028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:10.115176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:10.115218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:10.115247] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:10.118677] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: UP (p=69.24%)
[2025-12-26T20:34:10.118966] [INFO ] [FORECASTER] Completed predict_future for VALN
[2025-12-26T20:34:10.119088] [INFO ] [sig       ] VALN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:10.256829] [INFO ] [LOCAL     ] Saved forecast: VALN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VALN.txt
[2025-12-26T20:34:10.256961] [INFO ] [sig       ] [3318/3548] Completed VALN in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-26T20:34:10.256999] [INFO ] [sig       ] [3319/3548] Forecasting VANI...
[2025-12-26T20:34:10.257028] [INFO ] [sig       ] Generating forecast for: VANI
[2025-12-26T20:34:10.257063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2025-12-26T20:34:10.268263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2025-12-26T20:34:10.268610] [INFO ] [FORECASTER] Starting predict_future for VANI
[2025-12-26T20:34:10.269396] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2025-12-26T20:34:10.269447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:10.269478] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:10.269504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:10.269560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:10.326702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:10.327327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:10.327404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:10.327436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:10.451850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:10.452006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:10.452050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:10.452079] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:10.455628] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: UP (p=80.58%)
[2025-12-26T20:34:10.455906] [INFO ] [FORECASTER] Completed predict_future for VANI
[2025-12-26T20:34:10.456032] [INFO ] [sig       ] VANI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:10.600507] [INFO ] [LOCAL     ] Saved forecast: VANI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VANI.txt
[2025-12-26T20:34:10.600675] [INFO ] [sig       ] [3319/3548] Completed VANI in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-26T20:34:10.600717] [INFO ] [sig       ] [3320/3548] Forecasting VBF...
[2025-12-26T20:34:10.600745] [INFO ] [sig       ] Generating forecast for: VBF
[2025-12-26T20:34:10.600776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-12-26T20:34:10.612486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBF'.
[2025-12-26T20:34:10.612934] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-12-26T20:34:10.613784] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-12-26T20:34:10.613837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:10.613870] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:10.613898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:10.613956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:10.671078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:10.671998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:10.672080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:10.672112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:10.789394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:10.789532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:10.789589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:10.789620] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:10.792945] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=32.86%)
[2025-12-26T20:34:10.793219] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-12-26T20:34:10.793339] [INFO ] [sig       ] VBF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:10.933036] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VBF.txt
[2025-12-26T20:34:10.933164] [INFO ] [sig       ] [3320/3548] Completed VBF in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-26T20:34:10.933208] [INFO ] [sig       ] [3321/3548] Forecasting VBNK...
[2025-12-26T20:34:10.933238] [INFO ] [sig       ] Generating forecast for: VBNK
[2025-12-26T20:34:10.933268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2025-12-26T20:34:10.944869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2025-12-26T20:34:10.945271] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2025-12-26T20:34:10.946093] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2025-12-26T20:34:10.946145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:10.946206] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:10.946234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:10.946292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:11.008177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:11.009486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:11.009623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:11.009681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:11.139586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:11.139753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:11.139798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:11.139828] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:11.143311] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: UP (p=80.82%)
[2025-12-26T20:34:11.143622] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2025-12-26T20:34:11.143758] [INFO ] [sig       ] VBNK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:11.291377] [INFO ] [LOCAL     ] Saved forecast: VBNK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VBNK.txt
[2025-12-26T20:34:11.291508] [INFO ] [sig       ] [3321/3548] Completed VBNK in 0.4s | 2.90 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-26T20:34:11.291546] [INFO ] [sig       ] [3322/3548] Forecasting VC...
[2025-12-26T20:34:11.291592] [INFO ] [sig       ] Generating forecast for: VC
[2025-12-26T20:34:11.291626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2025-12-26T20:34:11.303231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2025-12-26T20:34:11.303537] [INFO ] [FORECASTER] Starting predict_future for VC
[2025-12-26T20:34:11.304381] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2025-12-26T20:34:11.304435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:11.304467] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:11.304495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:11.304554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:11.362929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:11.363653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:11.363734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:11.363768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:11.490013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:11.490176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:11.490222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:11.490252] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:11.493694] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: DOWN (p=35.14%)
[2025-12-26T20:34:11.493970] [INFO ] [FORECASTER] Completed predict_future for VC
[2025-12-26T20:34:11.494111] [INFO ] [sig       ] VC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:11.641529] [INFO ] [LOCAL     ] Saved forecast: VC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VC.txt
[2025-12-26T20:34:11.641676] [INFO ] [sig       ] [3322/3548] Completed VC in 0.4s | 2.90 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-26T20:34:11.641716] [INFO ] [sig       ] [3323/3548] Forecasting VCEL...
[2025-12-26T20:34:11.641744] [INFO ] [sig       ] Generating forecast for: VCEL
[2025-12-26T20:34:11.641775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2025-12-26T20:34:11.654057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2025-12-26T20:34:11.654508] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2025-12-26T20:34:11.655445] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2025-12-26T20:34:11.655693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:11.655733] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:11.655760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:11.655818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:11.713903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:11.714780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:11.714866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:11.714899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:11.834910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:11.835063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:11.835105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:11.835134] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:11.838726] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: UP (p=51.64%)
[2025-12-26T20:34:11.839049] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2025-12-26T20:34:11.839184] [INFO ] [sig       ] VCEL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:11.995010] [INFO ] [LOCAL     ] Saved forecast: VCEL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VCEL.txt
[2025-12-26T20:34:11.995156] [INFO ] [sig       ] [3323/3548] Completed VCEL in 0.4s | 2.90 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-26T20:34:11.995194] [INFO ] [sig       ] [3324/3548] Forecasting VCRB...
[2025-12-26T20:34:11.995222] [INFO ] [sig       ] Generating forecast for: VCRB
[2025-12-26T20:34:11.995254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2025-12-26T20:34:12.007405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2025-12-26T20:34:12.007839] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2025-12-26T20:34:12.008677] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2025-12-26T20:34:12.008730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:12.008762] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:12.008788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:12.008846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:12.065799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:12.066702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:12.066785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:12.066817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:12.186762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:12.186920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:12.186983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:12.187044] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:12.190440] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: UP (p=71.60%)
[2025-12-26T20:34:12.190727] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2025-12-26T20:34:12.190849] [INFO ] [sig       ] VCRB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:12.339643] [INFO ] [LOCAL     ] Saved forecast: VCRB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VCRB.txt
[2025-12-26T20:34:12.339784] [INFO ] [sig       ] [3324/3548] Completed VCRB in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-26T20:34:12.339829] [INFO ] [sig       ] [3325/3548] Forecasting VCSH...
[2025-12-26T20:34:12.339859] [INFO ] [sig       ] Generating forecast for: VCSH
[2025-12-26T20:34:12.339890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2025-12-26T20:34:12.357193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2025-12-26T20:34:12.357971] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2025-12-26T20:34:12.359725] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2025-12-26T20:34:12.359797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:12.359848] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:12.359895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:12.359988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:12.439963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:12.441197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:12.441318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:12.441351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:12.566173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:12.566405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:12.566456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:12.566484] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:12.570464] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: UP (p=79.49%)
[2025-12-26T20:34:12.570805] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2025-12-26T20:34:12.570956] [INFO ] [sig       ] VCSH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:12.713221] [INFO ] [LOCAL     ] Saved forecast: VCSH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VCSH.txt
[2025-12-26T20:34:12.713404] [INFO ] [sig       ] [3325/3548] Completed VCSH in 0.4s | 2.90 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-26T20:34:12.713448] [INFO ] [sig       ] [3326/3548] Forecasting VECO...
[2025-12-26T20:34:12.713476] [INFO ] [sig       ] Generating forecast for: VECO
[2025-12-26T20:34:12.713507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2025-12-26T20:34:12.727762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2025-12-26T20:34:12.728268] [INFO ] [FORECASTER] Starting predict_future for VECO
[2025-12-26T20:34:12.729247] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2025-12-26T20:34:12.729310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:12.729344] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:12.729372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:12.729434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:12.786052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:12.787096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:12.787219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:12.787253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:12.906533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:12.906719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:12.906765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:12.906796] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:12.910342] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=33.87%)
[2025-12-26T20:34:12.910648] [INFO ] [FORECASTER] Completed predict_future for VECO
[2025-12-26T20:34:12.910783] [INFO ] [sig       ] VECO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:13.059065] [INFO ] [LOCAL     ] Saved forecast: VECO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VECO.txt
[2025-12-26T20:34:13.059230] [INFO ] [sig       ] [3326/3548] Completed VECO in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-26T20:34:13.059270] [INFO ] [sig       ] [3327/3548] Forecasting VEEE...
[2025-12-26T20:34:13.059300] [INFO ] [sig       ] Generating forecast for: VEEE
[2025-12-26T20:34:13.059332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2025-12-26T20:34:13.070941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEEE'.
[2025-12-26T20:34:13.071327] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2025-12-26T20:34:13.072140] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2025-12-26T20:34:13.072193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:13.072224] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:13.072251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:13.072309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:13.129093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:13.129846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:13.129926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:13.129959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:13.245848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:13.246009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:13.246052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:13.246081] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:13.249501] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: UP (p=51.74%)
[2025-12-26T20:34:13.249805] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2025-12-26T20:34:13.249932] [INFO ] [sig       ] VEEE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:13.389361] [INFO ] [LOCAL     ] Saved forecast: VEEE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VEEE.txt
[2025-12-26T20:34:13.389491] [INFO ] [sig       ] [3327/3548] Completed VEEE in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-26T20:34:13.389530] [INFO ] [sig       ] [3328/3548] Forecasting VEL...
[2025-12-26T20:34:13.389560] [INFO ] [sig       ] Generating forecast for: VEL
[2025-12-26T20:34:13.389610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-12-26T20:34:13.400887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEL'.
[2025-12-26T20:34:13.401233] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-12-26T20:34:13.402101] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-12-26T20:34:13.402155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:13.402202] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:13.402230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:13.402289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:13.463200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:13.463951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:13.464040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:13.464074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:13.582810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:13.582962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:13.583004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:13.583032] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:13.586381] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: DOWN (p=41.83%)
[2025-12-26T20:34:13.586675] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-12-26T20:34:13.586799] [INFO ] [sig       ] VEL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:13.728410] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VEL.txt
[2025-12-26T20:34:13.728590] [INFO ] [sig       ] [3328/3548] Completed VEL in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-26T20:34:13.728632] [INFO ] [sig       ] [3329/3548] Forecasting VEON...
[2025-12-26T20:34:13.728663] [INFO ] [sig       ] Generating forecast for: VEON
[2025-12-26T20:34:13.728692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2025-12-26T20:34:13.739992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEON'.
[2025-12-26T20:34:13.740404] [INFO ] [FORECASTER] Starting predict_future for VEON
[2025-12-26T20:34:13.741245] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2025-12-26T20:34:13.741298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:13.741328] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:13.741354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:13.741416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:13.797300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:13.798148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:13.798228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:13.798261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:13.919137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:13.919284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:13.919329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:13.919357] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:13.922707] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: UP (p=96.37%)
[2025-12-26T20:34:13.922978] [INFO ] [FORECASTER] Completed predict_future for VEON
[2025-12-26T20:34:13.923099] [INFO ] [sig       ] VEON: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:14.062551] [INFO ] [LOCAL     ] Saved forecast: VEON	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VEON.txt
[2025-12-26T20:34:14.062692] [INFO ] [sig       ] [3329/3548] Completed VEON in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-26T20:34:14.062730] [INFO ] [sig       ] [3330/3548] Forecasting VERA...
[2025-12-26T20:34:14.062759] [INFO ] [sig       ] Generating forecast for: VERA
[2025-12-26T20:34:14.062789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2025-12-26T20:34:14.073231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2025-12-26T20:34:14.073628] [INFO ] [FORECASTER] Starting predict_future for VERA
[2025-12-26T20:34:14.074395] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2025-12-26T20:34:14.074446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:14.074477] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:14.074503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:14.074560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:14.131114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:14.131731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:14.131807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:14.131838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:14.254975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:14.255148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:14.255202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:14.255231] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:14.259096] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: DOWN (p=35.21%)
[2025-12-26T20:34:14.259508] [INFO ] [FORECASTER] Completed predict_future for VERA
[2025-12-26T20:34:14.259684] [INFO ] [sig       ] VERA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:14.403385] [INFO ] [LOCAL     ] Saved forecast: VERA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VERA.txt
[2025-12-26T20:34:14.403559] [INFO ] [sig       ] [3330/3548] Completed VERA in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-26T20:34:14.403620] [INFO ] [sig       ] [3331/3548] Forecasting VERI...
[2025-12-26T20:34:14.403651] [INFO ] [sig       ] Generating forecast for: VERI
[2025-12-26T20:34:14.403680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2025-12-26T20:34:14.415593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2025-12-26T20:34:14.416008] [INFO ] [FORECASTER] Starting predict_future for VERI
[2025-12-26T20:34:14.416821] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2025-12-26T20:34:14.416872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:14.416903] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:14.416929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:14.416986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:14.476044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:14.477169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:14.477296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:14.477330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:14.596282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:14.596438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:14.596481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:14.596511] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:14.599913] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: DOWN (p=18.74%)
[2025-12-26T20:34:14.600187] [INFO ] [FORECASTER] Completed predict_future for VERI
[2025-12-26T20:34:14.600335] [INFO ] [sig       ] VERI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:14.740408] [INFO ] [LOCAL     ] Saved forecast: VERI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VERI.txt
[2025-12-26T20:34:14.740590] [INFO ] [sig       ] [3331/3548] Completed VERI in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-26T20:34:14.740633] [INFO ] [sig       ] [3332/3548] Forecasting VERO...
[2025-12-26T20:34:14.740670] [INFO ] [sig       ] Generating forecast for: VERO
[2025-12-26T20:34:14.740702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'.
[2025-12-26T20:34:14.751827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERO'.
[2025-12-26T20:34:14.752217] [INFO ] [FORECASTER] Starting predict_future for VERO
[2025-12-26T20:34:14.753009] [DEBUG] [LOCAL     ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt
[2025-12-26T20:34:14.753061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:14.753092] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:14.753118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:14.753175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:14.809413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:14.810273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:14.810353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:14.810384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:14.928682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:14.928840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:14.928910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:14.928944] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:14.932468] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: UP (p=95.81%)
[2025-12-26T20:34:14.932809] [INFO ] [FORECASTER] Completed predict_future for VERO
[2025-12-26T20:34:14.932948] [INFO ] [sig       ] VERO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:15.078205] [INFO ] [LOCAL     ] Saved forecast: VERO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VERO.txt
[2025-12-26T20:34:15.078368] [INFO ] [sig       ] [3332/3548] Completed VERO in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-26T20:34:15.078415] [INFO ] [sig       ] [3333/3548] Forecasting VERX...
[2025-12-26T20:34:15.078447] [INFO ] [sig       ] Generating forecast for: VERX
[2025-12-26T20:34:15.078477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2025-12-26T20:34:15.089632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERX'.
[2025-12-26T20:34:15.090014] [INFO ] [FORECASTER] Starting predict_future for VERX
[2025-12-26T20:34:15.090864] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2025-12-26T20:34:15.090915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:15.090947] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:15.090974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:15.091031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:15.147018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:15.147882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:15.147968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:15.147999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:15.265208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:15.265364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:15.265407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:15.265435] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:15.268795] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: DOWN (p=7.15%)
[2025-12-26T20:34:15.269094] [INFO ] [FORECASTER] Completed predict_future for VERX
[2025-12-26T20:34:15.269222] [INFO ] [sig       ] VERX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:15.408863] [INFO ] [LOCAL     ] Saved forecast: VERX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VERX.txt
[2025-12-26T20:34:15.409033] [INFO ] [sig       ] [3333/3548] Completed VERX in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-26T20:34:15.409072] [INFO ] [sig       ] [3334/3548] Forecasting VFC...
[2025-12-26T20:34:15.409102] [INFO ] [sig       ] Generating forecast for: VFC
[2025-12-26T20:34:15.409131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-12-26T20:34:15.419747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2025-12-26T20:34:15.420051] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-12-26T20:34:15.420843] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-12-26T20:34:15.420895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:15.420927] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:15.420953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:15.421010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:15.478228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:15.479099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:15.479183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:15.479215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:15.600028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:15.600179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:15.600221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:15.600250] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:15.603622] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=20.43%)
[2025-12-26T20:34:15.603896] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-12-26T20:34:15.604022] [INFO ] [sig       ] VFC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:15.743323] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VFC.txt
[2025-12-26T20:34:15.743492] [INFO ] [sig       ] [3334/3548] Completed VFC in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-26T20:34:15.743531] [INFO ] [sig       ] [3335/3548] Forecasting VFF...
[2025-12-26T20:34:15.743560] [INFO ] [sig       ] Generating forecast for: VFF
[2025-12-26T20:34:15.743609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2025-12-26T20:34:15.753844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2025-12-26T20:34:15.754146] [INFO ] [FORECASTER] Starting predict_future for VFF
[2025-12-26T20:34:15.754928] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2025-12-26T20:34:15.754993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:15.755025] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:15.755051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:15.755107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:15.811229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:15.811850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:15.811925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:15.811957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:15.926941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:15.927043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:15.927079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:15.927123] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:15.930290] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: DOWN (p=2.39%)
[2025-12-26T20:34:15.930550] [INFO ] [FORECASTER] Completed predict_future for VFF
[2025-12-26T20:34:15.930689] [INFO ] [sig       ] VFF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:16.070028] [INFO ] [LOCAL     ] Saved forecast: VFF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VFF.txt
[2025-12-26T20:34:16.070140] [INFO ] [sig       ] [3335/3548] Completed VFF in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-26T20:34:16.070180] [INFO ] [sig       ] [3336/3548] Forecasting VFLO...
[2025-12-26T20:34:16.070210] [INFO ] [sig       ] Generating forecast for: VFLO
[2025-12-26T20:34:16.070239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2025-12-26T20:34:16.080823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2025-12-26T20:34:16.081126] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2025-12-26T20:34:16.081911] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2025-12-26T20:34:16.081962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:16.081992] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:16.082018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:16.082075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:16.139053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:16.139682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:16.139758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:16.139789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:16.263371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:16.263513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:16.263554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:16.263599] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:16.266902] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: DOWN (p=14.48%)
[2025-12-26T20:34:16.267166] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2025-12-26T20:34:16.267291] [INFO ] [sig       ] VFLO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:16.410111] [INFO ] [LOCAL     ] Saved forecast: VFLO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VFLO.txt
[2025-12-26T20:34:16.410288] [INFO ] [sig       ] [3336/3548] Completed VFLO in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-26T20:34:16.410328] [INFO ] [sig       ] [3337/3548] Forecasting VFS...
[2025-12-26T20:34:16.410357] [INFO ] [sig       ] Generating forecast for: VFS
[2025-12-26T20:34:16.410395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2025-12-26T20:34:16.421893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2025-12-26T20:34:16.422203] [INFO ] [FORECASTER] Starting predict_future for VFS
[2025-12-26T20:34:16.422998] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2025-12-26T20:34:16.423049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:16.423080] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:16.423107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:16.423174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:16.479688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:16.480324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:16.480403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:16.480448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:16.599282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:16.599430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:16.599472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:16.599501] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:16.602886] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: DOWN (p=34.05%)
[2025-12-26T20:34:16.603149] [INFO ] [FORECASTER] Completed predict_future for VFS
[2025-12-26T20:34:16.603270] [INFO ] [sig       ] VFS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:16.743027] [INFO ] [LOCAL     ] Saved forecast: VFS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VFS.txt
[2025-12-26T20:34:16.743157] [INFO ] [sig       ] [3337/3548] Completed VFS in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-26T20:34:16.743195] [INFO ] [sig       ] [3338/3548] Forecasting VGI...
[2025-12-26T20:34:16.743224] [INFO ] [sig       ] Generating forecast for: VGI
[2025-12-26T20:34:16.743253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-12-26T20:34:16.753178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2025-12-26T20:34:16.753497] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-12-26T20:34:16.754285] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-12-26T20:34:16.754335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:16.754415] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:16.754443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:16.754500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:16.810652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:16.811516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:16.811610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:16.811645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:16.922292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:16.922430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:16.922471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:16.922500] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:16.925851] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=53.94%)
[2025-12-26T20:34:16.926121] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-12-26T20:34:16.926240] [INFO ] [sig       ] VGI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:17.065211] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VGI.txt
[2025-12-26T20:34:17.065331] [INFO ] [sig       ] [3338/3548] Completed VGI in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-26T20:34:17.065369] [INFO ] [sig       ] [3339/3548] Forecasting VGM...
[2025-12-26T20:34:17.065399] [INFO ] [sig       ] Generating forecast for: VGM
[2025-12-26T20:34:17.065428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-12-26T20:34:17.076279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2025-12-26T20:34:17.076597] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-12-26T20:34:17.077371] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-12-26T20:34:17.077422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:17.077453] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:17.077480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:17.077549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:17.134085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:17.134786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:17.134861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:17.134893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:17.253864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:17.253989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:17.254030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:17.254058] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:17.257355] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: DOWN (p=21.52%)
[2025-12-26T20:34:17.257635] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-12-26T20:34:17.257756] [INFO ] [sig       ] VGM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:17.400030] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VGM.txt
[2025-12-26T20:34:17.400170] [INFO ] [sig       ] [3339/3548] Completed VGM in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-26T20:34:17.400217] [INFO ] [sig       ] [3340/3548] Forecasting VGSH...
[2025-12-26T20:34:17.400253] [INFO ] [sig       ] Generating forecast for: VGSH
[2025-12-26T20:34:17.400289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2025-12-26T20:34:17.410796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2025-12-26T20:34:17.411114] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2025-12-26T20:34:17.411922] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2025-12-26T20:34:17.411976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:17.412008] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:17.412035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:17.412091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:17.469036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:17.469692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:17.469768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:17.469799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:17.589132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:17.589279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:17.589322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:17.589349] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:17.592752] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: UP (p=54.31%)
[2025-12-26T20:34:17.593028] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2025-12-26T20:34:17.593153] [INFO ] [sig       ] VGSH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:17.731641] [INFO ] [LOCAL     ] Saved forecast: VGSH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VGSH.txt
[2025-12-26T20:34:17.731764] [INFO ] [sig       ] [3340/3548] Completed VGSH in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-26T20:34:17.731803] [INFO ] [sig       ] [3341/3548] Forecasting VICI...
[2025-12-26T20:34:17.731832] [INFO ] [sig       ] Generating forecast for: VICI
[2025-12-26T20:34:17.731862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-12-26T20:34:17.742160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2025-12-26T20:34:17.742463] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-12-26T20:34:17.743316] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-12-26T20:34:17.743369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:17.743401] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:17.743428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:17.743487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:17.801017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:17.801784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:17.801866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:17.801899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:17.921906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:17.922046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:17.922088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:17.922146] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:17.925477] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: UP (p=85.23%)
[2025-12-26T20:34:17.925763] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-12-26T20:34:17.925886] [INFO ] [sig       ] VICI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:18.068229] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VICI.txt
[2025-12-26T20:34:18.068393] [INFO ] [sig       ] [3341/3548] Completed VICI in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-26T20:34:18.068434] [INFO ] [sig       ] [3342/3548] Forecasting VIGI...
[2025-12-26T20:34:18.068462] [INFO ] [sig       ] Generating forecast for: VIGI
[2025-12-26T20:34:18.068492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2025-12-26T20:34:18.078852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2025-12-26T20:34:18.079211] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2025-12-26T20:34:18.079996] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2025-12-26T20:34:18.080047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:18.080079] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:18.080106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:18.080163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:18.137495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:18.138310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:18.138388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:18.138420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:18.267389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:18.267547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:18.267606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:18.267638] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:18.271218] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: DOWN (p=33.08%)
[2025-12-26T20:34:18.271594] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2025-12-26T20:34:18.271720] [INFO ] [sig       ] VIGI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:18.414041] [INFO ] [LOCAL     ] Saved forecast: VIGI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VIGI.txt
[2025-12-26T20:34:18.414179] [INFO ] [sig       ] [3342/3548] Completed VIGI in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-26T20:34:18.414218] [INFO ] [sig       ] [3343/3548] Forecasting VINP...
[2025-12-26T20:34:18.414247] [INFO ] [sig       ] Generating forecast for: VINP
[2025-12-26T20:34:18.414283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2025-12-26T20:34:18.425606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2025-12-26T20:34:18.425914] [INFO ] [FORECASTER] Starting predict_future for VINP
[2025-12-26T20:34:18.426723] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2025-12-26T20:34:18.426774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:18.426805] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:18.426831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:18.426890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:18.495243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:18.496128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:18.496211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:18.496243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:18.612730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:18.612880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:18.612921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:18.612950] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:18.616299] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: DOWN (p=23.38%)
[2025-12-26T20:34:18.616565] [INFO ] [FORECASTER] Completed predict_future for VINP
[2025-12-26T20:34:18.616706] [INFO ] [sig       ] VINP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:18.755726] [INFO ] [LOCAL     ] Saved forecast: VINP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VINP.txt
[2025-12-26T20:34:18.755864] [INFO ] [sig       ] [3343/3548] Completed VINP in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-26T20:34:18.755903] [INFO ] [sig       ] [3344/3548] Forecasting VIPS...
[2025-12-26T20:34:18.755933] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-12-26T20:34:18.755963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-12-26T20:34:18.767102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2025-12-26T20:34:18.767396] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-12-26T20:34:18.768169] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-12-26T20:34:18.768222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:18.768256] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:18.768283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:18.768342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:18.825146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:18.825830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:18.825910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:18.825942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:18.952088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:18.952246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:18.952318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:18.952350] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:18.956034] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: UP (p=62.25%)
[2025-12-26T20:34:18.956351] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-12-26T20:34:18.956487] [INFO ] [sig       ] VIPS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:19.096809] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VIPS.txt
[2025-12-26T20:34:19.096977] [INFO ] [sig       ] [3344/3548] Completed VIPS in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-26T20:34:19.097017] [INFO ] [sig       ] [3345/3548] Forecasting VIRC...
[2025-12-26T20:34:19.097048] [INFO ] [sig       ] Generating forecast for: VIRC
[2025-12-26T20:34:19.097077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2025-12-26T20:34:19.108531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2025-12-26T20:34:19.108942] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2025-12-26T20:34:19.109781] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2025-12-26T20:34:19.109831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:19.109863] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:19.109889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:19.109947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:19.166728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:19.167645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:19.167727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:19.167759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:19.288611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:19.288758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:19.288799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:19.288828] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:19.292212] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2025-12-26T20:34:19.292498] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2025-12-26T20:34:19.292640] [INFO ] [sig       ] VIRC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:19.444616] [INFO ] [LOCAL     ] Saved forecast: VIRC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VIRC.txt
[2025-12-26T20:34:19.444823] [INFO ] [sig       ] [3345/3548] Completed VIRC in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-26T20:34:19.444890] [INFO ] [sig       ] [3346/3548] Forecasting VITL...
[2025-12-26T20:34:19.444940] [INFO ] [sig       ] Generating forecast for: VITL
[2025-12-26T20:34:19.444988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2025-12-26T20:34:19.456804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2025-12-26T20:34:19.457195] [INFO ] [FORECASTER] Starting predict_future for VITL
[2025-12-26T20:34:19.458009] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2025-12-26T20:34:19.458061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:19.458092] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:19.458119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:19.458177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:19.515543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:19.516500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:19.516604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:19.516640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:19.638943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:19.639093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:19.639137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:19.639167] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:19.642791] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: DOWN (p=10.22%)
[2025-12-26T20:34:19.643088] [INFO ] [FORECASTER] Completed predict_future for VITL
[2025-12-26T20:34:19.643215] [INFO ] [sig       ] VITL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:19.786759] [INFO ] [LOCAL     ] Saved forecast: VITL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VITL.txt
[2025-12-26T20:34:19.786890] [INFO ] [sig       ] [3346/3548] Completed VITL in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-26T20:34:19.786928] [INFO ] [sig       ] [3347/3548] Forecasting VKQ...
[2025-12-26T20:34:19.786958] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-12-26T20:34:19.786993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-12-26T20:34:19.798596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2025-12-26T20:34:19.798958] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-12-26T20:34:19.799778] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-12-26T20:34:19.799829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:19.799860] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:19.799909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:19.799996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:19.857974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:19.858828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:19.858937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:19.858974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:19.978089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:19.978232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:19.978274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:19.978304] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:19.981759] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=27.60%)
[2025-12-26T20:34:19.982039] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-12-26T20:34:19.982168] [INFO ] [sig       ] VKQ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:20.121012] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VKQ.txt
[2025-12-26T20:34:20.121161] [INFO ] [sig       ] [3347/3548] Completed VKQ in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-26T20:34:20.121199] [INFO ] [sig       ] [3348/3548] Forecasting VKTX...
[2025-12-26T20:34:20.121230] [INFO ] [sig       ] Generating forecast for: VKTX
[2025-12-26T20:34:20.121259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2025-12-26T20:34:20.132193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2025-12-26T20:34:20.132534] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2025-12-26T20:34:20.133309] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2025-12-26T20:34:20.133361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:20.133391] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:20.133418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:20.133475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:20.189245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:20.189940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:20.190075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:20.190108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:20.306821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:20.306981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:20.307024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:20.307054] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:20.310483] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: DOWN (p=6.78%)
[2025-12-26T20:34:20.310792] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2025-12-26T20:34:20.310920] [INFO ] [sig       ] VKTX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:20.451659] [INFO ] [LOCAL     ] Saved forecast: VKTX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VKTX.txt
[2025-12-26T20:34:20.451835] [INFO ] [sig       ] [3348/3548] Completed VKTX in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-26T20:34:20.451878] [INFO ] [sig       ] [3349/3548] Forecasting VLGEA...
[2025-12-26T20:34:20.451912] [INFO ] [sig       ] Generating forecast for: VLGEA
[2025-12-26T20:34:20.451943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2025-12-26T20:34:20.463283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2025-12-26T20:34:20.463738] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2025-12-26T20:34:20.464646] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2025-12-26T20:34:20.464700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:20.464733] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:20.464759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:20.464817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:20.526953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:20.527828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:20.527914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:20.527948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:20.661387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:20.661557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:20.661651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:20.661692] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:20.665467] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: DOWN (p=2.84%)
[2025-12-26T20:34:20.665830] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2025-12-26T20:34:20.665973] [INFO ] [sig       ] VLGEA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:20.815191] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VLGEA.txt
[2025-12-26T20:34:20.815331] [INFO ] [sig       ] [3349/3548] Completed VLGEA in 0.4s | 2.90 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-26T20:34:20.815372] [INFO ] [sig       ] [3350/3548] Forecasting VLN...
[2025-12-26T20:34:20.815400] [INFO ] [sig       ] Generating forecast for: VLN
[2025-12-26T20:34:20.815430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-12-26T20:34:20.826418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2025-12-26T20:34:20.826758] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-12-26T20:34:20.827522] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-12-26T20:34:20.827589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:20.827623] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:20.827653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:20.827724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:20.885292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:20.886270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:20.886360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:20.886393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:21.004025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:21.004187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:21.004236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:21.004266] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:21.007796] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: DOWN (p=43.50%)
[2025-12-26T20:34:21.008081] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-12-26T20:34:21.008212] [INFO ] [sig       ] VLN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:21.150771] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VLN.txt
[2025-12-26T20:34:21.150908] [INFO ] [sig       ] [3350/3548] Completed VLN in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-26T20:34:21.150948] [INFO ] [sig       ] [3351/3548] Forecasting VLO...
[2025-12-26T20:34:21.150979] [INFO ] [sig       ] Generating forecast for: VLO
[2025-12-26T20:34:21.151009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-12-26T20:34:21.162397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2025-12-26T20:34:21.162770] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-12-26T20:34:21.163544] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-12-26T20:34:21.163622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:21.163658] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:21.163685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:21.163743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:21.220778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:21.221434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:21.221511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:21.221543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:21.350462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:21.350628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:21.350674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:21.350705] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:21.354132] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: UP (p=99.28%)
[2025-12-26T20:34:21.354435] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-12-26T20:34:21.354568] [INFO ] [sig       ] VLO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:21.497421] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VLO.txt
[2025-12-26T20:34:21.497607] [INFO ] [sig       ] [3351/3548] Completed VLO in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-26T20:34:21.497650] [INFO ] [sig       ] [3352/3548] Forecasting VLRS...
[2025-12-26T20:34:21.497685] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-12-26T20:34:21.497714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-12-26T20:34:21.511609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2025-12-26T20:34:21.512006] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-12-26T20:34:21.512869] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-12-26T20:34:21.512938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:21.512971] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:21.512998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:21.513057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:21.570296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:21.571013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:21.571092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:21.571125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:21.690495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:21.690650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:21.690693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:21.690722] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:21.694149] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: DOWN (p=38.86%)
[2025-12-26T20:34:21.694427] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-12-26T20:34:21.694587] [INFO ] [sig       ] VLRS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:21.836103] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VLRS.txt
[2025-12-26T20:34:21.836218] [INFO ] [sig       ] [3352/3548] Completed VLRS in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-26T20:34:21.836257] [INFO ] [sig       ] [3353/3548] Forecasting VLTO...
[2025-12-26T20:34:21.836286] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-12-26T20:34:21.836315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-12-26T20:34:21.847067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2025-12-26T20:34:21.847372] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-12-26T20:34:21.848184] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-12-26T20:34:21.848235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:21.848267] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:21.848293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:21.848351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:21.905736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:21.906348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:21.906429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:21.906461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:22.030564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:22.030730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:22.030775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:22.030804] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:22.034252] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: DOWN (p=39.10%)
[2025-12-26T20:34:22.034526] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-12-26T20:34:22.034671] [INFO ] [sig       ] VLTO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:22.175273] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VLTO.txt
[2025-12-26T20:34:22.175382] [INFO ] [sig       ] [3353/3548] Completed VLTO in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-26T20:34:22.175420] [INFO ] [sig       ] [3354/3548] Forecasting VLY...
[2025-12-26T20:34:22.175448] [INFO ] [sig       ] Generating forecast for: VLY
[2025-12-26T20:34:22.175477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2025-12-26T20:34:22.187457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2025-12-26T20:34:22.187897] [INFO ] [FORECASTER] Starting predict_future for VLY
[2025-12-26T20:34:22.188730] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2025-12-26T20:34:22.188782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:22.188814] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:22.188840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:22.188928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:22.246884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:22.247872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:22.247964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:22.247999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:22.370648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:22.370822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:22.370871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:22.370902] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:22.374598] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: DOWN (p=9.75%)
[2025-12-26T20:34:22.374903] [INFO ] [FORECASTER] Completed predict_future for VLY
[2025-12-26T20:34:22.375042] [INFO ] [sig       ] VLY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:22.515794] [INFO ] [LOCAL     ] Saved forecast: VLY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VLY.txt
[2025-12-26T20:34:22.515934] [INFO ] [sig       ] [3354/3548] Completed VLY in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-26T20:34:22.515973] [INFO ] [sig       ] [3355/3548] Forecasting VMBS...
[2025-12-26T20:34:22.516002] [INFO ] [sig       ] Generating forecast for: VMBS
[2025-12-26T20:34:22.516032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2025-12-26T20:34:22.528439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2025-12-26T20:34:22.528876] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2025-12-26T20:34:22.529739] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2025-12-26T20:34:22.529791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:22.529854] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:22.529882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:22.529941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:22.587082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:22.587995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:22.588087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:22.588119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:22.710694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:22.710876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:22.710926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:22.710957] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:22.714621] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: DOWN (p=42.87%)
[2025-12-26T20:34:22.714901] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2025-12-26T20:34:22.715026] [INFO ] [sig       ] VMBS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:22.854125] [INFO ] [LOCAL     ] Saved forecast: VMBS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VMBS.txt
[2025-12-26T20:34:22.854246] [INFO ] [sig       ] [3355/3548] Completed VMBS in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-26T20:34:22.854291] [INFO ] [sig       ] [3356/3548] Forecasting VMD...
[2025-12-26T20:34:22.854321] [INFO ] [sig       ] Generating forecast for: VMD
[2025-12-26T20:34:22.854350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2025-12-26T20:34:22.865173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2025-12-26T20:34:22.865472] [INFO ] [FORECASTER] Starting predict_future for VMD
[2025-12-26T20:34:22.866249] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2025-12-26T20:34:22.866300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:22.866330] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:22.866357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:22.866414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:22.922857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:22.923447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:22.923523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:22.923554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:23.036456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:23.036600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:23.036642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:23.036671] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:23.039987] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: UP (p=74.90%)
[2025-12-26T20:34:23.040255] [INFO ] [FORECASTER] Completed predict_future for VMD
[2025-12-26T20:34:23.040397] [INFO ] [sig       ] VMD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:23.181253] [INFO ] [LOCAL     ] Saved forecast: VMD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VMD.txt
[2025-12-26T20:34:23.181367] [INFO ] [sig       ] [3356/3548] Completed VMD in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-26T20:34:23.181406] [INFO ] [sig       ] [3357/3548] Forecasting VMI...
[2025-12-26T20:34:23.181435] [INFO ] [sig       ] Generating forecast for: VMI
[2025-12-26T20:34:23.181464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-12-26T20:34:23.192692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2025-12-26T20:34:23.192968] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-12-26T20:34:23.193742] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-12-26T20:34:23.193793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:23.193825] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:23.193851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:23.193909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:23.250182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:23.250794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:23.250869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:23.250900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:23.372067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:23.372203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:23.372244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:23.372271] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:23.375560] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: UP (p=72.54%)
[2025-12-26T20:34:23.375911] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-12-26T20:34:23.376033] [INFO ] [sig       ] VMI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:23.519953] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VMI.txt
[2025-12-26T20:34:23.520088] [INFO ] [sig       ] [3357/3548] Completed VMI in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-26T20:34:23.520127] [INFO ] [sig       ] [3358/3548] Forecasting VMO...
[2025-12-26T20:34:23.520156] [INFO ] [sig       ] Generating forecast for: VMO
[2025-12-26T20:34:23.520186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-12-26T20:34:23.530656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2025-12-26T20:34:23.530952] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-12-26T20:34:23.531744] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-12-26T20:34:23.531795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:23.531826] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:23.531852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:23.531909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:23.588998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:23.589716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:23.589797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:23.589829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:23.706506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:23.706671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:23.706714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:23.706769] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:23.710144] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: DOWN (p=1.79%)
[2025-12-26T20:34:23.710413] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-12-26T20:34:23.710533] [INFO ] [sig       ] VMO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:23.849386] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VMO.txt
[2025-12-26T20:34:23.849497] [INFO ] [sig       ] [3358/3548] Completed VMO in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-26T20:34:23.849536] [INFO ] [sig       ] [3359/3548] Forecasting VNDA...
[2025-12-26T20:34:23.849564] [INFO ] [sig       ] Generating forecast for: VNDA
[2025-12-26T20:34:23.849612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2025-12-26T20:34:23.860416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2025-12-26T20:34:23.860759] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2025-12-26T20:34:23.861518] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2025-12-26T20:34:23.861592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:23.861648] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:23.861675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:23.861732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:23.918381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:23.919026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:23.919100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:23.919132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:24.036478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:24.036603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:24.036661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:24.036690] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:24.039873] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: UP (p=61.35%)
[2025-12-26T20:34:24.040132] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2025-12-26T20:34:24.040250] [INFO ] [sig       ] VNDA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:24.179712] [INFO ] [LOCAL     ] Saved forecast: VNDA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VNDA.txt
[2025-12-26T20:34:24.179822] [INFO ] [sig       ] [3359/3548] Completed VNDA in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-26T20:34:24.179861] [INFO ] [sig       ] [3360/3548] Forecasting VNO...
[2025-12-26T20:34:24.179889] [INFO ] [sig       ] Generating forecast for: VNO
[2025-12-26T20:34:24.179918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-12-26T20:34:24.194159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2025-12-26T20:34:24.194470] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-12-26T20:34:24.195265] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-12-26T20:34:24.195317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:24.195348] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:24.195373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:24.195431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:24.252651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:24.253246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:24.253321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:24.253352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:24.372466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:24.372619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:24.372662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:24.372691] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:24.375987] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: DOWN (p=16.16%)
[2025-12-26T20:34:24.376262] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-12-26T20:34:24.376384] [INFO ] [sig       ] VNO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:24.515998] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VNO.txt
[2025-12-26T20:34:24.516112] [INFO ] [sig       ] [3360/3548] Completed VNO in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-26T20:34:24.516150] [INFO ] [sig       ] [3361/3548] Forecasting VNOM...
[2025-12-26T20:34:24.516178] [INFO ] [sig       ] Generating forecast for: VNOM
[2025-12-26T20:34:24.516207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2025-12-26T20:34:24.528247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2025-12-26T20:34:24.528725] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2025-12-26T20:34:24.529668] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2025-12-26T20:34:24.529724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:24.529757] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:24.529784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:24.529844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:24.589154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:24.590358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:24.590471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:24.590510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:24.713670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:24.713833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:24.713882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:24.713919] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:24.717426] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: DOWN (p=5.17%)
[2025-12-26T20:34:24.717731] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2025-12-26T20:34:24.717864] [INFO ] [sig       ] VNOM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:24.870682] [INFO ] [LOCAL     ] Saved forecast: VNOM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VNOM.txt
[2025-12-26T20:34:24.870851] [INFO ] [sig       ] [3361/3548] Completed VNOM in 0.4s | 2.90 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-26T20:34:24.870892] [INFO ] [sig       ] [3362/3548] Forecasting VNQI...
[2025-12-26T20:34:24.870923] [INFO ] [sig       ] Generating forecast for: VNQI
[2025-12-26T20:34:24.870953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2025-12-26T20:34:24.883127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2025-12-26T20:34:24.883534] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2025-12-26T20:34:24.884446] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2025-12-26T20:34:24.884502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:24.884535] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:24.884563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:24.884644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:24.942543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:24.943304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:24.943387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:24.943422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:25.062878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:25.063030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:25.063072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:25.063102] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:25.066522] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: UP (p=98.93%)
[2025-12-26T20:34:25.066817] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2025-12-26T20:34:25.066941] [INFO ] [sig       ] VNQI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:25.209745] [INFO ] [LOCAL     ] Saved forecast: VNQI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VNQI.txt
[2025-12-26T20:34:25.209877] [INFO ] [sig       ] [3362/3548] Completed VNQI in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-26T20:34:25.209917] [INFO ] [sig       ] [3363/3548] Forecasting VOC...
[2025-12-26T20:34:25.209946] [INFO ] [sig       ] Generating forecast for: VOC
[2025-12-26T20:34:25.209975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-12-26T20:34:25.221876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2025-12-26T20:34:25.222276] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-12-26T20:34:25.223073] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-12-26T20:34:25.223124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:25.223180] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:25.223208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:25.223266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:25.281093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:25.281829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:25.281908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:25.281941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:25.401205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:25.401359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:25.401409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:25.401443] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:25.404861] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=96.50%)
[2025-12-26T20:34:25.405135] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-12-26T20:34:25.405256] [INFO ] [sig       ] VOC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:25.545527] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VOC.txt
[2025-12-26T20:34:25.545666] [INFO ] [sig       ] [3363/3548] Completed VOC in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-26T20:34:25.545706] [INFO ] [sig       ] [3364/3548] Forecasting VOD...
[2025-12-26T20:34:25.545737] [INFO ] [sig       ] Generating forecast for: VOD
[2025-12-26T20:34:25.545765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2025-12-26T20:34:25.556759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2025-12-26T20:34:25.557058] [INFO ] [FORECASTER] Starting predict_future for VOD
[2025-12-26T20:34:25.557847] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2025-12-26T20:34:25.557898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:25.557929] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:25.557955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:25.558012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:25.615342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:25.615999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:25.616075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:25.616107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:25.733398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:25.733528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:25.733584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:25.733614] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:25.736864] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: UP (p=85.94%)
[2025-12-26T20:34:25.737135] [INFO ] [FORECASTER] Completed predict_future for VOD
[2025-12-26T20:34:25.737258] [INFO ] [sig       ] VOD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:25.877194] [INFO ] [LOCAL     ] Saved forecast: VOD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VOD.txt
[2025-12-26T20:34:25.877342] [INFO ] [sig       ] [3364/3548] Completed VOD in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-26T20:34:25.877383] [INFO ] [sig       ] [3365/3548] Forecasting VONE...
[2025-12-26T20:34:25.877411] [INFO ] [sig       ] Generating forecast for: VONE
[2025-12-26T20:34:25.877439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2025-12-26T20:34:25.888643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2025-12-26T20:34:25.889052] [INFO ] [FORECASTER] Starting predict_future for VONE
[2025-12-26T20:34:25.889885] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2025-12-26T20:34:25.889937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:25.889968] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:25.889995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:25.890052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:25.945825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:25.946563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:25.946700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:25.946733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:26.068085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:26.068249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:26.068294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:26.068322] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:26.071954] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: UP (p=66.35%)
[2025-12-26T20:34:26.072238] [INFO ] [FORECASTER] Completed predict_future for VONE
[2025-12-26T20:34:26.072367] [INFO ] [sig       ] VONE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:26.215812] [INFO ] [LOCAL     ] Saved forecast: VONE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VONE.txt
[2025-12-26T20:34:26.215951] [INFO ] [sig       ] [3365/3548] Completed VONE in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-26T20:34:26.215990] [INFO ] [sig       ] [3366/3548] Forecasting VONG...
[2025-12-26T20:34:26.216019] [INFO ] [sig       ] Generating forecast for: VONG
[2025-12-26T20:34:26.216049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2025-12-26T20:34:26.228429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2025-12-26T20:34:26.228807] [INFO ] [FORECASTER] Starting predict_future for VONG
[2025-12-26T20:34:26.229645] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2025-12-26T20:34:26.229697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:26.229728] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:26.229753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:26.229810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:26.286239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:26.286887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:26.286966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:26.286998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:26.409603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:26.409770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:26.409814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:26.409841] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:26.413275] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: DOWN (p=32.17%)
[2025-12-26T20:34:26.413550] [INFO ] [FORECASTER] Completed predict_future for VONG
[2025-12-26T20:34:26.413692] [INFO ] [sig       ] VONG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:26.554251] [INFO ] [LOCAL     ] Saved forecast: VONG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VONG.txt
[2025-12-26T20:34:26.554386] [INFO ] [sig       ] [3366/3548] Completed VONG in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-26T20:34:26.554425] [INFO ] [sig       ] [3367/3548] Forecasting VOTE...
[2025-12-26T20:34:26.554461] [INFO ] [sig       ] Generating forecast for: VOTE
[2025-12-26T20:34:26.554496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2025-12-26T20:34:26.565506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2025-12-26T20:34:26.565874] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2025-12-26T20:34:26.566702] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2025-12-26T20:34:26.566755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:26.566786] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:26.566812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:26.566869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:26.622926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:26.623560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:26.623657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:26.623689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:26.743653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:26.743779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:26.743821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:26.743849] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:26.747233] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: UP (p=59.06%)
[2025-12-26T20:34:26.747532] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2025-12-26T20:34:26.747695] [INFO ] [sig       ] VOTE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:26.887261] [INFO ] [LOCAL     ] Saved forecast: VOTE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VOTE.txt
[2025-12-26T20:34:26.887392] [INFO ] [sig       ] [3367/3548] Completed VOTE in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-26T20:34:26.887433] [INFO ] [sig       ] [3368/3548] Forecasting VPG...
[2025-12-26T20:34:26.887461] [INFO ] [sig       ] Generating forecast for: VPG
[2025-12-26T20:34:26.887491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-12-26T20:34:26.897890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2025-12-26T20:34:26.898209] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-12-26T20:34:26.899006] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-12-26T20:34:26.899058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:26.899090] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:26.899116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:26.899174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:26.959255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:26.960074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:26.960151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:26.960183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:27.076465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:27.076626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:27.076670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:27.076699] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:27.080083] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=98.53%)
[2025-12-26T20:34:27.080349] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-12-26T20:34:27.080491] [INFO ] [sig       ] VPG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:27.220692] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VPG.txt
[2025-12-26T20:34:27.220838] [INFO ] [sig       ] [3368/3548] Completed VPG in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-26T20:34:27.220879] [INFO ] [sig       ] [3369/3548] Forecasting VPLS...
[2025-12-26T20:34:27.220908] [INFO ] [sig       ] Generating forecast for: VPLS
[2025-12-26T20:34:27.220937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2025-12-26T20:34:27.231457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2025-12-26T20:34:27.231814] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2025-12-26T20:34:27.232605] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2025-12-26T20:34:27.232657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:27.232688] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:27.232715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:27.232771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:27.289657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:27.290511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:27.290613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:27.290649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:27.408668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:27.408827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:27.408869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:27.408918] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:27.412385] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: UP (p=53.42%)
[2025-12-26T20:34:27.412717] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2025-12-26T20:34:27.412851] [INFO ] [sig       ] VPLS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:27.555458] [INFO ] [LOCAL     ] Saved forecast: VPLS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VPLS.txt
[2025-12-26T20:34:27.555628] [INFO ] [sig       ] [3369/3548] Completed VPLS in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-26T20:34:27.555670] [INFO ] [sig       ] [3370/3548] Forecasting VRA...
[2025-12-26T20:34:27.555699] [INFO ] [sig       ] Generating forecast for: VRA
[2025-12-26T20:34:27.555729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2025-12-26T20:34:27.565105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2025-12-26T20:34:27.565391] [INFO ] [FORECASTER] Starting predict_future for VRA
[2025-12-26T20:34:27.566173] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2025-12-26T20:34:27.566225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:27.566256] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:27.566283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:27.566340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:27.623077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:27.623700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:27.623775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:27.623806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:27.740398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:27.740550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:27.740609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:27.740668] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:27.744017] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=3.85%)
[2025-12-26T20:34:27.744282] [INFO ] [FORECASTER] Completed predict_future for VRA
[2025-12-26T20:34:27.744402] [INFO ] [sig       ] VRA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:27.885740] [INFO ] [LOCAL     ] Saved forecast: VRA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VRA.txt
[2025-12-26T20:34:27.885893] [INFO ] [sig       ] [3370/3548] Completed VRA in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-26T20:34:27.885932] [INFO ] [sig       ] [3371/3548] Forecasting VRCA...
[2025-12-26T20:34:27.885962] [INFO ] [sig       ] Generating forecast for: VRCA
[2025-12-26T20:34:27.885992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2025-12-26T20:34:27.895785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2025-12-26T20:34:27.896121] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2025-12-26T20:34:27.896907] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2025-12-26T20:34:27.896958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:27.896990] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:27.897016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:27.897073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:27.956472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:27.957327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:27.957408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:27.957439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:28.081537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:28.081702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:28.081743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:28.081773] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:28.085097] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: DOWN (p=15.54%)
[2025-12-26T20:34:28.085364] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2025-12-26T20:34:28.085482] [INFO ] [sig       ] VRCA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:28.266502] [INFO ] [LOCAL     ] Saved forecast: VRCA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VRCA.txt
[2025-12-26T20:34:28.266767] [INFO ] [sig       ] [3371/3548] Completed VRCA in 0.4s | 2.90 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-26T20:34:28.266837] [INFO ] [sig       ] [3372/3548] Forecasting VRDN...
[2025-12-26T20:34:28.266878] [INFO ] [sig       ] Generating forecast for: VRDN
[2025-12-26T20:34:28.266916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2025-12-26T20:34:28.281288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRDN'.
[2025-12-26T20:34:28.281753] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2025-12-26T20:34:28.282638] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2025-12-26T20:34:28.282692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:28.282766] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:28.282793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:28.282853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:28.362203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:28.363321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:28.363428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:28.363498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:28.532563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:28.532783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:28.532855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:28.532908] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:28.538518] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: DOWN (p=4.85%)
[2025-12-26T20:34:28.539143] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2025-12-26T20:34:28.539370] [INFO ] [sig       ] VRDN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:28.740087] [INFO ] [LOCAL     ] Saved forecast: VRDN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VRDN.txt
[2025-12-26T20:34:28.740270] [INFO ] [sig       ] [3372/3548] Completed VRDN in 0.5s | 2.90 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-26T20:34:28.740313] [INFO ] [sig       ] [3373/3548] Forecasting VRE...
[2025-12-26T20:34:28.740342] [INFO ] [sig       ] Generating forecast for: VRE
[2025-12-26T20:34:28.740373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-12-26T20:34:28.753372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2025-12-26T20:34:28.753854] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-12-26T20:34:28.754752] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-12-26T20:34:28.754809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:28.754843] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:28.754871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:28.754930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:28.815705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:28.816754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:28.816853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:28.816887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:28.943853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:28.944018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:28.944063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:28.944093] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:28.947891] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: DOWN (p=13.23%)
[2025-12-26T20:34:28.948225] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-12-26T20:34:28.948373] [INFO ] [sig       ] VRE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:29.134757] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VRE.txt
[2025-12-26T20:34:29.134977] [INFO ] [sig       ] [3373/3548] Completed VRE in 0.4s | 2.90 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-26T20:34:29.135043] [INFO ] [sig       ] [3374/3548] Forecasting VREX...
[2025-12-26T20:34:29.135098] [INFO ] [sig       ] Generating forecast for: VREX
[2025-12-26T20:34:29.135150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2025-12-26T20:34:29.150088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2025-12-26T20:34:29.150645] [INFO ] [FORECASTER] Starting predict_future for VREX
[2025-12-26T20:34:29.151823] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2025-12-26T20:34:29.151890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:29.151935] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:29.151994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:29.152086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:29.231810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:29.232977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:29.233091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:29.233144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:29.362945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:29.363108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:29.363153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:29.363185] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:29.367492] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: UP (p=77.36%)
[2025-12-26T20:34:29.368060] [INFO ] [FORECASTER] Completed predict_future for VREX
[2025-12-26T20:34:29.368206] [INFO ] [sig       ] VREX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:29.523467] [INFO ] [LOCAL     ] Saved forecast: VREX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VREX.txt
[2025-12-26T20:34:29.523633] [INFO ] [sig       ] [3374/3548] Completed VREX in 0.4s | 2.90 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-26T20:34:29.523676] [INFO ] [sig       ] [3375/3548] Forecasting VRIG...
[2025-12-26T20:34:29.523707] [INFO ] [sig       ] Generating forecast for: VRIG
[2025-12-26T20:34:29.523738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2025-12-26T20:34:29.534368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2025-12-26T20:34:29.534747] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2025-12-26T20:34:29.535643] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2025-12-26T20:34:29.535705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:29.535743] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:29.535784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:29.535867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:29.598035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:29.598907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:29.599006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:29.599058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:29.699031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:29.699185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:29.699240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:29.699338] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:29.702897] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=52.27%)
[2025-12-26T20:34:29.703214] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2025-12-26T20:34:29.703372] [INFO ] [sig       ] VRIG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:29.853512] [INFO ] [LOCAL     ] Saved forecast: VRIG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VRIG.txt
[2025-12-26T20:34:29.853683] [INFO ] [sig       ] [3375/3548] Completed VRIG in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 59.7s
[2025-12-26T20:34:29.853725] [INFO ] [sig       ] [3376/3548] Forecasting VRNS...
[2025-12-26T20:34:29.853756] [INFO ] [sig       ] Generating forecast for: VRNS
[2025-12-26T20:34:29.853787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2025-12-26T20:34:29.864291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRNS'.
[2025-12-26T20:34:29.864670] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2025-12-26T20:34:29.865500] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2025-12-26T20:34:29.865561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:29.865622] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:29.865650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:29.865709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:29.927549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:29.928418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:29.928505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:29.928540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:30.058977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:30.059131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:30.059172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:30.059203] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:30.062632] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: UP (p=72.18%)
[2025-12-26T20:34:30.062907] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2025-12-26T20:34:30.063031] [INFO ] [sig       ] VRNS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:30.201466] [INFO ] [LOCAL     ] Saved forecast: VRNS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VRNS.txt
[2025-12-26T20:34:30.201630] [INFO ] [sig       ] [3376/3548] Completed VRNS in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 59.4s
[2025-12-26T20:34:30.201675] [INFO ] [sig       ] [3377/3548] Forecasting VRRM...
[2025-12-26T20:34:30.201702] [INFO ] [sig       ] Generating forecast for: VRRM
[2025-12-26T20:34:30.201732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2025-12-26T20:34:30.211881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2025-12-26T20:34:30.212239] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2025-12-26T20:34:30.213061] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2025-12-26T20:34:30.213112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:30.213143] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:30.213169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:30.213226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:30.268858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:30.269627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:30.269706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:30.269738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:30.392173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:30.392347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:30.392407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:30.392440] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:30.396035] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: UP (p=84.77%)
[2025-12-26T20:34:30.396311] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2025-12-26T20:34:30.396438] [INFO ] [sig       ] VRRM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:30.544744] [INFO ] [LOCAL     ] Saved forecast: VRRM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VRRM.txt
[2025-12-26T20:34:30.544896] [INFO ] [sig       ] [3377/3548] Completed VRRM in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 59.1s
[2025-12-26T20:34:30.544935] [INFO ] [sig       ] [3378/3548] Forecasting VRSK...
[2025-12-26T20:34:30.544965] [INFO ] [sig       ] Generating forecast for: VRSK
[2025-12-26T20:34:30.545001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2025-12-26T20:34:30.554989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2025-12-26T20:34:30.555360] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2025-12-26T20:34:30.556195] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2025-12-26T20:34:30.556247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:30.556280] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:30.556307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:30.556366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:30.613078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:30.613870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:30.613952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:30.613984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:30.734816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:30.734970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:30.735014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:30.735043] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:30.738484] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: UP (p=53.02%)
[2025-12-26T20:34:30.738810] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2025-12-26T20:34:30.738962] [INFO ] [sig       ] VRSK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:30.879343] [INFO ] [LOCAL     ] Saved forecast: VRSK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VRSK.txt
[2025-12-26T20:34:30.879512] [INFO ] [sig       ] [3378/3548] Completed VRSK in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 58.7s
[2025-12-26T20:34:30.879588] [INFO ] [sig       ] [3379/3548] Forecasting VRSN...
[2025-12-26T20:34:30.879632] [INFO ] [sig       ] Generating forecast for: VRSN
[2025-12-26T20:34:30.879669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2025-12-26T20:34:30.889638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2025-12-26T20:34:30.889990] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2025-12-26T20:34:30.890820] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2025-12-26T20:34:30.890871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:30.890903] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:30.890930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:30.890988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:30.948836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:30.949712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:30.949793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:30.949825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:31.074678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:31.074843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:31.074898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:31.074928] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:31.078534] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: DOWN (p=45.82%)
[2025-12-26T20:34:31.078843] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2025-12-26T20:34:31.079005] [INFO ] [sig       ] VRSN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:31.225838] [INFO ] [LOCAL     ] Saved forecast: VRSN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VRSN.txt
[2025-12-26T20:34:31.226001] [INFO ] [sig       ] [3379/3548] Completed VRSN in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 58.4s
[2025-12-26T20:34:31.226045] [INFO ] [sig       ] [3380/3548] Forecasting VRTS...
[2025-12-26T20:34:31.226077] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-12-26T20:34:31.226107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-12-26T20:34:31.237072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2025-12-26T20:34:31.237447] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-12-26T20:34:31.238256] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-12-26T20:34:31.238309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:31.238340] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:31.238367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:31.238425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:31.298973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:31.299922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:31.300008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:31.300042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:31.420709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:31.420859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:31.420901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:31.420930] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:31.424387] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: DOWN (p=14.23%)
[2025-12-26T20:34:31.424685] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-12-26T20:34:31.424809] [INFO ] [sig       ] VRTS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:31.572414] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VRTS.txt
[2025-12-26T20:34:31.572586] [INFO ] [sig       ] [3380/3548] Completed VRTS in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 58.0s
[2025-12-26T20:34:31.572628] [INFO ] [sig       ] [3381/3548] Forecasting VRTX...
[2025-12-26T20:34:31.572657] [INFO ] [sig       ] Generating forecast for: VRTX
[2025-12-26T20:34:31.572687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2025-12-26T20:34:31.583751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2025-12-26T20:34:31.584159] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2025-12-26T20:34:31.585003] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2025-12-26T20:34:31.585057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:31.585089] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:31.585116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:31.585174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:31.642940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:31.643827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:31.643913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:31.643946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:31.766718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:31.766852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:31.766895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:31.766924] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:31.770320] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: DOWN (p=10.95%)
[2025-12-26T20:34:31.770608] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2025-12-26T20:34:31.770733] [INFO ] [sig       ] VRTX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:31.911799] [INFO ] [LOCAL     ] Saved forecast: VRTX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VRTX.txt
[2025-12-26T20:34:31.911980] [INFO ] [sig       ] [3381/3548] Completed VRTX in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 57.7s
[2025-12-26T20:34:31.912028] [INFO ] [sig       ] [3382/3548] Forecasting VS...
[2025-12-26T20:34:31.912058] [INFO ] [sig       ] Generating forecast for: VS
[2025-12-26T20:34:31.912088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2025-12-26T20:34:31.921778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2025-12-26T20:34:31.922097] [INFO ] [FORECASTER] Starting predict_future for VS
[2025-12-26T20:34:31.922885] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2025-12-26T20:34:31.922935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:31.922967] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:31.922994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:31.923052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:31.979719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:31.980457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:31.980606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:31.980642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:32.094023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:32.094177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:32.094220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:32.094248] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:32.097755] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: DOWN (p=47.58%)
[2025-12-26T20:34:32.098051] [INFO ] [FORECASTER] Completed predict_future for VS
[2025-12-26T20:34:32.098227] [INFO ] [sig       ] VS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:32.238687] [INFO ] [LOCAL     ] Saved forecast: VS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VS.txt
[2025-12-26T20:34:32.238832] [INFO ] [sig       ] [3382/3548] Completed VS in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 57.3s
[2025-12-26T20:34:32.238874] [INFO ] [sig       ] [3383/3548] Forecasting VSCO...
[2025-12-26T20:34:32.238915] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-12-26T20:34:32.238946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-12-26T20:34:32.250091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2025-12-26T20:34:32.250467] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-12-26T20:34:32.251432] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-12-26T20:34:32.251488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:32.251522] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:32.251551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:32.251640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:32.311807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:32.312628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:32.312713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:32.312747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:32.440806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:32.440978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:32.441037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:32.441071] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:32.444709] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=87.94%)
[2025-12-26T20:34:32.444995] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-12-26T20:34:32.445126] [INFO ] [sig       ] VSCO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:32.594679] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VSCO.txt
[2025-12-26T20:34:32.594824] [INFO ] [sig       ] [3383/3548] Completed VSCO in 0.4s | 2.90 sym/s | Total: 19.5m | ETA: 57.0s
[2025-12-26T20:34:32.594865] [INFO ] [sig       ] [3384/3548] Forecasting VSDA...
[2025-12-26T20:34:32.594906] [INFO ] [sig       ] Generating forecast for: VSDA
[2025-12-26T20:34:32.594949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2025-12-26T20:34:32.605742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2025-12-26T20:34:32.606102] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2025-12-26T20:34:32.607099] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2025-12-26T20:34:32.607163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:32.607209] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:32.607248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:32.607330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:32.670333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:32.671164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:32.671259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:32.671312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:32.791280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:32.791441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:32.791504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:32.791545] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:32.795134] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: UP (p=88.90%)
[2025-12-26T20:34:32.795421] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2025-12-26T20:34:32.795549] [INFO ] [sig       ] VSDA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:32.949217] [INFO ] [LOCAL     ] Saved forecast: VSDA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VSDA.txt
[2025-12-26T20:34:32.949358] [INFO ] [sig       ] [3384/3548] Completed VSDA in 0.4s | 2.90 sym/s | Total: 19.5m | ETA: 56.6s
[2025-12-26T20:34:32.949402] [INFO ] [sig       ] [3385/3548] Forecasting VSEC...
[2025-12-26T20:34:32.949434] [INFO ] [sig       ] Generating forecast for: VSEC
[2025-12-26T20:34:32.949464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2025-12-26T20:34:32.959879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2025-12-26T20:34:32.960215] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2025-12-26T20:34:32.961053] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2025-12-26T20:34:32.961105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:32.961136] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:32.961162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:32.961233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:33.017727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:33.018465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:33.018546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:33.018600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:33.138925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:33.139075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:33.139121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:33.139152] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:33.142736] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: DOWN (p=36.45%)
[2025-12-26T20:34:33.143014] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2025-12-26T20:34:33.143140] [INFO ] [sig       ] VSEC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:33.285677] [INFO ] [LOCAL     ] Saved forecast: VSEC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VSEC.txt
[2025-12-26T20:34:33.285853] [INFO ] [sig       ] [3385/3548] Completed VSEC in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 56.3s
[2025-12-26T20:34:33.285894] [INFO ] [sig       ] [3386/3548] Forecasting VSH...
[2025-12-26T20:34:33.285923] [INFO ] [sig       ] Generating forecast for: VSH
[2025-12-26T20:34:33.285952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-12-26T20:34:33.296436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2025-12-26T20:34:33.296811] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-12-26T20:34:33.297595] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-12-26T20:34:33.297646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:33.297677] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:33.297714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:33.297781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:33.354359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:33.355091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:33.355170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:33.355201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:33.476039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:33.476190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:33.476234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:33.476263] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:33.479755] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: UP (p=85.24%)
[2025-12-26T20:34:33.480035] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-12-26T20:34:33.480161] [INFO ] [sig       ] VSH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:33.626093] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VSH.txt
[2025-12-26T20:34:33.626251] [INFO ] [sig       ] [3386/3548] Completed VSH in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 55.9s
[2025-12-26T20:34:33.626292] [INFO ] [sig       ] [3387/3548] Forecasting VSTM...
[2025-12-26T20:34:33.626322] [INFO ] [sig       ] Generating forecast for: VSTM
[2025-12-26T20:34:33.626354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2025-12-26T20:34:33.636760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2025-12-26T20:34:33.637170] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2025-12-26T20:34:33.638006] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2025-12-26T20:34:33.638075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:33.638108] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:33.638135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:33.638193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:33.700177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:33.701223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:33.701317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:33.701350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:33.823479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:33.823649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:33.823694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:33.823723] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:33.827099] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2025-12-26T20:34:33.827416] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2025-12-26T20:34:33.827548] [INFO ] [sig       ] VSTM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:33.970141] [INFO ] [LOCAL     ] Saved forecast: VSTM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VSTM.txt
[2025-12-26T20:34:33.970428] [INFO ] [sig       ] [3387/3548] Completed VSTM in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 55.6s
[2025-12-26T20:34:33.970468] [INFO ] [sig       ] [3388/3548] Forecasting VSTS...
[2025-12-26T20:34:33.970497] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-12-26T20:34:33.970527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-12-26T20:34:33.981728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2025-12-26T20:34:33.982142] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-12-26T20:34:33.983024] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-12-26T20:34:33.983079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:33.983112] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:33.983139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:33.983198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:34.040818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:34.041694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:34.041782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:34.041815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:34.168016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:34.168170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:34.168213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:34.168245] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:34.171752] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: UP (p=86.16%)
[2025-12-26T20:34:34.172033] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-12-26T20:34:34.172159] [INFO ] [sig       ] VSTS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:34.322068] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VSTS.txt
[2025-12-26T20:34:34.322228] [INFO ] [sig       ] [3388/3548] Completed VSTS in 0.4s | 2.90 sym/s | Total: 19.5m | ETA: 55.3s
[2025-12-26T20:34:34.322266] [INFO ] [sig       ] [3389/3548] Forecasting VTC...
[2025-12-26T20:34:34.322297] [INFO ] [sig       ] Generating forecast for: VTC
[2025-12-26T20:34:34.322326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2025-12-26T20:34:34.333155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2025-12-26T20:34:34.333595] [INFO ] [FORECASTER] Starting predict_future for VTC
[2025-12-26T20:34:34.334425] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2025-12-26T20:34:34.334477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:34.334540] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:34.334568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:34.334649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:34.392561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:34.393445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:34.393535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:34.393613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:34.520755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:34.520924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:34.520970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:34.520999] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:34.524730] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: UP (p=82.20%)
[2025-12-26T20:34:34.525061] [INFO ] [FORECASTER] Completed predict_future for VTC
[2025-12-26T20:34:34.525203] [INFO ] [sig       ] VTC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:34.679977] [INFO ] [LOCAL     ] Saved forecast: VTC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VTC.txt
[2025-12-26T20:34:34.680133] [INFO ] [sig       ] [3389/3548] Completed VTC in 0.4s | 2.90 sym/s | Total: 19.5m | ETA: 54.9s
[2025-12-26T20:34:34.680174] [INFO ] [sig       ] [3390/3548] Forecasting VTEX...
[2025-12-26T20:34:34.680203] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-12-26T20:34:34.680232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-12-26T20:34:34.691177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2025-12-26T20:34:34.691566] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-12-26T20:34:34.692358] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-12-26T20:34:34.692410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:34.692441] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:34.692468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:34.692526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:34.750631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:34.751529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:34.751640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:34.751675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:34.870048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:34.870200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:34.870247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:34.870276] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:34.873757] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-12-26T20:34:34.874029] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-12-26T20:34:34.874151] [INFO ] [sig       ] VTEX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:35.026836] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VTEX.txt
[2025-12-26T20:34:35.026989] [INFO ] [sig       ] [3390/3548] Completed VTEX in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 54.6s
[2025-12-26T20:34:35.027045] [INFO ] [sig       ] [3391/3548] Forecasting VTIP...
[2025-12-26T20:34:35.027075] [INFO ] [sig       ] Generating forecast for: VTIP
[2025-12-26T20:34:35.027105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2025-12-26T20:34:35.037895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTIP'.
[2025-12-26T20:34:35.038291] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2025-12-26T20:34:35.039130] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2025-12-26T20:34:35.039182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:35.039213] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:35.039238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:35.039295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:35.100991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:35.101909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:35.102004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:35.102037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:35.226661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:35.226886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:35.226933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:35.226962] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:35.230832] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: DOWN (p=25.61%)
[2025-12-26T20:34:35.231146] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2025-12-26T20:34:35.231319] [INFO ] [sig       ] VTIP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:35.394149] [INFO ] [LOCAL     ] Saved forecast: VTIP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VTIP.txt
[2025-12-26T20:34:35.394306] [INFO ] [sig       ] [3391/3548] Completed VTIP in 0.4s | 2.90 sym/s | Total: 19.5m | ETA: 54.2s
[2025-12-26T20:34:35.394348] [INFO ] [sig       ] [3392/3548] Forecasting VTMX...
[2025-12-26T20:34:35.394379] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-12-26T20:34:35.394411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-12-26T20:34:35.405563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2025-12-26T20:34:35.406109] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-12-26T20:34:35.407159] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-12-26T20:34:35.407227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:35.407265] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:35.407296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:35.407355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:35.469042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:35.469926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:35.470008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:35.470041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:35.590635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:35.590788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:35.590830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:35.590892] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:35.594268] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: DOWN (p=21.21%)
[2025-12-26T20:34:35.594552] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-12-26T20:34:35.594697] [INFO ] [sig       ] VTMX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:35.734640] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VTMX.txt
[2025-12-26T20:34:35.734769] [INFO ] [sig       ] [3392/3548] Completed VTMX in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 53.9s
[2025-12-26T20:34:35.734808] [INFO ] [sig       ] [3393/3548] Forecasting VTN...
[2025-12-26T20:34:35.734837] [INFO ] [sig       ] Generating forecast for: VTN
[2025-12-26T20:34:35.734866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-12-26T20:34:35.747389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2025-12-26T20:34:35.748047] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-12-26T20:34:35.749092] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-12-26T20:34:35.749157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:35.749193] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:35.749220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:35.749282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:35.809189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:35.810352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:35.810453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:35.810487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:35.931094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:35.931332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:35.931382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:35.931413] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:35.935415] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: DOWN (p=47.98%)
[2025-12-26T20:34:35.935768] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-12-26T20:34:35.935922] [INFO ] [sig       ] VTN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:36.094548] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VTN.txt
[2025-12-26T20:34:36.094780] [INFO ] [sig       ] [3393/3548] Completed VTN in 0.4s | 2.90 sym/s | Total: 19.5m | ETA: 53.5s
[2025-12-26T20:34:36.094823] [INFO ] [sig       ] [3394/3548] Forecasting VTOL...
[2025-12-26T20:34:36.094855] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-12-26T20:34:36.094887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-12-26T20:34:36.107337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2025-12-26T20:34:36.107846] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-12-26T20:34:36.108767] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-12-26T20:34:36.108819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:36.108851] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:36.108877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:36.108965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:36.167037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:36.168154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:36.168301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:36.168341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:36.287254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:36.287482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:36.287562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:36.287625] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:36.291605] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: DOWN (p=31.31%)
[2025-12-26T20:34:36.291928] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-12-26T20:34:36.292066] [INFO ] [sig       ] VTOL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:36.446046] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VTOL.txt
[2025-12-26T20:34:36.446233] [INFO ] [sig       ] [3394/3548] Completed VTOL in 0.4s | 2.90 sym/s | Total: 19.5m | ETA: 53.2s
[2025-12-26T20:34:36.446274] [INFO ] [sig       ] [3395/3548] Forecasting VTRS...
[2025-12-26T20:34:36.446303] [INFO ] [sig       ] Generating forecast for: VTRS
[2025-12-26T20:34:36.446337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2025-12-26T20:34:36.458288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2025-12-26T20:34:36.458862] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2025-12-26T20:34:36.459784] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2025-12-26T20:34:36.459836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:36.459870] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:36.459897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:36.459958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:36.518939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:36.520071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:36.520190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:36.520223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:36.646701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:36.646939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:36.646992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:36.647021] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:36.651063] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: DOWN (p=31.41%)
[2025-12-26T20:34:36.651411] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2025-12-26T20:34:36.651553] [INFO ] [sig       ] VTRS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:36.810120] [INFO ] [LOCAL     ] Saved forecast: VTRS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VTRS.txt
[2025-12-26T20:34:36.810345] [INFO ] [sig       ] [3395/3548] Completed VTRS in 0.4s | 2.90 sym/s | Total: 19.5m | ETA: 52.8s
[2025-12-26T20:34:36.810387] [INFO ] [sig       ] [3396/3548] Forecasting VTS...
[2025-12-26T20:34:36.810419] [INFO ] [sig       ] Generating forecast for: VTS
[2025-12-26T20:34:36.810451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-12-26T20:34:36.822539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2025-12-26T20:34:36.823205] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-12-26T20:34:36.824212] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-12-26T20:34:36.824269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:36.824304] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:36.824332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:36.824392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:36.885744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:36.886946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:36.887051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:36.887085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:37.009988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:37.010223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:37.010272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:37.010300] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:37.014765] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=72.54%)
[2025-12-26T20:34:37.015267] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-12-26T20:34:37.015446] [INFO ] [sig       ] VTS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:37.166672] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VTS.txt
[2025-12-26T20:34:37.166881] [INFO ] [sig       ] [3396/3548] Completed VTS in 0.4s | 2.90 sym/s | Total: 19.5m | ETA: 52.5s
[2025-12-26T20:34:37.166925] [INFO ] [sig       ] [3397/3548] Forecasting VTSI...
[2025-12-26T20:34:37.166956] [INFO ] [sig       ] Generating forecast for: VTSI
[2025-12-26T20:34:37.166988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2025-12-26T20:34:37.179051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2025-12-26T20:34:37.179622] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2025-12-26T20:34:37.180536] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2025-12-26T20:34:37.180627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:37.180662] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:37.180690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:37.180750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:37.241472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:37.242649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:37.242756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:37.242790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:37.378788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:37.379025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:37.379073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:37.379103] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:37.383006] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: DOWN (p=21.99%)
[2025-12-26T20:34:37.383326] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2025-12-26T20:34:37.383463] [INFO ] [sig       ] VTSI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:37.528200] [INFO ] [LOCAL     ] Saved forecast: VTSI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VTSI.txt
[2025-12-26T20:34:37.528375] [INFO ] [sig       ] [3397/3548] Completed VTSI in 0.4s | 2.90 sym/s | Total: 19.6m | ETA: 52.2s
[2025-12-26T20:34:37.528415] [INFO ] [sig       ] [3398/3548] Forecasting VTWG...
[2025-12-26T20:34:37.528444] [INFO ] [sig       ] Generating forecast for: VTWG
[2025-12-26T20:34:37.528477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2025-12-26T20:34:37.538596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2025-12-26T20:34:37.538923] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2025-12-26T20:34:37.539725] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2025-12-26T20:34:37.539777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:37.539822] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:37.539849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:37.539907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:37.614213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:37.615439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:37.615548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:37.615654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:37.737495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:37.737674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:37.737718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:37.737747] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:37.741290] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: DOWN (p=32.38%)
[2025-12-26T20:34:37.741563] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2025-12-26T20:34:37.741712] [INFO ] [sig       ] VTWG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:37.885027] [INFO ] [LOCAL     ] Saved forecast: VTWG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VTWG.txt
[2025-12-26T20:34:37.885186] [INFO ] [sig       ] [3398/3548] Completed VTWG in 0.4s | 2.90 sym/s | Total: 19.6m | ETA: 51.8s
[2025-12-26T20:34:37.885232] [INFO ] [sig       ] [3399/3548] Forecasting VTWO...
[2025-12-26T20:34:37.885261] [INFO ] [sig       ] Generating forecast for: VTWO
[2025-12-26T20:34:37.885292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2025-12-26T20:34:37.895802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2025-12-26T20:34:37.896170] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2025-12-26T20:34:37.897021] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2025-12-26T20:34:37.897074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:37.897104] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:37.897131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:37.897188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:37.955810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:37.956677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:37.956811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:37.956847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:38.077291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:38.077447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:38.077491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:38.077519] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:38.080904] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: UP (p=62.75%)
[2025-12-26T20:34:38.081174] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2025-12-26T20:34:38.081298] [INFO ] [sig       ] VTWO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:38.221911] [INFO ] [LOCAL     ] Saved forecast: VTWO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VTWO.txt
[2025-12-26T20:34:38.222054] [INFO ] [sig       ] [3399/3548] Completed VTWO in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 51.5s
[2025-12-26T20:34:38.222093] [INFO ] [sig       ] [3400/3548] Forecasting VTYX...
[2025-12-26T20:34:38.222123] [INFO ] [sig       ] Generating forecast for: VTYX
[2025-12-26T20:34:38.222154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2025-12-26T20:34:38.232488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2025-12-26T20:34:38.232821] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2025-12-26T20:34:38.233603] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2025-12-26T20:34:38.233656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:38.233687] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:38.233714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:38.233771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:38.290701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:38.291475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:38.291558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:38.291616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:38.412518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:38.412680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:38.412727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:38.412756] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:38.416063] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: DOWN (p=0.46%)
[2025-12-26T20:34:38.416330] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2025-12-26T20:34:38.416451] [INFO ] [sig       ] VTYX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:38.557476] [INFO ] [LOCAL     ] Saved forecast: VTYX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VTYX.txt
[2025-12-26T20:34:38.557624] [INFO ] [sig       ] [3400/3548] Completed VTYX in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 51.1s
[2025-12-26T20:34:38.557665] [INFO ] [sig       ] [3401/3548] Forecasting VUZI...
[2025-12-26T20:34:38.557699] [INFO ] [sig       ] Generating forecast for: VUZI
[2025-12-26T20:34:38.557731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2025-12-26T20:34:38.567813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2025-12-26T20:34:38.568109] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2025-12-26T20:34:38.568934] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2025-12-26T20:34:38.568987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:38.569019] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:38.569046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:38.569104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:38.626810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:38.627488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:38.627567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:38.627618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:38.750082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:38.750242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:38.750288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:38.750317] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:38.753809] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: UP (p=73.45%)
[2025-12-26T20:34:38.754082] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2025-12-26T20:34:38.754210] [INFO ] [sig       ] VUZI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:38.895653] [INFO ] [LOCAL     ] Saved forecast: VUZI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VUZI.txt
[2025-12-26T20:34:38.895812] [INFO ] [sig       ] [3401/3548] Completed VUZI in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 50.8s
[2025-12-26T20:34:38.895859] [INFO ] [sig       ] [3402/3548] Forecasting VVOS...
[2025-12-26T20:34:38.895892] [INFO ] [sig       ] Generating forecast for: VVOS
[2025-12-26T20:34:38.895925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2025-12-26T20:34:38.906847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2025-12-26T20:34:38.907229] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2025-12-26T20:34:38.908092] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2025-12-26T20:34:38.908148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:38.908183] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:38.908212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:38.908273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:38.972064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:38.972944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:38.973033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:38.973093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:39.090423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:39.090549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:39.090612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:39.090644] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:39.094098] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: DOWN (p=49.72%)
[2025-12-26T20:34:39.094375] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2025-12-26T20:34:39.094505] [INFO ] [sig       ] VVOS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:39.235660] [INFO ] [LOCAL     ] Saved forecast: VVOS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VVOS.txt
[2025-12-26T20:34:39.235859] [INFO ] [sig       ] [3402/3548] Completed VVOS in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 50.4s
[2025-12-26T20:34:39.235914] [INFO ] [sig       ] [3403/3548] Forecasting VVX...
[2025-12-26T20:34:39.235958] [INFO ] [sig       ] Generating forecast for: VVX
[2025-12-26T20:34:39.235996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-12-26T20:34:39.246094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2025-12-26T20:34:39.246407] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-12-26T20:34:39.247192] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-12-26T20:34:39.247244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:39.247275] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:39.247301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:39.247358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:39.305423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:39.306311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:39.306396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:39.306430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:39.428321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:39.428475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:39.428516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:39.428546] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:39.432041] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=7.46%)
[2025-12-26T20:34:39.432319] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-12-26T20:34:39.432462] [INFO ] [sig       ] VVX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:39.580375] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VVX.txt
[2025-12-26T20:34:39.580513] [INFO ] [sig       ] [3403/3548] Completed VVX in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 50.1s
[2025-12-26T20:34:39.580553] [INFO ] [sig       ] [3404/3548] Forecasting VWOB...
[2025-12-26T20:34:39.580607] [INFO ] [sig       ] Generating forecast for: VWOB
[2025-12-26T20:34:39.580639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2025-12-26T20:34:39.593785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2025-12-26T20:34:39.594265] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2025-12-26T20:34:39.595385] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2025-12-26T20:34:39.595454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:39.595499] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:39.595537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:39.595640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:39.666551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:39.667485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:39.667591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:39.667627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:39.794740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:39.794908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:39.794954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:39.794983] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:39.798491] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: DOWN (p=13.63%)
[2025-12-26T20:34:39.798817] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2025-12-26T20:34:39.798976] [INFO ] [sig       ] VWOB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:39.941730] [INFO ] [LOCAL     ] Saved forecast: VWOB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/VWOB.txt
[2025-12-26T20:34:39.941889] [INFO ] [sig       ] [3404/3548] Completed VWOB in 0.4s | 2.90 sym/s | Total: 19.6m | ETA: 49.7s
[2025-12-26T20:34:39.941929] [INFO ] [sig       ] [3405/3548] Forecasting VXUS...
[2025-12-26T20:34:39.941961] [INFO ] [sig       ] Generating forecast for: VXUS
[2025-12-26T20:34:39.941991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2025-12-26T20:34:39.952740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2025-12-26T20:34:39.953119] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2025-12-26T20:34:39.953939] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2025-12-26T20:34:39.953994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:39.954027] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:39.954053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:39.954109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:40.011333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:40.012202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:40.012286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:40.012319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:40.135106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:40.135256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:40.135317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:40.135348] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:40.139294] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: UP (p=53.16%)
[2025-12-26T20:34:40.139561] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2025-12-26T20:34:40.139705] [INFO ] [sig       ] VXUS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:40.332564] [INFO ] [LOCAL     ] Saved forecast: VXUS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VXUS.txt
[2025-12-26T20:34:40.332721] [INFO ] [sig       ] [3405/3548] Completed VXUS in 0.4s | 2.90 sym/s | Total: 19.6m | ETA: 49.4s
[2025-12-26T20:34:40.332760] [INFO ] [sig       ] [3406/3548] Forecasting VYMI...
[2025-12-26T20:34:40.332788] [INFO ] [sig       ] Generating forecast for: VYMI
[2025-12-26T20:34:40.332817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2025-12-26T20:34:40.342881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2025-12-26T20:34:40.343220] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2025-12-26T20:34:40.344051] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2025-12-26T20:34:40.344106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:40.344166] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:40.344196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:40.344256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:40.402846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:40.403706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:40.403790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:40.403824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:40.520739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:40.520886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:40.520929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:40.520958] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:40.524276] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: UP (p=83.96%)
[2025-12-26T20:34:40.524542] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2025-12-26T20:34:40.524682] [INFO ] [sig       ] VYMI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:40.668178] [INFO ] [LOCAL     ] Saved forecast: VYMI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VYMI.txt
[2025-12-26T20:34:40.668307] [INFO ] [sig       ] [3406/3548] Completed VYMI in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 49.0s
[2025-12-26T20:34:40.668345] [INFO ] [sig       ] [3407/3548] Forecasting VYX...
[2025-12-26T20:34:40.668374] [INFO ] [sig       ] Generating forecast for: VYX
[2025-12-26T20:34:40.668404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-12-26T20:34:40.678247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2025-12-26T20:34:40.678654] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-12-26T20:34:40.679452] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-12-26T20:34:40.679503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:40.679533] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:40.679558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:40.679642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:40.735819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:40.736674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:40.736772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:40.736804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:40.857821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:40.857969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:40.858012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:40.858041] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:40.861430] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: UP (p=72.25%)
[2025-12-26T20:34:40.861718] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-12-26T20:34:40.861840] [INFO ] [sig       ] VYX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:41.002824] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VYX.txt
[2025-12-26T20:34:41.002989] [INFO ] [sig       ] [3407/3548] Completed VYX in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 48.7s
[2025-12-26T20:34:41.003030] [INFO ] [sig       ] [3408/3548] Forecasting VZ...
[2025-12-26T20:34:41.003070] [INFO ] [sig       ] Generating forecast for: VZ
[2025-12-26T20:34:41.003108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-12-26T20:34:41.014131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2025-12-26T20:34:41.014540] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-12-26T20:34:41.015361] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-12-26T20:34:41.015414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:41.015448] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:41.015475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:41.015535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:41.073538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:41.074306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:41.074386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:41.074419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:41.194667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:41.194813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:41.194856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:41.194883] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:41.198265] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2025-12-26T20:34:41.198539] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-12-26T20:34:41.198684] [INFO ] [sig       ] VZ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:41.339000] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/VZ.txt
[2025-12-26T20:34:41.339132] [INFO ] [sig       ] [3408/3548] Completed VZ in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 48.4s
[2025-12-26T20:34:41.339170] [INFO ] [sig       ] [3409/3548] Forecasting WAB...
[2025-12-26T20:34:41.339198] [INFO ] [sig       ] Generating forecast for: WAB
[2025-12-26T20:34:41.339228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-12-26T20:34:41.349268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2025-12-26T20:34:41.349621] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-12-26T20:34:41.350402] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-12-26T20:34:41.350454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:41.350502] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:41.350532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:41.350620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:41.408728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:41.409535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:41.409636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:41.409670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:41.530884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:41.531035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:41.531078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:41.531106] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:41.534551] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=10.42%)
[2025-12-26T20:34:41.534846] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-12-26T20:34:41.534972] [INFO ] [sig       ] WAB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:41.675592] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WAB.txt
[2025-12-26T20:34:41.675738] [INFO ] [sig       ] [3409/3548] Completed WAB in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 48.0s
[2025-12-26T20:34:41.675776] [INFO ] [sig       ] [3410/3548] Forecasting WABC...
[2025-12-26T20:34:41.675806] [INFO ] [sig       ] Generating forecast for: WABC
[2025-12-26T20:34:41.675836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2025-12-26T20:34:41.685502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2025-12-26T20:34:41.685851] [INFO ] [FORECASTER] Starting predict_future for WABC
[2025-12-26T20:34:41.686642] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2025-12-26T20:34:41.686693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:41.686724] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:41.686750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:41.686812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:41.745927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:41.746782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:41.746870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:41.746904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:41.863288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:41.863429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:41.863471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:41.863500] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:41.867016] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: UP (p=93.02%)
[2025-12-26T20:34:41.867294] [INFO ] [FORECASTER] Completed predict_future for WABC
[2025-12-26T20:34:41.867419] [INFO ] [sig       ] WABC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:42.009235] [INFO ] [LOCAL     ] Saved forecast: WABC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WABC.txt
[2025-12-26T20:34:42.009387] [INFO ] [sig       ] [3410/3548] Completed WABC in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 47.7s
[2025-12-26T20:34:42.009428] [INFO ] [sig       ] [3411/3548] Forecasting WAFD...
[2025-12-26T20:34:42.009459] [INFO ] [sig       ] Generating forecast for: WAFD
[2025-12-26T20:34:42.009489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2025-12-26T20:34:42.023208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2025-12-26T20:34:42.023836] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2025-12-26T20:34:42.024790] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2025-12-26T20:34:42.024845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:42.024881] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:42.024908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:42.024969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:42.084976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:42.086096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:42.086193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:42.086227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:42.226611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:42.226839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:42.226887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:42.226917] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:42.231118] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-12-26T20:34:42.231532] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2025-12-26T20:34:42.231716] [INFO ] [sig       ] WAFD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:42.392909] [INFO ] [LOCAL     ] Saved forecast: WAFD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WAFD.txt
[2025-12-26T20:34:42.393077] [INFO ] [sig       ] [3411/3548] Completed WAFD in 0.4s | 2.90 sym/s | Total: 19.6m | ETA: 47.3s
[2025-12-26T20:34:42.393118] [INFO ] [sig       ] [3412/3548] Forecasting WAFDP...
[2025-12-26T20:34:42.393147] [INFO ] [sig       ] Generating forecast for: WAFDP
[2025-12-26T20:34:42.393178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2025-12-26T20:34:42.403700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2025-12-26T20:34:42.404075] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2025-12-26T20:34:42.404914] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2025-12-26T20:34:42.404968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:42.404999] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:42.405025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:42.405084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:42.464547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:42.465389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:42.465475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:42.465508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:42.575476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:42.575655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:42.575699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:42.575728] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:42.579335] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: DOWN (p=28.36%)
[2025-12-26T20:34:42.579673] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2025-12-26T20:34:42.579846] [INFO ] [sig       ] WAFDP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:42.723076] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WAFDP.txt
[2025-12-26T20:34:42.723210] [INFO ] [sig       ] [3412/3548] Completed WAFDP in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 47.0s
[2025-12-26T20:34:42.723250] [INFO ] [sig       ] [3413/3548] Forecasting WAL...
[2025-12-26T20:34:42.723285] [INFO ] [sig       ] Generating forecast for: WAL
[2025-12-26T20:34:42.723314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-12-26T20:34:42.733273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2025-12-26T20:34:42.733629] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-12-26T20:34:42.734422] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-12-26T20:34:42.734473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:42.734505] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:42.734532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:42.734615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:42.794296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:42.795174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:42.795258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:42.795290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:42.915448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:42.915622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:42.915666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:42.915695] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:42.919151] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: DOWN (p=26.77%)
[2025-12-26T20:34:42.919423] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-12-26T20:34:42.919548] [INFO ] [sig       ] WAL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:43.061789] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WAL.txt
[2025-12-26T20:34:43.061941] [INFO ] [sig       ] [3413/3548] Completed WAL in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 46.6s
[2025-12-26T20:34:43.061980] [INFO ] [sig       ] [3414/3548] Forecasting WALD...
[2025-12-26T20:34:43.062009] [INFO ] [sig       ] Generating forecast for: WALD
[2025-12-26T20:34:43.062039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2025-12-26T20:34:43.072004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2025-12-26T20:34:43.072338] [INFO ] [FORECASTER] Starting predict_future for WALD
[2025-12-26T20:34:43.073163] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2025-12-26T20:34:43.073216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:43.073247] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:43.073273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:43.073330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:43.131604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:43.132306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:43.132388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:43.132420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:43.253654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:43.253810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:43.253854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:43.253882] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:43.257341] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-12-26T20:34:43.257661] [INFO ] [FORECASTER] Completed predict_future for WALD
[2025-12-26T20:34:43.257795] [INFO ] [sig       ] WALD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:43.401502] [INFO ] [LOCAL     ] Saved forecast: WALD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WALD.txt
[2025-12-26T20:34:43.401677] [INFO ] [sig       ] [3414/3548] Completed WALD in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 46.3s
[2025-12-26T20:34:43.401720] [INFO ] [sig       ] [3415/3548] Forecasting WASH...
[2025-12-26T20:34:43.401751] [INFO ] [sig       ] Generating forecast for: WASH
[2025-12-26T20:34:43.401781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2025-12-26T20:34:43.412363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2025-12-26T20:34:43.412760] [INFO ] [FORECASTER] Starting predict_future for WASH
[2025-12-26T20:34:43.413594] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2025-12-26T20:34:43.413646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:43.413678] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:43.413704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:43.413762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:43.471550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:43.472438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:43.472520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:43.472552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:43.588316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:43.588478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:43.588519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:43.588548] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:43.591966] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: UP (p=93.36%)
[2025-12-26T20:34:43.592233] [INFO ] [FORECASTER] Completed predict_future for WASH
[2025-12-26T20:34:43.592354] [INFO ] [sig       ] WASH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:43.732602] [INFO ] [LOCAL     ] Saved forecast: WASH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WASH.txt
[2025-12-26T20:34:43.732729] [INFO ] [sig       ] [3415/3548] Completed WASH in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 45.9s
[2025-12-26T20:34:43.732767] [INFO ] [sig       ] [3416/3548] Forecasting WAVE...
[2025-12-26T20:34:43.732796] [INFO ] [sig       ] Generating forecast for: WAVE
[2025-12-26T20:34:43.732829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2025-12-26T20:34:43.742450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2025-12-26T20:34:43.742769] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2025-12-26T20:34:43.743527] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2025-12-26T20:34:43.743613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:43.743647] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:43.743675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:43.743732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:43.800741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:43.801364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:43.801467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:43.801500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:43.908749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:43.908913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:43.908960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:43.909024] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:43.912455] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: UP (p=53.75%)
[2025-12-26T20:34:43.912748] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2025-12-26T20:34:43.912873] [INFO ] [sig       ] WAVE: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:44.052768] [INFO ] [LOCAL     ] Saved forecast: WAVE	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WAVE.txt
[2025-12-26T20:34:44.052892] [INFO ] [sig       ] [3416/3548] Completed WAVE in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 45.6s
[2025-12-26T20:34:44.052931] [INFO ] [sig       ] [3417/3548] Forecasting WAY...
[2025-12-26T20:34:44.052961] [INFO ] [sig       ] Generating forecast for: WAY
[2025-12-26T20:34:44.052990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2025-12-26T20:34:44.062813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2025-12-26T20:34:44.063103] [INFO ] [FORECASTER] Starting predict_future for WAY
[2025-12-26T20:34:44.063888] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2025-12-26T20:34:44.063940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:44.063971] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:44.063998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:44.064055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:44.120586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:44.121560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:44.121672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:44.121703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:44.253160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:44.253318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:44.253360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:44.253389] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:44.256782] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: UP (p=50.76%)
[2025-12-26T20:34:44.257062] [INFO ] [FORECASTER] Completed predict_future for WAY
[2025-12-26T20:34:44.257187] [INFO ] [sig       ] WAY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:44.399736] [INFO ] [LOCAL     ] Saved forecast: WAY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WAY.txt
[2025-12-26T20:34:44.399892] [INFO ] [sig       ] [3417/3548] Completed WAY in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 45.2s
[2025-12-26T20:34:44.399931] [INFO ] [sig       ] [3418/3548] Forecasting WB...
[2025-12-26T20:34:44.399961] [INFO ] [sig       ] Generating forecast for: WB
[2025-12-26T20:34:44.399991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2025-12-26T20:34:44.410603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2025-12-26T20:34:44.411021] [INFO ] [FORECASTER] Starting predict_future for WB
[2025-12-26T20:34:44.411852] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2025-12-26T20:34:44.411903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:44.411934] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:44.411960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:44.412017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:44.470529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:44.471427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:44.471516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:44.471568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:44.599632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:44.599789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:44.599838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:44.599872] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:44.603298] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: UP (p=87.43%)
[2025-12-26T20:34:44.603606] [INFO ] [FORECASTER] Completed predict_future for WB
[2025-12-26T20:34:44.603740] [INFO ] [sig       ] WB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:44.755860] [INFO ] [LOCAL     ] Saved forecast: WB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WB.txt
[2025-12-26T20:34:44.756026] [INFO ] [sig       ] [3418/3548] Completed WB in 0.4s | 2.90 sym/s | Total: 19.7m | ETA: 44.9s
[2025-12-26T20:34:44.756070] [INFO ] [sig       ] [3419/3548] Forecasting WBD...
[2025-12-26T20:34:44.756101] [INFO ] [sig       ] Generating forecast for: WBD
[2025-12-26T20:34:44.756133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2025-12-26T20:34:44.767235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2025-12-26T20:34:44.767656] [INFO ] [FORECASTER] Starting predict_future for WBD
[2025-12-26T20:34:44.768446] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2025-12-26T20:34:44.768499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:44.768532] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:44.768561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:44.768651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:44.826494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:44.827366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:44.827447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:44.827479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:44.948684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:44.948837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:44.948896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:44.948930] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:44.952455] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: UP (p=62.70%)
[2025-12-26T20:34:44.952765] [INFO ] [FORECASTER] Completed predict_future for WBD
[2025-12-26T20:34:44.952915] [INFO ] [sig       ] WBD: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:45.104833] [INFO ] [LOCAL     ] Saved forecast: WBD	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WBD.txt
[2025-12-26T20:34:45.105074] [INFO ] [sig       ] [3419/3548] Completed WBD in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 44.6s
[2025-12-26T20:34:45.105141] [INFO ] [sig       ] [3420/3548] Forecasting WBIY...
[2025-12-26T20:34:45.105188] [INFO ] [sig       ] Generating forecast for: WBIY
[2025-12-26T20:34:45.105221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBIY' from 'https://tdm.silogroup.org/data/derivative_storage/WBIY.csv'.
[2025-12-26T20:34:45.116649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBIY'.
[2025-12-26T20:34:45.117126] [INFO ] [FORECASTER] Starting predict_future for WBIY
[2025-12-26T20:34:45.118263] [DEBUG] [LOCAL     ] No optimal features file found for WBIY: ./output/feature-sets/WBIY.txt
[2025-12-26T20:34:45.118333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:45.118386] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:45.118433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:45.118548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:45.181692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:45.182520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:45.182620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:45.182657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:45.285173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:45.285307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:45.285348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:45.285376] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:45.288685] [DEBUG] [FORECASTER] WBIY: Forecast T+1@11:T+2@11: UP (p=85.18%)
[2025-12-26T20:34:45.288984] [INFO ] [FORECASTER] Completed predict_future for WBIY
[2025-12-26T20:34:45.289107] [INFO ] [sig       ] WBIY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:45.434969] [INFO ] [LOCAL     ] Saved forecast: WBIY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WBIY.txt
[2025-12-26T20:34:45.435099] [INFO ] [sig       ] [3420/3548] Completed WBIY in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 44.2s
[2025-12-26T20:34:45.435141] [INFO ] [sig       ] [3421/3548] Forecasting WBS...
[2025-12-26T20:34:45.435171] [INFO ] [sig       ] Generating forecast for: WBS
[2025-12-26T20:34:45.435200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-12-26T20:34:45.445222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2025-12-26T20:34:45.445598] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-12-26T20:34:45.446387] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-12-26T20:34:45.446444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:45.446490] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:45.446527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:45.446634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:45.503552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:45.504296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:45.504375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:45.504409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:45.630677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:45.630800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:45.630841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:45.630870] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:45.634279] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: DOWN (p=11.83%)
[2025-12-26T20:34:45.634590] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-12-26T20:34:45.634723] [INFO ] [sig       ] WBS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:45.780242] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WBS.txt
[2025-12-26T20:34:45.780377] [INFO ] [sig       ] [3421/3548] Completed WBS in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 43.9s
[2025-12-26T20:34:45.780418] [INFO ] [sig       ] [3422/3548] Forecasting WBTN...
[2025-12-26T20:34:45.780449] [INFO ] [sig       ] Generating forecast for: WBTN
[2025-12-26T20:34:45.780479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2025-12-26T20:34:45.796264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2025-12-26T20:34:45.797022] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2025-12-26T20:34:45.798187] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2025-12-26T20:34:45.798348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:45.798390] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:45.798422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:45.798503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:45.866994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:45.868326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:45.868432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:45.868466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:45.997459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:45.997658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:45.997710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:45.997743] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:46.001417] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: UP (p=71.77%)
[2025-12-26T20:34:46.001761] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2025-12-26T20:34:46.001905] [INFO ] [sig       ] WBTN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:46.153523] [INFO ] [LOCAL     ] Saved forecast: WBTN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WBTN.txt
[2025-12-26T20:34:46.153729] [INFO ] [sig       ] [3422/3548] Completed WBTN in 0.4s | 2.90 sym/s | Total: 19.7m | ETA: 43.5s
[2025-12-26T20:34:46.153784] [INFO ] [sig       ] [3423/3548] Forecasting WBX...
[2025-12-26T20:34:46.153822] [INFO ] [sig       ] Generating forecast for: WBX
[2025-12-26T20:34:46.153854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-12-26T20:34:46.165283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2025-12-26T20:34:46.165667] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-12-26T20:34:46.166451] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-12-26T20:34:46.166502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:46.166563] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:46.166616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:46.166675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:46.223976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:46.224696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:46.224779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:46.224813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:46.345468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:46.345637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:46.345684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:46.345715] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:46.349212] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: UP (p=96.26%)
[2025-12-26T20:34:46.349489] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-12-26T20:34:46.349633] [INFO ] [sig       ] WBX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:46.507929] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WBX.txt
[2025-12-26T20:34:46.508091] [INFO ] [sig       ] [3423/3548] Completed WBX in 0.4s | 2.90 sym/s | Total: 19.7m | ETA: 43.2s
[2025-12-26T20:34:46.508133] [INFO ] [sig       ] [3424/3548] Forecasting WCC...
[2025-12-26T20:34:46.508162] [INFO ] [sig       ] Generating forecast for: WCC
[2025-12-26T20:34:46.508193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-12-26T20:34:46.519370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2025-12-26T20:34:46.519815] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-12-26T20:34:46.520663] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-12-26T20:34:46.520714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:46.520745] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:46.520771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:46.520830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:46.578739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:46.579679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:46.579763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:46.579795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:46.704806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:46.704975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:46.705024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:46.705053] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:46.708404] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2025-12-26T20:34:46.708687] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-12-26T20:34:46.708808] [INFO ] [sig       ] WCC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:46.850421] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WCC.txt
[2025-12-26T20:34:46.850544] [INFO ] [sig       ] [3424/3548] Completed WCC in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 42.8s
[2025-12-26T20:34:46.850599] [INFO ] [sig       ] [3425/3548] Forecasting WCLD...
[2025-12-26T20:34:46.850630] [INFO ] [sig       ] Generating forecast for: WCLD
[2025-12-26T20:34:46.850659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2025-12-26T20:34:46.860878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2025-12-26T20:34:46.861179] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2025-12-26T20:34:46.861955] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2025-12-26T20:34:46.862005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:46.862037] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:46.862063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:46.862120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:46.918359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:46.918972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:46.919047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:46.919078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:47.035754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:47.035912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:47.035957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:47.035986] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:47.039354] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: DOWN (p=36.93%)
[2025-12-26T20:34:47.039641] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2025-12-26T20:34:47.039764] [INFO ] [sig       ] WCLD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:47.183156] [INFO ] [LOCAL     ] Saved forecast: WCLD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WCLD.txt
[2025-12-26T20:34:47.183273] [INFO ] [sig       ] [3425/3548] Completed WCLD in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 42.5s
[2025-12-26T20:34:47.183312] [INFO ] [sig       ] [3426/3548] Forecasting WD...
[2025-12-26T20:34:47.183340] [INFO ] [sig       ] Generating forecast for: WD
[2025-12-26T20:34:47.183371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-12-26T20:34:47.193762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2025-12-26T20:34:47.194071] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-12-26T20:34:47.194863] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-12-26T20:34:47.194915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:47.194949] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:47.194975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:47.195033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:47.250871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:47.251446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:47.251521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:47.251552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:47.366132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:47.366248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:47.366287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:47.366344] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:47.369636] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: DOWN (p=31.32%)
[2025-12-26T20:34:47.369900] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-12-26T20:34:47.370025] [INFO ] [sig       ] WD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:47.515695] [INFO ] [LOCAL     ] Saved forecast: WD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WD.txt
[2025-12-26T20:34:47.515822] [INFO ] [sig       ] [3426/3548] Completed WD in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 42.1s
[2025-12-26T20:34:47.515860] [INFO ] [sig       ] [3427/3548] Forecasting WDAY...
[2025-12-26T20:34:47.515889] [INFO ] [sig       ] Generating forecast for: WDAY
[2025-12-26T20:34:47.515922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2025-12-26T20:34:47.526328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2025-12-26T20:34:47.526677] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2025-12-26T20:34:47.527431] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2025-12-26T20:34:47.527482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:47.527514] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:47.527539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:47.527615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:47.584018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:47.584639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:47.584713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:47.584744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:47.702753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:47.702908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:47.702950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:47.702978] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:47.706361] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2025-12-26T20:34:47.706687] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2025-12-26T20:34:47.706819] [INFO ] [sig       ] WDAY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:47.855470] [INFO ] [LOCAL     ] Saved forecast: WDAY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WDAY.txt
[2025-12-26T20:34:47.855618] [INFO ] [sig       ] [3427/3548] Completed WDAY in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 41.8s
[2025-12-26T20:34:47.855659] [INFO ] [sig       ] [3428/3548] Forecasting WDC...
[2025-12-26T20:34:47.855688] [INFO ] [sig       ] Generating forecast for: WDC
[2025-12-26T20:34:47.855717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2025-12-26T20:34:47.866386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2025-12-26T20:34:47.866851] [INFO ] [FORECASTER] Starting predict_future for WDC
[2025-12-26T20:34:47.867700] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2025-12-26T20:34:47.867752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:47.867782] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:47.867809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:47.867866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:47.925958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:47.926865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:47.926958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:47.926990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:48.053593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:48.053761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:48.053807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:48.053837] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:48.057321] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: UP (p=96.49%)
[2025-12-26T20:34:48.057632] [INFO ] [FORECASTER] Completed predict_future for WDC
[2025-12-26T20:34:48.057767] [INFO ] [sig       ] WDC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:48.199727] [INFO ] [LOCAL     ] Saved forecast: WDC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WDC.txt
[2025-12-26T20:34:48.199868] [INFO ] [sig       ] [3428/3548] Completed WDC in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 41.4s
[2025-12-26T20:34:48.199908] [INFO ] [sig       ] [3429/3548] Forecasting WDFC...
[2025-12-26T20:34:48.199937] [INFO ] [sig       ] Generating forecast for: WDFC
[2025-12-26T20:34:48.199972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2025-12-26T20:34:48.210481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2025-12-26T20:34:48.210850] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2025-12-26T20:34:48.211638] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2025-12-26T20:34:48.211688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:48.211719] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:48.211745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:48.211802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:48.269544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:48.270426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:48.270507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:48.270539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:48.389168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:48.389317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:48.389376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:48.389406] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:48.392734] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: DOWN (p=39.99%)
[2025-12-26T20:34:48.393003] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2025-12-26T20:34:48.393122] [INFO ] [sig       ] WDFC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:48.532539] [INFO ] [LOCAL     ] Saved forecast: WDFC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WDFC.txt
[2025-12-26T20:34:48.532700] [INFO ] [sig       ] [3429/3548] Completed WDFC in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 41.1s
[2025-12-26T20:34:48.532740] [INFO ] [sig       ] [3430/3548] Forecasting WDH...
[2025-12-26T20:34:48.532769] [INFO ] [sig       ] Generating forecast for: WDH
[2025-12-26T20:34:48.532798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-12-26T20:34:48.543459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2025-12-26T20:34:48.543878] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-12-26T20:34:48.544672] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-12-26T20:34:48.544724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:48.544756] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:48.544782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:48.544839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:48.601300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:48.602154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:48.602235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:48.602267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:48.719804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:48.719961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:48.720004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:48.720033] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:48.723351] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: DOWN (p=28.66%)
[2025-12-26T20:34:48.723632] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-12-26T20:34:48.723752] [INFO ] [sig       ] WDH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:48.866063] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WDH.txt
[2025-12-26T20:34:48.866187] [INFO ] [sig       ] [3430/3548] Completed WDH in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 40.8s
[2025-12-26T20:34:48.866226] [INFO ] [sig       ] [3431/3548] Forecasting WDI...
[2025-12-26T20:34:48.866255] [INFO ] [sig       ] Generating forecast for: WDI
[2025-12-26T20:34:48.866285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-12-26T20:34:48.877434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2025-12-26T20:34:48.877886] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-12-26T20:34:48.878735] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-12-26T20:34:48.878789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:48.878819] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:48.878846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:48.878933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:48.935518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:48.936476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:48.936561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:48.936613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:49.059364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:49.059521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:49.059562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:49.059612] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:49.063048] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: UP (p=98.04%)
[2025-12-26T20:34:49.063317] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-12-26T20:34:49.063439] [INFO ] [sig       ] WDI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:49.204736] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WDI.txt
[2025-12-26T20:34:49.204895] [INFO ] [sig       ] [3431/3548] Completed WDI in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 40.4s
[2025-12-26T20:34:49.204936] [INFO ] [sig       ] [3432/3548] Forecasting WDS...
[2025-12-26T20:34:49.204964] [INFO ] [sig       ] Generating forecast for: WDS
[2025-12-26T20:34:49.204994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-12-26T20:34:49.215726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2025-12-26T20:34:49.216127] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-12-26T20:34:49.216939] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-12-26T20:34:49.216992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:49.217025] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:49.217051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:49.217109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:49.275334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:49.276217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:49.276301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:49.276335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:49.399463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:49.399637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:49.399683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:49.399712] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:49.403103] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: DOWN (p=12.53%)
[2025-12-26T20:34:49.403374] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-12-26T20:34:49.403497] [INFO ] [sig       ] WDS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:49.546929] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WDS.txt
[2025-12-26T20:34:49.547085] [INFO ] [sig       ] [3432/3548] Completed WDS in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 40.1s
[2025-12-26T20:34:49.547127] [INFO ] [sig       ] [3433/3548] Forecasting WEA...
[2025-12-26T20:34:49.547156] [INFO ] [sig       ] Generating forecast for: WEA
[2025-12-26T20:34:49.547186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-12-26T20:34:49.557671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2025-12-26T20:34:49.558070] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-12-26T20:34:49.558902] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-12-26T20:34:49.558958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:49.559028] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:49.559059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:49.559118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:49.617086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:49.618026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:49.618141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:49.618175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:49.734288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:49.734441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:49.734485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:49.734519] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:49.738047] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=56.44%)
[2025-12-26T20:34:49.738341] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-12-26T20:34:49.738472] [INFO ] [sig       ] WEA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:49.878126] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WEA.txt
[2025-12-26T20:34:49.878254] [INFO ] [sig       ] [3433/3548] Completed WEA in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 39.7s
[2025-12-26T20:34:49.878293] [INFO ] [sig       ] [3434/3548] Forecasting WEC...
[2025-12-26T20:34:49.878323] [INFO ] [sig       ] Generating forecast for: WEC
[2025-12-26T20:34:49.878352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-12-26T20:34:49.888128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2025-12-26T20:34:49.888449] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-12-26T20:34:49.889273] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-12-26T20:34:49.889327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:49.889358] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:49.889385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:49.889443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:49.946798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:49.947537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:49.947636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:49.947671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:50.068705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:50.068846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:50.068905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:50.068938] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:50.072354] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: DOWN (p=2.84%)
[2025-12-26T20:34:50.072644] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-12-26T20:34:50.072767] [INFO ] [sig       ] WEC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:50.213980] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WEC.txt
[2025-12-26T20:34:50.214109] [INFO ] [sig       ] [3434/3548] Completed WEC in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 39.4s
[2025-12-26T20:34:50.214147] [INFO ] [sig       ] [3435/3548] Forecasting WEN...
[2025-12-26T20:34:50.214176] [INFO ] [sig       ] Generating forecast for: WEN
[2025-12-26T20:34:50.214206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2025-12-26T20:34:50.224260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2025-12-26T20:34:50.224612] [INFO ] [FORECASTER] Starting predict_future for WEN
[2025-12-26T20:34:50.225390] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2025-12-26T20:34:50.225442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:50.225474] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:50.225502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:50.225562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:50.282742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:50.283391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:50.283471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:50.283507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:50.401701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:50.401849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:50.401888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:50.401918] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:50.405251] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: UP (p=98.66%)
[2025-12-26T20:34:50.405517] [INFO ] [FORECASTER] Completed predict_future for WEN
[2025-12-26T20:34:50.405654] [INFO ] [sig       ] WEN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:50.548077] [INFO ] [LOCAL     ] Saved forecast: WEN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WEN.txt
[2025-12-26T20:34:50.548230] [INFO ] [sig       ] [3435/3548] Completed WEN in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 39.0s
[2025-12-26T20:34:50.548270] [INFO ] [sig       ] [3436/3548] Forecasting WERN...
[2025-12-26T20:34:50.548301] [INFO ] [sig       ] Generating forecast for: WERN
[2025-12-26T20:34:50.548331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2025-12-26T20:34:50.558332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2025-12-26T20:34:50.558722] [INFO ] [FORECASTER] Starting predict_future for WERN
[2025-12-26T20:34:50.559520] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2025-12-26T20:34:50.559587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:50.559621] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:50.559648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:50.559706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:50.616829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:50.617530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:50.617631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:50.617666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:50.731709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:50.731860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:50.731901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:50.731931] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:50.735306] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: UP (p=64.40%)
[2025-12-26T20:34:50.735622] [INFO ] [FORECASTER] Completed predict_future for WERN
[2025-12-26T20:34:50.735748] [INFO ] [sig       ] WERN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:50.874011] [INFO ] [LOCAL     ] Saved forecast: WERN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WERN.txt
[2025-12-26T20:34:50.874186] [INFO ] [sig       ] [3436/3548] Completed WERN in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 38.7s
[2025-12-26T20:34:50.874227] [INFO ] [sig       ] [3437/3548] Forecasting WES...
[2025-12-26T20:34:50.874262] [INFO ] [sig       ] Generating forecast for: WES
[2025-12-26T20:34:50.874293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-12-26T20:34:50.884546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2025-12-26T20:34:50.884937] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-12-26T20:34:50.885753] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-12-26T20:34:50.885805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:50.885836] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:50.885863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:50.885920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:50.943363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:50.944303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:50.944386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:50.944419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:51.060304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:51.060453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:51.060497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:51.060526] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:51.063900] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: DOWN (p=12.49%)
[2025-12-26T20:34:51.064172] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-12-26T20:34:51.064309] [INFO ] [sig       ] WES: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:51.205964] [INFO ] [LOCAL     ] Saved forecast: WES	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WES.txt
[2025-12-26T20:34:51.206103] [INFO ] [sig       ] [3437/3548] Completed WES in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 38.3s
[2025-12-26T20:34:51.206141] [INFO ] [sig       ] [3438/3548] Forecasting WEX...
[2025-12-26T20:34:51.206171] [INFO ] [sig       ] Generating forecast for: WEX
[2025-12-26T20:34:51.206200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-12-26T20:34:51.216334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2025-12-26T20:34:51.216654] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-12-26T20:34:51.217424] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-12-26T20:34:51.217474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:51.217505] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:51.217532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:51.217612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:51.277411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:51.278094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:51.278173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:51.278206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:51.397632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:51.397780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:51.397821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:51.397850] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:51.401201] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: UP (p=58.42%)
[2025-12-26T20:34:51.401466] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-12-26T20:34:51.401605] [INFO ] [sig       ] WEX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:51.541055] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WEX.txt
[2025-12-26T20:34:51.541200] [INFO ] [sig       ] [3438/3548] Completed WEX in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 38.0s
[2025-12-26T20:34:51.541238] [INFO ] [sig       ] [3439/3548] Forecasting WEYS...
[2025-12-26T20:34:51.541267] [INFO ] [sig       ] Generating forecast for: WEYS
[2025-12-26T20:34:51.541296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2025-12-26T20:34:51.550781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2025-12-26T20:34:51.551090] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2025-12-26T20:34:51.551876] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2025-12-26T20:34:51.551927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:51.551959] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:51.551985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:51.552047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:51.608846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:51.609562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:51.609664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:51.609696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:51.711014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:51.711134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:51.711176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:51.711205] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:51.714778] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: UP (p=91.31%)
[2025-12-26T20:34:51.715055] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2025-12-26T20:34:51.715181] [INFO ] [sig       ] WEYS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:51.858068] [INFO ] [LOCAL     ] Saved forecast: WEYS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WEYS.txt
[2025-12-26T20:34:51.858211] [INFO ] [sig       ] [3439/3548] Completed WEYS in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 37.6s
[2025-12-26T20:34:51.858249] [INFO ] [sig       ] [3440/3548] Forecasting WF...
[2025-12-26T20:34:51.858278] [INFO ] [sig       ] Generating forecast for: WF
[2025-12-26T20:34:51.858309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-12-26T20:34:51.867878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2025-12-26T20:34:51.868196] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-12-26T20:34:51.869042] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-12-26T20:34:51.869093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:51.869150] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:51.869177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:51.869241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:51.925904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:51.926527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:51.926622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:51.926656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:52.047876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:52.048029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:52.048076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:52.048122] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:52.051539] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: UP (p=62.04%)
[2025-12-26T20:34:52.051823] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-12-26T20:34:52.051945] [INFO ] [sig       ] WF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:52.191640] [INFO ] [LOCAL     ] Saved forecast: WF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WF.txt
[2025-12-26T20:34:52.192089] [INFO ] [sig       ] [3440/3548] Completed WF in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 37.3s
[2025-12-26T20:34:52.192138] [INFO ] [sig       ] [3441/3548] Forecasting WFC...
[2025-12-26T20:34:52.192169] [INFO ] [sig       ] Generating forecast for: WFC
[2025-12-26T20:34:52.192206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-12-26T20:34:52.204562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFC'.
[2025-12-26T20:34:52.205094] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-12-26T20:34:52.206155] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-12-26T20:34:52.206242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:52.206279] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:52.206306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:52.206367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:52.267970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:52.269008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:52.269101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:52.269133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:52.398514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:52.398726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:52.398780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:52.398810] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:52.402332] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=9.87%)
[2025-12-26T20:34:52.402638] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-12-26T20:34:52.402765] [INFO ] [sig       ] WFC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:52.542182] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WFC.txt
[2025-12-26T20:34:52.542322] [INFO ] [sig       ] [3441/3548] Completed WFC in 0.4s | 2.90 sym/s | Total: 19.8m | ETA: 37.0s
[2025-12-26T20:34:52.542361] [INFO ] [sig       ] [3442/3548] Forecasting WFG...
[2025-12-26T20:34:52.542390] [INFO ] [sig       ] Generating forecast for: WFG
[2025-12-26T20:34:52.542419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-12-26T20:34:52.552394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2025-12-26T20:34:52.552751] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-12-26T20:34:52.553544] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-12-26T20:34:52.553621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:52.553654] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:52.553680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:52.553737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:52.610034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:52.610862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:52.610943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:52.611004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:52.733837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:52.733984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:52.734025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:52.734052] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:52.737468] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=88.79%)
[2025-12-26T20:34:52.737769] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-12-26T20:34:52.737894] [INFO ] [sig       ] WFG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:52.877234] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WFG.txt
[2025-12-26T20:34:52.877369] [INFO ] [sig       ] [3442/3548] Completed WFG in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 36.6s
[2025-12-26T20:34:52.877409] [INFO ] [sig       ] [3443/3548] Forecasting WFRD...
[2025-12-26T20:34:52.877438] [INFO ] [sig       ] Generating forecast for: WFRD
[2025-12-26T20:34:52.877468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2025-12-26T20:34:52.887527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2025-12-26T20:34:52.887896] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2025-12-26T20:34:52.888686] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2025-12-26T20:34:52.888736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:52.888767] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:52.888793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:52.888850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:52.945103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:52.945796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:52.945876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:52.945907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:53.064369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:53.064522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:53.064564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:53.064612] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:53.068017] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: DOWN (p=16.26%)
[2025-12-26T20:34:53.068295] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2025-12-26T20:34:53.068420] [INFO ] [sig       ] WFRD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:53.211245] [INFO ] [LOCAL     ] Saved forecast: WFRD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WFRD.txt
[2025-12-26T20:34:53.211415] [INFO ] [sig       ] [3443/3548] Completed WFRD in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 36.3s
[2025-12-26T20:34:53.211456] [INFO ] [sig       ] [3444/3548] Forecasting WGMI...
[2025-12-26T20:34:53.211484] [INFO ] [sig       ] Generating forecast for: WGMI
[2025-12-26T20:34:53.211514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2025-12-26T20:34:53.221733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2025-12-26T20:34:53.222110] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2025-12-26T20:34:53.222910] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2025-12-26T20:34:53.222961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:53.222992] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:53.223018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:53.223100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:53.279623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:53.280482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:53.280566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:53.280617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:53.405191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:53.405383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:53.405452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:53.405493] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:53.410169] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: UP (p=92.83%)
[2025-12-26T20:34:53.410528] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2025-12-26T20:34:53.410692] [INFO ] [sig       ] WGMI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:53.553421] [INFO ] [LOCAL     ] Saved forecast: WGMI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WGMI.txt
[2025-12-26T20:34:53.553562] [INFO ] [sig       ] [3444/3548] Completed WGMI in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 35.9s
[2025-12-26T20:34:53.553620] [INFO ] [sig       ] [3445/3548] Forecasting WGO...
[2025-12-26T20:34:53.553649] [INFO ] [sig       ] Generating forecast for: WGO
[2025-12-26T20:34:53.553678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-12-26T20:34:53.563443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2025-12-26T20:34:53.563819] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-12-26T20:34:53.564622] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-12-26T20:34:53.564675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:53.564707] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:53.564734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:53.564792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:53.622545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:53.623426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:53.623513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:53.623546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:53.743885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:53.744068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:53.744113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:53.744142] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:53.747770] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=11.93%)
[2025-12-26T20:34:53.748058] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-12-26T20:34:53.748187] [INFO ] [sig       ] WGO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:53.888444] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WGO.txt
[2025-12-26T20:34:53.888599] [INFO ] [sig       ] [3445/3548] Completed WGO in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 35.6s
[2025-12-26T20:34:53.888641] [INFO ] [sig       ] [3446/3548] Forecasting WGS...
[2025-12-26T20:34:53.888670] [INFO ] [sig       ] Generating forecast for: WGS
[2025-12-26T20:34:53.888699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2025-12-26T20:34:53.898387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2025-12-26T20:34:53.898735] [INFO ] [FORECASTER] Starting predict_future for WGS
[2025-12-26T20:34:53.899535] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2025-12-26T20:34:53.899619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:53.899654] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:53.899680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:53.899737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:53.959171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:53.959974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:53.960067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:53.960101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:54.083931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:54.084083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:54.084128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:54.084156] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:54.087535] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: DOWN (p=9.08%)
[2025-12-26T20:34:54.087832] [INFO ] [FORECASTER] Completed predict_future for WGS
[2025-12-26T20:34:54.087953] [INFO ] [sig       ] WGS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:54.228327] [INFO ] [LOCAL     ] Saved forecast: WGS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WGS.txt
[2025-12-26T20:34:54.228471] [INFO ] [sig       ] [3446/3548] Completed WGS in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 35.2s
[2025-12-26T20:34:54.228512] [INFO ] [sig       ] [3447/3548] Forecasting WH...
[2025-12-26T20:34:54.228541] [INFO ] [sig       ] Generating forecast for: WH
[2025-12-26T20:34:54.228587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-12-26T20:34:54.239000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2025-12-26T20:34:54.239350] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-12-26T20:34:54.240212] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-12-26T20:34:54.240265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:54.240297] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:54.240325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:54.240384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:54.298010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:54.298855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:54.298950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:54.298983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:54.417977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:54.418126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:54.418169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:54.418198] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:54.421561] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: DOWN (p=5.21%)
[2025-12-26T20:34:54.421850] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-12-26T20:34:54.421974] [INFO ] [sig       ] WH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:54.563542] [INFO ] [LOCAL     ] Saved forecast: WH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WH.txt
[2025-12-26T20:34:54.563723] [INFO ] [sig       ] [3447/3548] Completed WH in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 34.9s
[2025-12-26T20:34:54.563765] [INFO ] [sig       ] [3448/3548] Forecasting WHD...
[2025-12-26T20:34:54.563793] [INFO ] [sig       ] Generating forecast for: WHD
[2025-12-26T20:34:54.563822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-12-26T20:34:54.574273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2025-12-26T20:34:54.574680] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-12-26T20:34:54.575455] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-12-26T20:34:54.575506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:54.575547] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:54.575607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:54.575688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:54.633398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:54.634274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:54.634358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:54.634390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:54.758940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:54.759106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:54.759156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:54.759188] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:54.762741] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: DOWN (p=24.59%)
[2025-12-26T20:34:54.763017] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-12-26T20:34:54.763149] [INFO ] [sig       ] WHD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:54.904715] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WHD.txt
[2025-12-26T20:34:54.904875] [INFO ] [sig       ] [3448/3548] Completed WHD in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 34.5s
[2025-12-26T20:34:54.904916] [INFO ] [sig       ] [3449/3548] Forecasting WHF...
[2025-12-26T20:34:54.904944] [INFO ] [sig       ] Generating forecast for: WHF
[2025-12-26T20:34:54.904984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2025-12-26T20:34:54.916601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2025-12-26T20:34:54.916960] [INFO ] [FORECASTER] Starting predict_future for WHF
[2025-12-26T20:34:54.917757] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2025-12-26T20:34:54.917808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:54.917839] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:54.917865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:54.917935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:54.975231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:54.976080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:54.976159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:54.976191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:55.094731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:55.094885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:55.094926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:55.094954] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:55.098360] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: UP (p=74.28%)
[2025-12-26T20:34:55.098648] [INFO ] [FORECASTER] Completed predict_future for WHF
[2025-12-26T20:34:55.098773] [INFO ] [sig       ] WHF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:55.243666] [INFO ] [LOCAL     ] Saved forecast: WHF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WHF.txt
[2025-12-26T20:34:55.243832] [INFO ] [sig       ] [3449/3548] Completed WHF in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 34.2s
[2025-12-26T20:34:55.243870] [INFO ] [sig       ] [3450/3548] Forecasting WHG...
[2025-12-26T20:34:55.243903] [INFO ] [sig       ] Generating forecast for: WHG
[2025-12-26T20:34:55.243941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-12-26T20:34:55.254010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2025-12-26T20:34:55.254373] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-12-26T20:34:55.255173] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-12-26T20:34:55.255226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:55.255256] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:55.255282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:55.255339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:55.312550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:55.313441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:55.313526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:55.313628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:55.416676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:55.416827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:55.416869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:55.416897] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:55.420330] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: DOWN (p=34.50%)
[2025-12-26T20:34:55.420621] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-12-26T20:34:55.420749] [INFO ] [sig       ] WHG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:55.567257] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WHG.txt
[2025-12-26T20:34:55.567410] [INFO ] [sig       ] [3450/3548] Completed WHG in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 33.8s
[2025-12-26T20:34:55.567450] [INFO ] [sig       ] [3451/3548] Forecasting WIA...
[2025-12-26T20:34:55.567479] [INFO ] [sig       ] Generating forecast for: WIA
[2025-12-26T20:34:55.567511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-12-26T20:34:55.577511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2025-12-26T20:34:55.577900] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-12-26T20:34:55.578682] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-12-26T20:34:55.578734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:55.578764] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:55.578791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:55.578848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:55.637010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:55.637905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:55.637988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:55.638020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:55.751976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:55.752131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:55.752174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:55.752203] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:55.755545] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-12-26T20:34:55.755865] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-12-26T20:34:55.756002] [INFO ] [sig       ] WIA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:55.906506] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WIA.txt
[2025-12-26T20:34:55.906680] [INFO ] [sig       ] [3451/3548] Completed WIA in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 33.5s
[2025-12-26T20:34:55.906720] [INFO ] [sig       ] [3452/3548] Forecasting WIMI...
[2025-12-26T20:34:55.906749] [INFO ] [sig       ] Generating forecast for: WIMI
[2025-12-26T20:34:55.906781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2025-12-26T20:34:55.916921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2025-12-26T20:34:55.917303] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2025-12-26T20:34:55.918085] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2025-12-26T20:34:55.918137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:55.918167] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:55.918194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:55.918252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:55.975952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:55.976789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:55.976873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:55.976906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:56.097903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:56.098060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:56.098109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:56.098139] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:56.101632] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: UP (p=98.06%)
[2025-12-26T20:34:56.101906] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2025-12-26T20:34:56.102027] [INFO ] [sig       ] WIMI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:56.243740] [INFO ] [LOCAL     ] Saved forecast: WIMI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WIMI.txt
[2025-12-26T20:34:56.243878] [INFO ] [sig       ] [3452/3548] Completed WIMI in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 33.1s
[2025-12-26T20:34:56.243916] [INFO ] [sig       ] [3453/3548] Forecasting WINA...
[2025-12-26T20:34:56.243945] [INFO ] [sig       ] Generating forecast for: WINA
[2025-12-26T20:34:56.243976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2025-12-26T20:34:56.253898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2025-12-26T20:34:56.254247] [INFO ] [FORECASTER] Starting predict_future for WINA
[2025-12-26T20:34:56.255165] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2025-12-26T20:34:56.255223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:56.255253] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:56.255280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:56.255337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:56.313348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:56.314287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:56.314372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:56.314413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:56.435149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:56.435318] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-26T20:34:56.435380] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:56.435411] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:56.439433] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: UP (p=98.55%)
[2025-12-26T20:34:56.439760] [INFO ] [FORECASTER] Completed predict_future for WINA
[2025-12-26T20:34:56.439896] [INFO ] [sig       ] WINA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:56.579029] [INFO ] [LOCAL     ] Saved forecast: WINA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WINA.txt
[2025-12-26T20:34:56.579181] [INFO ] [sig       ] [3453/3548] Completed WINA in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 32.8s
[2025-12-26T20:34:56.579220] [INFO ] [sig       ] [3454/3548] Forecasting WING...
[2025-12-26T20:34:56.579250] [INFO ] [sig       ] Generating forecast for: WING
[2025-12-26T20:34:56.579279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2025-12-26T20:34:56.589798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2025-12-26T20:34:56.590142] [INFO ] [FORECASTER] Starting predict_future for WING
[2025-12-26T20:34:56.590929] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2025-12-26T20:34:56.590980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:56.591012] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:56.591038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:56.591096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:56.647500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:56.648197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:56.648276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:56.648308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:56.767709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:56.767869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:56.767912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:56.767941] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:56.771375] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: DOWN (p=8.22%)
[2025-12-26T20:34:56.771682] [INFO ] [FORECASTER] Completed predict_future for WING
[2025-12-26T20:34:56.771813] [INFO ] [sig       ] WING: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:56.913436] [INFO ] [LOCAL     ] Saved forecast: WING	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WING.txt
[2025-12-26T20:34:56.913568] [INFO ] [sig       ] [3454/3548] Completed WING in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 32.5s
[2025-12-26T20:34:56.913625] [INFO ] [sig       ] [3455/3548] Forecasting WINN...
[2025-12-26T20:34:56.913655] [INFO ] [sig       ] Generating forecast for: WINN
[2025-12-26T20:34:56.913685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-12-26T20:34:56.926502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2025-12-26T20:34:56.927041] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-12-26T20:34:56.927964] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-12-26T20:34:56.928019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:56.928052] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:56.928079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:56.928138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:56.987615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:56.988903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:56.989011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:56.989044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:57.117399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:57.117652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:57.117706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:57.117738] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:57.121790] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: UP (p=60.87%)
[2025-12-26T20:34:57.122153] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-12-26T20:34:57.122298] [INFO ] [sig       ] WINN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:57.267818] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WINN.txt
[2025-12-26T20:34:57.268048] [INFO ] [sig       ] [3455/3548] Completed WINN in 0.4s | 2.90 sym/s | Total: 19.9m | ETA: 32.1s
[2025-12-26T20:34:57.268091] [INFO ] [sig       ] [3456/3548] Forecasting WIX...
[2025-12-26T20:34:57.268122] [INFO ] [sig       ] Generating forecast for: WIX
[2025-12-26T20:34:57.268154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2025-12-26T20:34:57.280724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2025-12-26T20:34:57.281352] [INFO ] [FORECASTER] Starting predict_future for WIX
[2025-12-26T20:34:57.282264] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2025-12-26T20:34:57.282316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:57.282348] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:57.282374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:57.282433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:57.347557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:57.348642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:57.348732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:57.348764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:57.471128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:57.471298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:57.471342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:57.471371] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:57.474930] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: DOWN (p=8.74%)
[2025-12-26T20:34:57.475215] [INFO ] [FORECASTER] Completed predict_future for WIX
[2025-12-26T20:34:57.475371] [INFO ] [sig       ] WIX: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:57.616602] [INFO ] [LOCAL     ] Saved forecast: WIX	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WIX.txt
[2025-12-26T20:34:57.616745] [INFO ] [sig       ] [3456/3548] Completed WIX in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 31.8s
[2025-12-26T20:34:57.616784] [INFO ] [sig       ] [3457/3548] Forecasting WK...
[2025-12-26T20:34:57.616812] [INFO ] [sig       ] Generating forecast for: WK
[2025-12-26T20:34:57.616842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-12-26T20:34:57.627512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2025-12-26T20:34:57.627891] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-12-26T20:34:57.628696] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-12-26T20:34:57.628747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:57.628820] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:57.628849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:57.628932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:57.686385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:57.687101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:57.687182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:57.687215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:57.805786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:57.805942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:57.805988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:57.806017] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:57.809512] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: DOWN (p=28.42%)
[2025-12-26T20:34:57.809855] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-12-26T20:34:57.809994] [INFO ] [sig       ] WK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:57.954995] [INFO ] [LOCAL     ] Saved forecast: WK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WK.txt
[2025-12-26T20:34:57.955133] [INFO ] [sig       ] [3457/3548] Completed WK in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 31.4s
[2025-12-26T20:34:57.955172] [INFO ] [sig       ] [3458/3548] Forecasting WKC...
[2025-12-26T20:34:57.955203] [INFO ] [sig       ] Generating forecast for: WKC
[2025-12-26T20:34:57.955232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-12-26T20:34:57.966265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2025-12-26T20:34:57.966685] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-12-26T20:34:57.967485] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-12-26T20:34:57.967536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:57.967567] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:57.967616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:57.967679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:58.029947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:58.031127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:58.031238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:58.031287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:58.154652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:58.154819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:58.154863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:58.154890] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:58.158270] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=93.11%)
[2025-12-26T20:34:58.158538] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-12-26T20:34:58.158679] [INFO ] [sig       ] WKC: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:58.300268] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WKC.txt
[2025-12-26T20:34:58.300398] [INFO ] [sig       ] [3458/3548] Completed WKC in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 31.1s
[2025-12-26T20:34:58.300438] [INFO ] [sig       ] [3459/3548] Forecasting WKEY...
[2025-12-26T20:34:58.300468] [INFO ] [sig       ] Generating forecast for: WKEY
[2025-12-26T20:34:58.300497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2025-12-26T20:34:58.310428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2025-12-26T20:34:58.310771] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2025-12-26T20:34:58.311533] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2025-12-26T20:34:58.311602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:58.311636] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:58.311663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:58.311722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:58.368840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:58.369552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:58.369650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:58.369684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:58.486042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:58.486201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:58.486244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:58.486272] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:58.489647] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2025-12-26T20:34:58.489910] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2025-12-26T20:34:58.490031] [INFO ] [sig       ] WKEY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:58.630247] [INFO ] [LOCAL     ] Saved forecast: WKEY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WKEY.txt
[2025-12-26T20:34:58.630410] [INFO ] [sig       ] [3459/3548] Completed WKEY in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 30.7s
[2025-12-26T20:34:58.630451] [INFO ] [sig       ] [3460/3548] Forecasting WKSP...
[2025-12-26T20:34:58.630479] [INFO ] [sig       ] Generating forecast for: WKSP
[2025-12-26T20:34:58.630512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2025-12-26T20:34:58.640560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2025-12-26T20:34:58.640883] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2025-12-26T20:34:58.641699] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2025-12-26T20:34:58.641749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:58.641780] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:58.641806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:58.641863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:58.697815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:58.698407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:58.698483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:58.698515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:58.815956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:58.816100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:58.816142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:58.816201] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:58.819546] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=88.97%)
[2025-12-26T20:34:58.819837] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2025-12-26T20:34:58.819960] [INFO ] [sig       ] WKSP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:34:58.958201] [INFO ] [LOCAL     ] Saved forecast: WKSP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WKSP.txt
[2025-12-26T20:34:58.958312] [INFO ] [sig       ] [3460/3548] Completed WKSP in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 30.4s
[2025-12-26T20:34:58.958350] [INFO ] [sig       ] [3461/3548] Forecasting WLDN...
[2025-12-26T20:34:58.958385] [INFO ] [sig       ] Generating forecast for: WLDN
[2025-12-26T20:34:58.958416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2025-12-26T20:34:58.968085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2025-12-26T20:34:58.968379] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2025-12-26T20:34:58.969171] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2025-12-26T20:34:58.969223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:58.969254] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:58.969279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:58.969337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:59.029563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:59.030616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:59.030716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:59.030749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:59.153994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:59.154140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:59.154182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:59.154210] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:59.157638] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: DOWN (p=3.16%)
[2025-12-26T20:34:59.157901] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2025-12-26T20:34:59.158021] [INFO ] [sig       ] WLDN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:59.298152] [INFO ] [LOCAL     ] Saved forecast: WLDN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WLDN.txt
[2025-12-26T20:34:59.298265] [INFO ] [sig       ] [3461/3548] Completed WLDN in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 30.0s
[2025-12-26T20:34:59.298303] [INFO ] [sig       ] [3462/3548] Forecasting WLDS...
[2025-12-26T20:34:59.298332] [INFO ] [sig       ] Generating forecast for: WLDS
[2025-12-26T20:34:59.298361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'.
[2025-12-26T20:34:59.309194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDS'.
[2025-12-26T20:34:59.309492] [INFO ] [FORECASTER] Starting predict_future for WLDS
[2025-12-26T20:34:59.310266] [DEBUG] [LOCAL     ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt
[2025-12-26T20:34:59.310316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:59.310347] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:59.310373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:59.310445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:59.366862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:59.367473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:59.367549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:59.367599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:59.481207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:59.481333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:59.481374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:59.481403] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:59.484623] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: DOWN (p=26.91%)
[2025-12-26T20:34:59.484884] [INFO ] [FORECASTER] Completed predict_future for WLDS
[2025-12-26T20:34:59.485002] [INFO ] [sig       ] WLDS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:59.626555] [INFO ] [LOCAL     ] Saved forecast: WLDS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WLDS.txt
[2025-12-26T20:34:59.626714] [INFO ] [sig       ] [3462/3548] Completed WLDS in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 29.7s
[2025-12-26T20:34:59.626753] [INFO ] [sig       ] [3463/3548] Forecasting WLFC...
[2025-12-26T20:34:59.626782] [INFO ] [sig       ] Generating forecast for: WLFC
[2025-12-26T20:34:59.626812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2025-12-26T20:34:59.637037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2025-12-26T20:34:59.637341] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2025-12-26T20:34:59.638116] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2025-12-26T20:34:59.638177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:59.638222] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:59.638260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:59.638340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:34:59.697302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:34:59.698027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:34:59.698107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:34:59.698140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:34:59.822736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:34:59.822891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:34:59.822945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:34:59.822975] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:34:59.826627] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: DOWN (p=6.98%)
[2025-12-26T20:34:59.826947] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2025-12-26T20:34:59.827085] [INFO ] [sig       ] WLFC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:34:59.965888] [INFO ] [LOCAL     ] Saved forecast: WLFC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WLFC.txt
[2025-12-26T20:34:59.965997] [INFO ] [sig       ] [3463/3548] Completed WLFC in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 29.3s
[2025-12-26T20:34:59.966035] [INFO ] [sig       ] [3464/3548] Forecasting WLK...
[2025-12-26T20:34:59.966065] [INFO ] [sig       ] Generating forecast for: WLK
[2025-12-26T20:34:59.966095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-12-26T20:34:59.976062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2025-12-26T20:34:59.976370] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-12-26T20:34:59.977199] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-12-26T20:34:59.977256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:34:59.977288] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:34:59.977315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:34:59.977372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:00.035622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:00.036569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:00.036676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:00.036710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:00.154967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:00.155128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:00.155170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:00.155217] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:00.158660] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: UP (p=77.37%)
[2025-12-26T20:35:00.158963] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-12-26T20:35:00.159094] [INFO ] [sig       ] WLK: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:00.301365] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WLK.txt
[2025-12-26T20:35:00.301534] [INFO ] [sig       ] [3464/3548] Completed WLK in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 29.0s
[2025-12-26T20:35:00.301596] [INFO ] [sig       ] [3465/3548] Forecasting WLKP...
[2025-12-26T20:35:00.301631] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-12-26T20:35:00.301660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-12-26T20:35:00.311236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2025-12-26T20:35:00.311559] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-12-26T20:35:00.312363] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-12-26T20:35:00.312416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:00.312449] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:00.312476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:00.312535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:00.370063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:00.370906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:00.370994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:00.371027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:00.489965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:00.490086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:00.490127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:00.490155] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:00.493638] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: DOWN (p=40.41%)
[2025-12-26T20:35:00.493934] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-12-26T20:35:00.494078] [INFO ] [sig       ] WLKP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:00.639514] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WLKP.txt
[2025-12-26T20:35:00.639679] [INFO ] [sig       ] [3465/3548] Completed WLKP in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 28.7s
[2025-12-26T20:35:00.639721] [INFO ] [sig       ] [3466/3548] Forecasting WMG...
[2025-12-26T20:35:00.639752] [INFO ] [sig       ] Generating forecast for: WMG
[2025-12-26T20:35:00.639788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2025-12-26T20:35:00.650451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2025-12-26T20:35:00.650807] [INFO ] [FORECASTER] Starting predict_future for WMG
[2025-12-26T20:35:00.651609] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2025-12-26T20:35:00.651660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:00.651692] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:00.651719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:00.651777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:00.708461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:00.709343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:00.709442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:00.709476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:00.835286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:00.835396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:00.835438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:00.835466] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:00.838778] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: DOWN (p=28.35%)
[2025-12-26T20:35:00.839061] [INFO ] [FORECASTER] Completed predict_future for WMG
[2025-12-26T20:35:00.839181] [INFO ] [sig       ] WMG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:00.978280] [INFO ] [LOCAL     ] Saved forecast: WMG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WMG.txt
[2025-12-26T20:35:00.978403] [INFO ] [sig       ] [3466/3548] Completed WMG in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 28.3s
[2025-12-26T20:35:00.978442] [INFO ] [sig       ] [3467/3548] Forecasting WMK...
[2025-12-26T20:35:00.978471] [INFO ] [sig       ] Generating forecast for: WMK
[2025-12-26T20:35:00.978501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-12-26T20:35:00.989054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2025-12-26T20:35:00.989431] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-12-26T20:35:00.990324] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-12-26T20:35:00.990378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:00.990410] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:00.990446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:00.990518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:01.050456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:01.051359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:01.051504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:01.051541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:01.174027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:01.174182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:01.174227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:01.174258] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:01.177787] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: DOWN (p=26.66%)
[2025-12-26T20:35:01.178061] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-12-26T20:35:01.178187] [INFO ] [sig       ] WMK: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:01.326459] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WMK.txt
[2025-12-26T20:35:01.326637] [INFO ] [sig       ] [3467/3548] Completed WMK in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 28.0s
[2025-12-26T20:35:01.326680] [INFO ] [sig       ] [3468/3548] Forecasting WMS...
[2025-12-26T20:35:01.326711] [INFO ] [sig       ] Generating forecast for: WMS
[2025-12-26T20:35:01.326741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-12-26T20:35:01.337154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2025-12-26T20:35:01.337621] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-12-26T20:35:01.338397] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-12-26T20:35:01.338448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:01.338480] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:01.338524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:01.338606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:01.396428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:01.397333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:01.397416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:01.397449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:01.519385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:01.519539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:01.519599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:01.519630] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:01.522984] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: UP (p=68.74%)
[2025-12-26T20:35:01.523253] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-12-26T20:35:01.523374] [INFO ] [sig       ] WMS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:01.663622] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WMS.txt
[2025-12-26T20:35:01.663792] [INFO ] [sig       ] [3468/3548] Completed WMS in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 27.6s
[2025-12-26T20:35:01.663833] [INFO ] [sig       ] [3469/3548] Forecasting WNC...
[2025-12-26T20:35:01.663861] [INFO ] [sig       ] Generating forecast for: WNC
[2025-12-26T20:35:01.663892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-12-26T20:35:01.677766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2025-12-26T20:35:01.678257] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-12-26T20:35:01.679372] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-12-26T20:35:01.679438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:01.679478] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:01.679512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:01.679608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:01.743391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:01.744279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:01.744373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:01.744410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:01.870552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:01.870748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:01.870793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:01.870831] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:01.874295] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: DOWN (p=6.92%)
[2025-12-26T20:35:01.874630] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-12-26T20:35:01.874763] [INFO ] [sig       ] WNC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:02.029068] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WNC.txt
[2025-12-26T20:35:02.029242] [INFO ] [sig       ] [3469/3548] Completed WNC in 0.4s | 2.90 sym/s | Total: 20.0m | ETA: 27.3s
[2025-12-26T20:35:02.029290] [INFO ] [sig       ] [3470/3548] Forecasting WNEB...
[2025-12-26T20:35:02.029327] [INFO ] [sig       ] Generating forecast for: WNEB
[2025-12-26T20:35:02.029363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2025-12-26T20:35:02.040242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2025-12-26T20:35:02.040673] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2025-12-26T20:35:02.041588] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2025-12-26T20:35:02.041646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:02.041681] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:02.041717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:02.041792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:02.105750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:02.106681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:02.106769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:02.106804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:02.229714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:02.229875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:02.229928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:02.229968] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:02.233474] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-12-26T20:35:02.233769] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2025-12-26T20:35:02.233895] [INFO ] [sig       ] WNEB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:02.383198] [INFO ] [LOCAL     ] Saved forecast: WNEB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WNEB.txt
[2025-12-26T20:35:02.383361] [INFO ] [sig       ] [3470/3548] Completed WNEB in 0.4s | 2.90 sym/s | Total: 20.0m | ETA: 26.9s
[2025-12-26T20:35:02.383401] [INFO ] [sig       ] [3471/3548] Forecasting WOOD...
[2025-12-26T20:35:02.383431] [INFO ] [sig       ] Generating forecast for: WOOD
[2025-12-26T20:35:02.383461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2025-12-26T20:35:02.393463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2025-12-26T20:35:02.393824] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2025-12-26T20:35:02.394639] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2025-12-26T20:35:02.394694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:02.394728] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:02.394756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:02.394816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:02.457874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:02.458748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:02.458829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:02.458864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:02.559540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:02.559689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:02.559733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:02.559764] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:02.563131] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: DOWN (p=20.00%)
[2025-12-26T20:35:02.563403] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2025-12-26T20:35:02.563526] [INFO ] [sig       ] WOOD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:02.712080] [INFO ] [LOCAL     ] Saved forecast: WOOD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WOOD.txt
[2025-12-26T20:35:02.712233] [INFO ] [sig       ] [3471/3548] Completed WOOD in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 26.6s
[2025-12-26T20:35:02.712272] [INFO ] [sig       ] [3472/3548] Forecasting WOOF...
[2025-12-26T20:35:02.712302] [INFO ] [sig       ] Generating forecast for: WOOF
[2025-12-26T20:35:02.712339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2025-12-26T20:35:02.722387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2025-12-26T20:35:02.722722] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2025-12-26T20:35:02.723479] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2025-12-26T20:35:02.723530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:02.723561] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:02.723615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:02.723674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:02.782054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:02.782924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:02.783008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:02.783043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:02.909335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:02.909494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:02.909543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:02.909592] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:02.913452] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: DOWN (p=7.99%)
[2025-12-26T20:35:02.913821] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2025-12-26T20:35:02.913971] [INFO ] [sig       ] WOOF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:03.066650] [INFO ] [LOCAL     ] Saved forecast: WOOF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WOOF.txt
[2025-12-26T20:35:03.066783] [INFO ] [sig       ] [3472/3548] Completed WOOF in 0.4s | 2.90 sym/s | Total: 20.0m | ETA: 26.2s
[2025-12-26T20:35:03.066823] [INFO ] [sig       ] [3473/3548] Forecasting WPC...
[2025-12-26T20:35:03.066853] [INFO ] [sig       ] Generating forecast for: WPC
[2025-12-26T20:35:03.066884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-12-26T20:35:03.077598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2025-12-26T20:35:03.077958] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-12-26T20:35:03.078788] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-12-26T20:35:03.078842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:03.078877] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:03.078936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:03.078998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:03.136882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:03.137550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:03.137645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:03.137680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:03.258140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:03.258297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:03.258341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:03.258374] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:03.261860] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: DOWN (p=34.20%)
[2025-12-26T20:35:03.262138] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-12-26T20:35:03.262266] [INFO ] [sig       ] WPC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:03.415717] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WPC.txt
[2025-12-26T20:35:03.415887] [INFO ] [sig       ] [3473/3548] Completed WPC in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 25.9s
[2025-12-26T20:35:03.415929] [INFO ] [sig       ] [3474/3548] Forecasting WPP...
[2025-12-26T20:35:03.415960] [INFO ] [sig       ] Generating forecast for: WPP
[2025-12-26T20:35:03.415990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-12-26T20:35:03.426102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2025-12-26T20:35:03.426485] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-12-26T20:35:03.427295] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-12-26T20:35:03.427350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:03.427417] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:03.427447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:03.427507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:03.487281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:03.488185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:03.488300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:03.488341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:03.613148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:03.613289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:03.613334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:03.613363] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:03.616921] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=60.17%)
[2025-12-26T20:35:03.617267] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-12-26T20:35:03.617448] [INFO ] [sig       ] WPP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:03.767001] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WPP.txt
[2025-12-26T20:35:03.767141] [INFO ] [sig       ] [3474/3548] Completed WPP in 0.4s | 2.90 sym/s | Total: 20.0m | ETA: 25.6s
[2025-12-26T20:35:03.767181] [INFO ] [sig       ] [3475/3548] Forecasting WRAP...
[2025-12-26T20:35:03.767209] [INFO ] [sig       ] Generating forecast for: WRAP
[2025-12-26T20:35:03.767239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2025-12-26T20:35:03.778268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2025-12-26T20:35:03.778640] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2025-12-26T20:35:03.779476] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2025-12-26T20:35:03.779528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:03.779559] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:03.779604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:03.779664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:03.836149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:03.836808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:03.836887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:03.836919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:03.952622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:03.952786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:03.952836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:03.952865] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:03.956394] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: UP (p=60.47%)
[2025-12-26T20:35:03.956699] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2025-12-26T20:35:03.956830] [INFO ] [sig       ] WRAP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:04.105050] [INFO ] [LOCAL     ] Saved forecast: WRAP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WRAP.txt
[2025-12-26T20:35:04.105195] [INFO ] [sig       ] [3475/3548] Completed WRAP in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 25.2s
[2025-12-26T20:35:04.105234] [INFO ] [sig       ] [3476/3548] Forecasting WRB...
[2025-12-26T20:35:04.105264] [INFO ] [sig       ] Generating forecast for: WRB
[2025-12-26T20:35:04.105294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-12-26T20:35:04.116020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2025-12-26T20:35:04.116364] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-12-26T20:35:04.117159] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-12-26T20:35:04.117210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:04.117242] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:04.117268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:04.117325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:04.173762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:04.174411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:04.174490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:04.174522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:04.294908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:04.295069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:04.295112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:04.295140] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:04.298616] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: UP (p=88.19%)
[2025-12-26T20:35:04.298910] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-12-26T20:35:04.299040] [INFO ] [sig       ] WRB: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:04.437497] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WRB.txt
[2025-12-26T20:35:04.437639] [INFO ] [sig       ] [3476/3548] Completed WRB in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 24.9s
[2025-12-26T20:35:04.437680] [INFO ] [sig       ] [3477/3548] Forecasting WRBY...
[2025-12-26T20:35:04.437709] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-12-26T20:35:04.437741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-12-26T20:35:04.447672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2025-12-26T20:35:04.447973] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-12-26T20:35:04.448762] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-12-26T20:35:04.448813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:04.448844] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:04.448870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:04.448959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:04.506246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:04.506966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:04.507060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:04.507093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:04.626840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:04.626990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:04.627033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:04.627092] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:04.631144] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=12.12%)
[2025-12-26T20:35:04.631425] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-12-26T20:35:04.631548] [INFO ] [sig       ] WRBY: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:04.772131] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WRBY.txt
[2025-12-26T20:35:04.772257] [INFO ] [sig       ] [3477/3548] Completed WRBY in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 24.5s
[2025-12-26T20:35:04.772295] [INFO ] [sig       ] [3478/3548] Forecasting WRLD...
[2025-12-26T20:35:04.772325] [INFO ] [sig       ] Generating forecast for: WRLD
[2025-12-26T20:35:04.772354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2025-12-26T20:35:04.782291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2025-12-26T20:35:04.782632] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2025-12-26T20:35:04.783548] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2025-12-26T20:35:04.783617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:04.783650] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:04.783677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:04.783734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:04.840808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:04.841453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:04.841531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:04.841563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:04.956374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:04.956533] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-26T20:35:04.956590] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:04.956623] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:04.960096] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: DOWN (p=41.61%)
[2025-12-26T20:35:04.960383] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2025-12-26T20:35:04.960507] [INFO ] [sig       ] WRLD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:05.115369] [INFO ] [LOCAL     ] Saved forecast: WRLD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WRLD.txt
[2025-12-26T20:35:05.115514] [INFO ] [sig       ] [3478/3548] Completed WRLD in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 24.2s
[2025-12-26T20:35:05.115553] [INFO ] [sig       ] [3479/3548] Forecasting WSBC...
[2025-12-26T20:35:05.115602] [INFO ] [sig       ] Generating forecast for: WSBC
[2025-12-26T20:35:05.115633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2025-12-26T20:35:05.127105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2025-12-26T20:35:05.127541] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2025-12-26T20:35:05.128494] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2025-12-26T20:35:05.128548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:05.128601] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:05.128632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:05.128709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:05.190310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:05.191182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:05.191268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:05.191300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:05.316370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:05.316553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:05.316628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:05.316665] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:05.320517] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: DOWN (p=36.89%)
[2025-12-26T20:35:05.320819] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2025-12-26T20:35:05.320950] [INFO ] [sig       ] WSBC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:05.464873] [INFO ] [LOCAL     ] Saved forecast: WSBC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WSBC.txt
[2025-12-26T20:35:05.465009] [INFO ] [sig       ] [3479/3548] Completed WSBC in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 23.8s
[2025-12-26T20:35:05.465047] [INFO ] [sig       ] [3480/3548] Forecasting WSBF...
[2025-12-26T20:35:05.465076] [INFO ] [sig       ] Generating forecast for: WSBF
[2025-12-26T20:35:05.465106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2025-12-26T20:35:05.476386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2025-12-26T20:35:05.476800] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2025-12-26T20:35:05.477817] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2025-12-26T20:35:05.477872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:05.477906] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:05.477933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:05.477993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:05.539930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:05.540687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:05.540774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:05.540807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:05.664633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:05.664794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:05.664838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:05.664866] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:05.668352] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: DOWN (p=8.12%)
[2025-12-26T20:35:05.668658] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2025-12-26T20:35:05.668785] [INFO ] [sig       ] WSBF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:05.809212] [INFO ] [LOCAL     ] Saved forecast: WSBF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WSBF.txt
[2025-12-26T20:35:05.809340] [INFO ] [sig       ] [3480/3548] Completed WSBF in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 23.5s
[2025-12-26T20:35:05.809378] [INFO ] [sig       ] [3481/3548] Forecasting WSC...
[2025-12-26T20:35:05.809408] [INFO ] [sig       ] Generating forecast for: WSC
[2025-12-26T20:35:05.809438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2025-12-26T20:35:05.819734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2025-12-26T20:35:05.820130] [INFO ] [FORECASTER] Starting predict_future for WSC
[2025-12-26T20:35:05.820967] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2025-12-26T20:35:05.821038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:05.821071] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:05.821098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:05.821156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:05.881591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:05.882459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:05.882544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:05.882596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:06.009211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:06.009363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:06.009406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:06.009435] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:06.012833] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2025-12-26T20:35:06.013104] [INFO ] [FORECASTER] Completed predict_future for WSC
[2025-12-26T20:35:06.013227] [INFO ] [sig       ] WSC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:06.156039] [INFO ] [LOCAL     ] Saved forecast: WSC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WSC.txt
[2025-12-26T20:35:06.156189] [INFO ] [sig       ] [3481/3548] Completed WSC in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 23.1s
[2025-12-26T20:35:06.156230] [INFO ] [sig       ] [3482/3548] Forecasting WSFS...
[2025-12-26T20:35:06.156259] [INFO ] [sig       ] Generating forecast for: WSFS
[2025-12-26T20:35:06.156289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2025-12-26T20:35:06.166885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2025-12-26T20:35:06.167197] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2025-12-26T20:35:06.167976] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2025-12-26T20:35:06.168028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:06.168059] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:06.168085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:06.168142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:06.233698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:06.234605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:06.234880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:06.234914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:06.346511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:06.346666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:06.346708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:06.346736] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:06.350081] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: UP (p=86.65%)
[2025-12-26T20:35:06.350350] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2025-12-26T20:35:06.350476] [INFO ] [sig       ] WSFS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:06.494671] [INFO ] [LOCAL     ] Saved forecast: WSFS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WSFS.txt
[2025-12-26T20:35:06.494810] [INFO ] [sig       ] [3482/3548] Completed WSFS in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 22.8s
[2025-12-26T20:35:06.494850] [INFO ] [sig       ] [3483/3548] Forecasting WSM...
[2025-12-26T20:35:06.494879] [INFO ] [sig       ] Generating forecast for: WSM
[2025-12-26T20:35:06.494909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-12-26T20:35:06.505226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2025-12-26T20:35:06.505552] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-12-26T20:35:06.506344] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-12-26T20:35:06.506396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:06.506427] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:06.506453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:06.506511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:06.564115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:06.564830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:06.564911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:06.564943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:06.684000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:06.684146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:06.684188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:06.684217] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:06.687551] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: DOWN (p=41.68%)
[2025-12-26T20:35:06.687833] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-12-26T20:35:06.687953] [INFO ] [sig       ] WSM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:06.828616] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WSM.txt
[2025-12-26T20:35:06.828760] [INFO ] [sig       ] [3483/3548] Completed WSM in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 22.4s
[2025-12-26T20:35:06.828798] [INFO ] [sig       ] [3484/3548] Forecasting WSO...
[2025-12-26T20:35:06.828826] [INFO ] [sig       ] Generating forecast for: WSO
[2025-12-26T20:35:06.828856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-12-26T20:35:06.839349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2025-12-26T20:35:06.839815] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-12-26T20:35:06.840696] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-12-26T20:35:06.840749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:06.840780] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:06.840807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:06.840864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:06.900108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:06.900987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:06.901100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:06.901133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:07.021428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:07.021616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:07.021661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:07.021689] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:07.025086] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: UP (p=78.03%)
[2025-12-26T20:35:07.025356] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-12-26T20:35:07.025480] [INFO ] [sig       ] WSO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:07.164810] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WSO.txt
[2025-12-26T20:35:07.164940] [INFO ] [sig       ] [3484/3548] Completed WSO in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 22.1s
[2025-12-26T20:35:07.164983] [INFO ] [sig       ] [3485/3548] Forecasting WTBA...
[2025-12-26T20:35:07.165014] [INFO ] [sig       ] Generating forecast for: WTBA
[2025-12-26T20:35:07.165043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2025-12-26T20:35:07.174741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2025-12-26T20:35:07.175038] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2025-12-26T20:35:07.175828] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2025-12-26T20:35:07.175878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:07.175910] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:07.175936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:07.175993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:07.232285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:07.232924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:07.233001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:07.233033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:07.352919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:07.353088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:07.353136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:07.353167] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:07.356662] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: UP (p=63.72%)
[2025-12-26T20:35:07.356929] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2025-12-26T20:35:07.357049] [INFO ] [sig       ] WTBA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:07.495002] [INFO ] [LOCAL     ] Saved forecast: WTBA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WTBA.txt
[2025-12-26T20:35:07.495140] [INFO ] [sig       ] [3485/3548] Completed WTBA in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 21.8s
[2025-12-26T20:35:07.495178] [INFO ] [sig       ] [3486/3548] Forecasting WTFC...
[2025-12-26T20:35:07.495209] [INFO ] [sig       ] Generating forecast for: WTFC
[2025-12-26T20:35:07.495238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2025-12-26T20:35:07.506672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2025-12-26T20:35:07.507026] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2025-12-26T20:35:07.507814] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2025-12-26T20:35:07.507865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:07.507897] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:07.507924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:07.507981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:07.564560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:07.565356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:07.565441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:07.565473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:07.687302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:07.687458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:07.687500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:07.687529] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:07.690931] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: DOWN (p=20.98%)
[2025-12-26T20:35:07.691215] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2025-12-26T20:35:07.691340] [INFO ] [sig       ] WTFC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:07.834759] [INFO ] [LOCAL     ] Saved forecast: WTFC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WTFC.txt
[2025-12-26T20:35:07.834917] [INFO ] [sig       ] [3486/3548] Completed WTFC in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 21.4s
[2025-12-26T20:35:07.834956] [INFO ] [sig       ] [3487/3548] Forecasting WTI...
[2025-12-26T20:35:07.834986] [INFO ] [sig       ] Generating forecast for: WTI
[2025-12-26T20:35:07.835017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-12-26T20:35:07.845637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2025-12-26T20:35:07.846010] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-12-26T20:35:07.846801] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-12-26T20:35:07.846852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:07.846883] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:07.846910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:07.846968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:07.905126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:07.906037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:07.906122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:07.906156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:08.024144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:08.024302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:08.024345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:08.024375] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:08.027787] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: UP (p=88.26%)
[2025-12-26T20:35:08.028065] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-12-26T20:35:08.028190] [INFO ] [sig       ] WTI: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:08.177551] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WTI.txt
[2025-12-26T20:35:08.177718] [INFO ] [sig       ] [3487/3548] Completed WTI in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 21.1s
[2025-12-26T20:35:08.177758] [INFO ] [sig       ] [3488/3548] Forecasting WTRG...
[2025-12-26T20:35:08.177788] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-12-26T20:35:08.177817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-12-26T20:35:08.188250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2025-12-26T20:35:08.188555] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-12-26T20:35:08.189345] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-12-26T20:35:08.189397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:08.189428] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:08.189454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:08.189512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:08.246818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:08.247477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:08.247556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:08.247606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:08.363885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:08.364036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:08.364095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:08.364125] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:08.367485] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: DOWN (p=10.06%)
[2025-12-26T20:35:08.367771] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-12-26T20:35:08.367895] [INFO ] [sig       ] WTRG: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:08.511787] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WTRG.txt
[2025-12-26T20:35:08.511916] [INFO ] [sig       ] [3488/3548] Completed WTRG in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 20.7s
[2025-12-26T20:35:08.511959] [INFO ] [sig       ] [3489/3548] Forecasting WTS...
[2025-12-26T20:35:08.511990] [INFO ] [sig       ] Generating forecast for: WTS
[2025-12-26T20:35:08.512020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-12-26T20:35:08.522105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2025-12-26T20:35:08.522420] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-12-26T20:35:08.523208] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-12-26T20:35:08.523259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:08.523290] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:08.523317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:08.523374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:08.582107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:08.582974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:08.583053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:08.583085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:08.712563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:08.712736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:08.712780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:08.712808] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:08.716201] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: DOWN (p=4.07%)
[2025-12-26T20:35:08.716474] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-12-26T20:35:08.716616] [INFO ] [sig       ] WTS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:08.854411] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WTS.txt
[2025-12-26T20:35:08.854560] [INFO ] [sig       ] [3489/3548] Completed WTS in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 20.4s
[2025-12-26T20:35:08.854642] [INFO ] [sig       ] [3490/3548] Forecasting WULF...
[2025-12-26T20:35:08.854682] [INFO ] [sig       ] Generating forecast for: WULF
[2025-12-26T20:35:08.854714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2025-12-26T20:35:08.865110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2025-12-26T20:35:08.865452] [INFO ] [FORECASTER] Starting predict_future for WULF
[2025-12-26T20:35:08.866282] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2025-12-26T20:35:08.866335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:08.866367] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:08.866394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:08.866451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:08.922914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:08.923739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:08.923819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:08.923851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:09.043156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:09.043309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:09.043351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:09.043381] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:09.046789] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: UP (p=78.68%)
[2025-12-26T20:35:09.047073] [INFO ] [FORECASTER] Completed predict_future for WULF
[2025-12-26T20:35:09.047204] [INFO ] [sig       ] WULF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:09.185554] [INFO ] [LOCAL     ] Saved forecast: WULF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WULF.txt
[2025-12-26T20:35:09.185708] [INFO ] [sig       ] [3490/3548] Completed WULF in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 20.0s
[2025-12-26T20:35:09.185747] [INFO ] [sig       ] [3491/3548] Forecasting WVE...
[2025-12-26T20:35:09.185783] [INFO ] [sig       ] Generating forecast for: WVE
[2025-12-26T20:35:09.185814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2025-12-26T20:35:09.195974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2025-12-26T20:35:09.196357] [INFO ] [FORECASTER] Starting predict_future for WVE
[2025-12-26T20:35:09.197201] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2025-12-26T20:35:09.197254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:09.197317] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:09.197346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:09.197405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:09.258037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:09.258993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:09.259076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:09.259107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:09.381098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:09.381256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:09.381299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:09.381327] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:09.384823] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: DOWN (p=28.43%)
[2025-12-26T20:35:09.385137] [INFO ] [FORECASTER] Completed predict_future for WVE
[2025-12-26T20:35:09.385273] [INFO ] [sig       ] WVE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:09.527923] [INFO ] [LOCAL     ] Saved forecast: WVE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WVE.txt
[2025-12-26T20:35:09.528076] [INFO ] [sig       ] [3491/3548] Completed WVE in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 19.7s
[2025-12-26T20:35:09.528116] [INFO ] [sig       ] [3492/3548] Forecasting WWD...
[2025-12-26T20:35:09.528146] [INFO ] [sig       ] Generating forecast for: WWD
[2025-12-26T20:35:09.528176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2025-12-26T20:35:09.539348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2025-12-26T20:35:09.539795] [INFO ] [FORECASTER] Starting predict_future for WWD
[2025-12-26T20:35:09.540661] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2025-12-26T20:35:09.540713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:09.540760] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:09.540788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:09.540846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:09.597408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:09.598316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:09.598399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:09.598432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:09.720070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:09.720223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:09.720267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:09.720296] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:09.723780] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: DOWN (p=7.48%)
[2025-12-26T20:35:09.724070] [INFO ] [FORECASTER] Completed predict_future for WWD
[2025-12-26T20:35:09.724199] [INFO ] [sig       ] WWD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:09.874749] [INFO ] [LOCAL     ] Saved forecast: WWD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/WWD.txt
[2025-12-26T20:35:09.874879] [INFO ] [sig       ] [3492/3548] Completed WWD in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 19.3s
[2025-12-26T20:35:09.874918] [INFO ] [sig       ] [3493/3548] Forecasting WY...
[2025-12-26T20:35:09.874948] [INFO ] [sig       ] Generating forecast for: WY
[2025-12-26T20:35:09.874977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-12-26T20:35:09.884966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2025-12-26T20:35:09.885287] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-12-26T20:35:09.886075] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-12-26T20:35:09.886126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:09.886157] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:09.886184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:09.886240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:09.943912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:09.944762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:09.944846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:09.944878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:10.063849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:10.064024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:10.064076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:10.064110] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:10.067640] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: UP (p=68.09%)
[2025-12-26T20:35:10.067918] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-12-26T20:35:10.068050] [INFO ] [sig       ] WY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:10.210191] [INFO ] [LOCAL     ] Saved forecast: WY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WY.txt
[2025-12-26T20:35:10.210345] [INFO ] [sig       ] [3493/3548] Completed WY in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 19.0s
[2025-12-26T20:35:10.210385] [INFO ] [sig       ] [3494/3548] Forecasting WYNN...
[2025-12-26T20:35:10.210416] [INFO ] [sig       ] Generating forecast for: WYNN
[2025-12-26T20:35:10.210446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2025-12-26T20:35:10.220897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2025-12-26T20:35:10.221315] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2025-12-26T20:35:10.222153] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2025-12-26T20:35:10.222206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:10.222237] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:10.222263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:10.222321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:10.280720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:10.281652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:10.281737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:10.281770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:10.404644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:10.404766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:10.404809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:10.404837] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:10.408185] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: UP (p=85.13%)
[2025-12-26T20:35:10.408478] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2025-12-26T20:35:10.408622] [INFO ] [sig       ] WYNN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:10.547509] [INFO ] [LOCAL     ] Saved forecast: WYNN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/WYNN.txt
[2025-12-26T20:35:10.547664] [INFO ] [sig       ] [3494/3548] Completed WYNN in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 18.6s
[2025-12-26T20:35:10.547706] [INFO ] [sig       ] [3495/3548] Forecasting XBIL...
[2025-12-26T20:35:10.547736] [INFO ] [sig       ] Generating forecast for: XBIL
[2025-12-26T20:35:10.547765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2025-12-26T20:35:10.557817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2025-12-26T20:35:10.558161] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2025-12-26T20:35:10.559029] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2025-12-26T20:35:10.559084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:10.559116] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:10.559143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:10.559201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:10.618021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:10.618854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:10.618953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:10.618988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:10.712518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:10.712674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:10.712717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:10.712745] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:10.716070] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=86.46%)
[2025-12-26T20:35:10.716336] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2025-12-26T20:35:10.716458] [INFO ] [sig       ] XBIL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:10.858915] [INFO ] [LOCAL     ] Saved forecast: XBIL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/XBIL.txt
[2025-12-26T20:35:10.859072] [INFO ] [sig       ] [3495/3548] Completed XBIL in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 18.3s
[2025-12-26T20:35:10.859112] [INFO ] [sig       ] [3496/3548] Forecasting XEL...
[2025-12-26T20:35:10.859157] [INFO ] [sig       ] Generating forecast for: XEL
[2025-12-26T20:35:10.859187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2025-12-26T20:35:10.869064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2025-12-26T20:35:10.869382] [INFO ] [FORECASTER] Starting predict_future for XEL
[2025-12-26T20:35:10.870172] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2025-12-26T20:35:10.870222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:10.870253] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:10.870280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:10.870337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:10.926993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:10.927664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:10.927741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:10.927772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:11.045108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:11.045265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:11.045306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:11.045334] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:11.048741] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: DOWN (p=36.24%)
[2025-12-26T20:35:11.049036] [INFO ] [FORECASTER] Completed predict_future for XEL
[2025-12-26T20:35:11.049163] [INFO ] [sig       ] XEL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:11.188179] [INFO ] [LOCAL     ] Saved forecast: XEL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/XEL.txt
[2025-12-26T20:35:11.188321] [INFO ] [sig       ] [3496/3548] Completed XEL in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 18.0s
[2025-12-26T20:35:11.188361] [INFO ] [sig       ] [3497/3548] Forecasting XENE...
[2025-12-26T20:35:11.188390] [INFO ] [sig       ] Generating forecast for: XENE
[2025-12-26T20:35:11.188420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2025-12-26T20:35:11.198599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2025-12-26T20:35:11.198969] [INFO ] [FORECASTER] Starting predict_future for XENE
[2025-12-26T20:35:11.199813] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2025-12-26T20:35:11.199865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:11.199896] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:11.199924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:11.199983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:11.256853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:11.257722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:11.257803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:11.257836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:11.374420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:11.374584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:11.374627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:11.374656] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:11.378002] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: DOWN (p=4.75%)
[2025-12-26T20:35:11.378266] [INFO ] [FORECASTER] Completed predict_future for XENE
[2025-12-26T20:35:11.378386] [INFO ] [sig       ] XENE: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:11.518872] [INFO ] [LOCAL     ] Saved forecast: XENE	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/XENE.txt
[2025-12-26T20:35:11.519027] [INFO ] [sig       ] [3497/3548] Completed XENE in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 17.6s
[2025-12-26T20:35:11.519078] [INFO ] [sig       ] [3498/3548] Forecasting XERS...
[2025-12-26T20:35:11.519108] [INFO ] [sig       ] Generating forecast for: XERS
[2025-12-26T20:35:11.519137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2025-12-26T20:35:11.528941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2025-12-26T20:35:11.529329] [INFO ] [FORECASTER] Starting predict_future for XERS
[2025-12-26T20:35:11.530142] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2025-12-26T20:35:11.530195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:11.530228] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:11.530256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:11.530315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:11.587377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:11.588098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:11.588177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:11.588208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:11.704627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:11.704769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:11.704813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:11.704842] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:11.708270] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: UP (p=73.53%)
[2025-12-26T20:35:11.708554] [INFO ] [FORECASTER] Completed predict_future for XERS
[2025-12-26T20:35:11.708717] [INFO ] [sig       ] XERS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:11.859597] [INFO ] [LOCAL     ] Saved forecast: XERS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/XERS.txt
[2025-12-26T20:35:11.859737] [INFO ] [sig       ] [3498/3548] Completed XERS in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 17.3s
[2025-12-26T20:35:11.859782] [INFO ] [sig       ] [3499/3548] Forecasting XGN...
[2025-12-26T20:35:11.859813] [INFO ] [sig       ] Generating forecast for: XGN
[2025-12-26T20:35:11.859851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2025-12-26T20:35:11.869436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2025-12-26T20:35:11.869780] [INFO ] [FORECASTER] Starting predict_future for XGN
[2025-12-26T20:35:11.870549] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2025-12-26T20:35:11.870618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:11.870652] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:11.870678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:11.870735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:11.926999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:11.927682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:11.927760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:11.927792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:12.042089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:12.042242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:12.042285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:12.042332] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:12.045682] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: UP (p=68.39%)
[2025-12-26T20:35:12.045948] [INFO ] [FORECASTER] Completed predict_future for XGN
[2025-12-26T20:35:12.046070] [INFO ] [sig       ] XGN: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:12.185803] [INFO ] [LOCAL     ] Saved forecast: XGN	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/XGN.txt
[2025-12-26T20:35:12.185953] [INFO ] [sig       ] [3499/3548] Completed XGN in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 16.9s
[2025-12-26T20:35:12.185992] [INFO ] [sig       ] [3500/3548] Forecasting XOM...
[2025-12-26T20:35:12.186021] [INFO ] [sig       ] Generating forecast for: XOM
[2025-12-26T20:35:12.186051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-12-26T20:35:12.199120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2025-12-26T20:35:12.199791] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-12-26T20:35:12.200706] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-12-26T20:35:12.200759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:12.200790] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:12.200817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:12.200877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:12.260608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:12.261978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:12.262141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:12.262177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:12.389356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:12.389624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:12.389676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:12.389706] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:12.393719] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=41.60%)
[2025-12-26T20:35:12.394109] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-12-26T20:35:12.394281] [INFO ] [sig       ] XOM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:12.565622] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/XOM.txt
[2025-12-26T20:35:12.565844] [INFO ] [sig       ] [3500/3548] Completed XOM in 0.4s | 2.90 sym/s | Total: 20.1m | ETA: 16.6s
[2025-12-26T20:35:12.565888] [INFO ] [sig       ] [3501/3548] Forecasting XOMA...
[2025-12-26T20:35:12.565919] [INFO ] [sig       ] Generating forecast for: XOMA
[2025-12-26T20:35:12.565951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2025-12-26T20:35:12.578718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2025-12-26T20:35:12.579271] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2025-12-26T20:35:12.580342] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2025-12-26T20:35:12.580394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:12.580424] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:12.580452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:12.580512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:12.637680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:12.638508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:12.638638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:12.638687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:12.757877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:12.758040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:12.758083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:12.758111] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:12.761592] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: DOWN (p=48.76%)
[2025-12-26T20:35:12.761869] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2025-12-26T20:35:12.761992] [INFO ] [sig       ] XOMA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:12.904414] [INFO ] [LOCAL     ] Saved forecast: XOMA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/XOMA.txt
[2025-12-26T20:35:12.904609] [INFO ] [sig       ] [3501/3548] Completed XOMA in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 16.2s
[2025-12-26T20:35:12.904651] [INFO ] [sig       ] [3502/3548] Forecasting XOS...
[2025-12-26T20:35:12.904684] [INFO ] [sig       ] Generating forecast for: XOS
[2025-12-26T20:35:12.904713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2025-12-26T20:35:12.914961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2025-12-26T20:35:12.915290] [INFO ] [FORECASTER] Starting predict_future for XOS
[2025-12-26T20:35:12.916117] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2025-12-26T20:35:12.916168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:12.916198] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:12.916225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:12.916282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:12.973800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:12.974439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:12.974522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:12.974554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:13.097442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:13.097666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:13.097714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:13.097743] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:13.101294] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: DOWN (p=49.70%)
[2025-12-26T20:35:13.101603] [INFO ] [FORECASTER] Completed predict_future for XOS
[2025-12-26T20:35:13.101729] [INFO ] [sig       ] XOS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:13.241728] [INFO ] [LOCAL     ] Saved forecast: XOS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/XOS.txt
[2025-12-26T20:35:13.241881] [INFO ] [sig       ] [3502/3548] Completed XOS in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 15.9s
[2025-12-26T20:35:13.241922] [INFO ] [sig       ] [3503/3548] Forecasting XP...
[2025-12-26T20:35:13.241952] [INFO ] [sig       ] Generating forecast for: XP
[2025-12-26T20:35:13.241981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2025-12-26T20:35:13.253021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2025-12-26T20:35:13.253392] [INFO ] [FORECASTER] Starting predict_future for XP
[2025-12-26T20:35:13.254222] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2025-12-26T20:35:13.254275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:13.254305] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:13.254347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:13.254405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:13.311031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:13.311761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:13.311840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:13.311871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:13.436274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:13.436429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:13.436475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:13.436511] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:13.440062] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: UP (p=50.74%)
[2025-12-26T20:35:13.440341] [INFO ] [FORECASTER] Completed predict_future for XP
[2025-12-26T20:35:13.440468] [INFO ] [sig       ] XP: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:13.603494] [INFO ] [LOCAL     ] Saved forecast: XP	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/XP.txt
[2025-12-26T20:35:13.603666] [INFO ] [sig       ] [3503/3548] Completed XP in 0.4s | 2.90 sym/s | Total: 20.2m | ETA: 15.5s
[2025-12-26T20:35:13.603708] [INFO ] [sig       ] [3504/3548] Forecasting XPEL...
[2025-12-26T20:35:13.603738] [INFO ] [sig       ] Generating forecast for: XPEL
[2025-12-26T20:35:13.603768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2025-12-26T20:35:13.613956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2025-12-26T20:35:13.614260] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2025-12-26T20:35:13.615062] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2025-12-26T20:35:13.615115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:13.615146] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:13.615173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:13.615230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:13.672238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:13.673036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:13.673124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:13.673165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:13.792452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:13.792618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:13.792661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:13.792690] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:13.796058] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: DOWN (p=3.34%)
[2025-12-26T20:35:13.796323] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2025-12-26T20:35:13.796465] [INFO ] [sig       ] XPEL: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:13.940774] [INFO ] [LOCAL     ] Saved forecast: XPEL	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/XPEL.txt
[2025-12-26T20:35:13.940942] [INFO ] [sig       ] [3504/3548] Completed XPEL in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 15.2s
[2025-12-26T20:35:13.940983] [INFO ] [sig       ] [3505/3548] Forecasting XPO...
[2025-12-26T20:35:13.941013] [INFO ] [sig       ] Generating forecast for: XPO
[2025-12-26T20:35:13.941044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-12-26T20:35:13.951432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2025-12-26T20:35:13.951803] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-12-26T20:35:13.952693] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-12-26T20:35:13.952746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:13.952778] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:13.952806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:13.952865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:14.010811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:14.011491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:14.011592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:14.011629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:14.133858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:14.134023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:14.134075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:14.134106] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:14.137596] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: UP (p=64.03%)
[2025-12-26T20:35:14.137871] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-12-26T20:35:14.137995] [INFO ] [sig       ] XPO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:14.291270] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/XPO.txt
[2025-12-26T20:35:14.291418] [INFO ] [sig       ] [3505/3548] Completed XPO in 0.4s | 2.90 sym/s | Total: 20.2m | ETA: 14.8s
[2025-12-26T20:35:14.291458] [INFO ] [sig       ] [3506/3548] Forecasting XPOF...
[2025-12-26T20:35:14.291488] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-12-26T20:35:14.291518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-12-26T20:35:14.303202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2025-12-26T20:35:14.303605] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-12-26T20:35:14.304399] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-12-26T20:35:14.304451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:14.304484] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:14.304517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:14.304615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:14.361847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:14.362481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:14.362561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:14.362614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:14.499074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:14.499259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:14.499323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:14.499367] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:14.504275] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=11.09%)
[2025-12-26T20:35:14.504558] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-12-26T20:35:14.504705] [INFO ] [sig       ] XPOF: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:14.650224] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/XPOF.txt
[2025-12-26T20:35:14.650389] [INFO ] [sig       ] [3506/3548] Completed XPOF in 0.4s | 2.90 sym/s | Total: 20.2m | ETA: 14.5s
[2025-12-26T20:35:14.650433] [INFO ] [sig       ] [3507/3548] Forecasting XPRO...
[2025-12-26T20:35:14.650464] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-12-26T20:35:14.650506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-12-26T20:35:14.661507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2025-12-26T20:35:14.661923] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-12-26T20:35:14.662739] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-12-26T20:35:14.662790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:14.662821] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:14.662847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:14.662903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:14.722282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:14.723263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:14.723356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:14.723388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:14.843110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:14.843263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:14.843305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:14.843335] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:14.846799] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: UP (p=73.61%)
[2025-12-26T20:35:14.847067] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-12-26T20:35:14.847188] [INFO ] [sig       ] XPRO: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:14.989991] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/XPRO.txt
[2025-12-26T20:35:14.990118] [INFO ] [sig       ] [3507/3548] Completed XPRO in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 14.2s
[2025-12-26T20:35:14.990156] [INFO ] [sig       ] [3508/3548] Forecasting XRAY...
[2025-12-26T20:35:14.990185] [INFO ] [sig       ] Generating forecast for: XRAY
[2025-12-26T20:35:14.990215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2025-12-26T20:35:15.000829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2025-12-26T20:35:15.001215] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2025-12-26T20:35:15.002231] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2025-12-26T20:35:15.002283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:15.002353] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:15.002382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:15.002440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:15.059486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:15.060426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:15.060511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:15.060544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:15.182367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:15.182535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:15.182616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:15.182658] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:15.186351] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: UP (p=81.25%)
[2025-12-26T20:35:15.186664] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2025-12-26T20:35:15.186802] [INFO ] [sig       ] XRAY: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:15.339545] [INFO ] [LOCAL     ] Saved forecast: XRAY	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/XRAY.txt
[2025-12-26T20:35:15.339750] [INFO ] [sig       ] [3508/3548] Completed XRAY in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 13.8s
[2025-12-26T20:35:15.339790] [INFO ] [sig       ] [3509/3548] Forecasting XRX...
[2025-12-26T20:35:15.339818] [INFO ] [sig       ] Generating forecast for: XRX
[2025-12-26T20:35:15.339848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2025-12-26T20:35:15.350437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2025-12-26T20:35:15.350837] [INFO ] [FORECASTER] Starting predict_future for XRX
[2025-12-26T20:35:15.351646] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2025-12-26T20:35:15.351697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:15.351728] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:15.351754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:15.351811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:15.409059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:15.410123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:15.410205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:15.410237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:15.539074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:15.539238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:15.539282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:15.539312] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:15.542860] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: UP (p=83.84%)
[2025-12-26T20:35:15.543165] [INFO ] [FORECASTER] Completed predict_future for XRX
[2025-12-26T20:35:15.543298] [INFO ] [sig       ] XRX: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:15.721337] [INFO ] [LOCAL     ] Saved forecast: XRX	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/XRX.txt
[2025-12-26T20:35:15.721506] [INFO ] [sig       ] [3509/3548] Completed XRX in 0.4s | 2.90 sym/s | Total: 20.2m | ETA: 13.5s
[2025-12-26T20:35:15.721546] [INFO ] [sig       ] [3510/3548] Forecasting XTIA...
[2025-12-26T20:35:15.721599] [INFO ] [sig       ] Generating forecast for: XTIA
[2025-12-26T20:35:15.721640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2025-12-26T20:35:15.733603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2025-12-26T20:35:15.734088] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2025-12-26T20:35:15.735226] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2025-12-26T20:35:15.735294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:15.735348] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:15.735396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:15.735484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:15.797696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:15.798805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:15.798919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:15.798954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:15.927963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:15.928131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:15.928174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:15.928202] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:15.931851] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: DOWN (p=5.04%)
[2025-12-26T20:35:15.932197] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2025-12-26T20:35:15.932341] [INFO ] [sig       ] XTIA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:16.100905] [INFO ] [LOCAL     ] Saved forecast: XTIA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/XTIA.txt
[2025-12-26T20:35:16.101137] [INFO ] [sig       ] [3510/3548] Completed XTIA in 0.4s | 2.90 sym/s | Total: 20.2m | ETA: 13.1s
[2025-12-26T20:35:16.101204] [INFO ] [sig       ] [3511/3548] Forecasting XYF...
[2025-12-26T20:35:16.101256] [INFO ] [sig       ] Generating forecast for: XYF
[2025-12-26T20:35:16.101313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-12-26T20:35:16.116117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2025-12-26T20:35:16.116657] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-12-26T20:35:16.117787] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-12-26T20:35:16.117858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:16.117915] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:16.117951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:16.118012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:16.208148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:16.209198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:16.209290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:16.209323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:16.374153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:16.374326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:16.374374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:16.374469] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:16.378719] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: UP (p=82.83%)
[2025-12-26T20:35:16.379143] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-12-26T20:35:16.379325] [INFO ] [sig       ] XYF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:16.566498] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/XYF.txt
[2025-12-26T20:35:16.566752] [INFO ] [sig       ] [3511/3548] Completed XYF in 0.5s | 2.90 sym/s | Total: 20.2m | ETA: 12.8s
[2025-12-26T20:35:16.566814] [INFO ] [sig       ] [3512/3548] Forecasting XYL...
[2025-12-26T20:35:16.566862] [INFO ] [sig       ] Generating forecast for: XYL
[2025-12-26T20:35:16.566909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-12-26T20:35:16.581038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2025-12-26T20:35:16.581530] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-12-26T20:35:16.582489] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-12-26T20:35:16.582545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:16.582597] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:16.582626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:16.582684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:16.645148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:16.646304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:16.646413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:16.646458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:16.792906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:16.793086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:16.793131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:16.793159] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:16.796763] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: UP (p=54.13%)
[2025-12-26T20:35:16.797071] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-12-26T20:35:16.797209] [INFO ] [sig       ] XYL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:16.947988] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/XYL.txt
[2025-12-26T20:35:16.948181] [INFO ] [sig       ] [3512/3548] Completed XYL in 0.4s | 2.90 sym/s | Total: 20.2m | ETA: 12.4s
[2025-12-26T20:35:16.948239] [INFO ] [sig       ] [3513/3548] Forecasting YALA...
[2025-12-26T20:35:16.948276] [INFO ] [sig       ] Generating forecast for: YALA
[2025-12-26T20:35:16.948308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-12-26T20:35:16.958658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2025-12-26T20:35:16.959112] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-12-26T20:35:16.960003] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-12-26T20:35:16.960060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:16.960098] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:16.960132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:16.960194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:17.022729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:17.023626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:17.023710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:17.023744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:17.146909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:17.147062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:17.147106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:17.147135] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:17.150891] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: DOWN (p=44.11%)
[2025-12-26T20:35:17.151163] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-12-26T20:35:17.151295] [INFO ] [sig       ] YALA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:17.302555] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/YALA.txt
[2025-12-26T20:35:17.302760] [INFO ] [sig       ] [3513/3548] Completed YALA in 0.4s | 2.90 sym/s | Total: 20.2m | ETA: 12.1s
[2025-12-26T20:35:17.302816] [INFO ] [sig       ] [3514/3548] Forecasting YELP...
[2025-12-26T20:35:17.302847] [INFO ] [sig       ] Generating forecast for: YELP
[2025-12-26T20:35:17.302881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-12-26T20:35:17.313304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YELP'.
[2025-12-26T20:35:17.313715] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-12-26T20:35:17.314640] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-12-26T20:35:17.314705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:17.314759] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:17.314812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:17.314894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:17.377524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:17.378464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:17.378563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:17.378618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:17.516248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:17.516403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:17.516448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:17.516477] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:17.520382] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: DOWN (p=47.30%)
[2025-12-26T20:35:17.520739] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-12-26T20:35:17.520875] [INFO ] [sig       ] YELP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:17.674003] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/YELP.txt
[2025-12-26T20:35:17.674154] [INFO ] [sig       ] [3514/3548] Completed YELP in 0.4s | 2.90 sym/s | Total: 20.2m | ETA: 11.7s
[2025-12-26T20:35:17.674196] [INFO ] [sig       ] [3515/3548] Forecasting YETI...
[2025-12-26T20:35:17.674227] [INFO ] [sig       ] Generating forecast for: YETI
[2025-12-26T20:35:17.674260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-12-26T20:35:17.684217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2025-12-26T20:35:17.684558] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-12-26T20:35:17.685367] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-12-26T20:35:17.685418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:17.685450] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:17.685477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:17.685534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:17.743972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:17.744868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:17.744953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:17.744988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:17.865333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:17.865484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:17.865527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:17.865555] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:17.868945] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: DOWN (p=48.77%)
[2025-12-26T20:35:17.869215] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-12-26T20:35:17.869337] [INFO ] [sig       ] YETI: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:18.013851] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/YETI.txt
[2025-12-26T20:35:18.014005] [INFO ] [sig       ] [3515/3548] Completed YETI in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 11.4s
[2025-12-26T20:35:18.014045] [INFO ] [sig       ] [3516/3548] Forecasting YMM...
[2025-12-26T20:35:18.014075] [INFO ] [sig       ] Generating forecast for: YMM
[2025-12-26T20:35:18.014106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-12-26T20:35:18.024062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2025-12-26T20:35:18.024418] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-12-26T20:35:18.025225] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-12-26T20:35:18.025295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:18.025327] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:18.025353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:18.025411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:18.081860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:18.082716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:18.082799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:18.082831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:18.200558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:18.200733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:18.200778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:18.200807] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:18.204251] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: UP (p=92.08%)
[2025-12-26T20:35:18.204524] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-12-26T20:35:18.204667] [INFO ] [sig       ] YMM: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:18.346433] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/YMM.txt
[2025-12-26T20:35:18.346586] [INFO ] [sig       ] [3516/3548] Completed YMM in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 11.0s
[2025-12-26T20:35:18.346627] [INFO ] [sig       ] [3517/3548] Forecasting YPF...
[2025-12-26T20:35:18.346656] [INFO ] [sig       ] Generating forecast for: YPF
[2025-12-26T20:35:18.346688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-12-26T20:35:18.356388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2025-12-26T20:35:18.356726] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-12-26T20:35:18.357487] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-12-26T20:35:18.357537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:18.357582] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:18.357612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:18.357669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:18.417630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:18.418521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:18.418654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:18.418696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:18.545557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:18.545738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:18.545783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:18.545820] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:18.549391] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: UP (p=71.11%)
[2025-12-26T20:35:18.549712] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-12-26T20:35:18.549848] [INFO ] [sig       ] YPF: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:18.703299] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/YPF.txt
[2025-12-26T20:35:18.703458] [INFO ] [sig       ] [3517/3548] Completed YPF in 0.4s | 2.90 sym/s | Total: 20.2m | ETA: 10.7s
[2025-12-26T20:35:18.703497] [INFO ] [sig       ] [3518/3548] Forecasting YQQQ...
[2025-12-26T20:35:18.703528] [INFO ] [sig       ] Generating forecast for: YQQQ
[2025-12-26T20:35:18.703558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2025-12-26T20:35:18.717166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2025-12-26T20:35:18.717638] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2025-12-26T20:35:18.718687] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2025-12-26T20:35:18.718753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:18.718798] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:18.718842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:18.718944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:18.786261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:18.787160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:18.787279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:18.787314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:18.912439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:18.912622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:18.912669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:18.912698] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:18.916148] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: UP (p=63.06%)
[2025-12-26T20:35:18.916428] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2025-12-26T20:35:18.916555] [INFO ] [sig       ] YQQQ: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:19.062023] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/YQQQ.txt
[2025-12-26T20:35:19.062178] [INFO ] [sig       ] [3518/3548] Completed YQQQ in 0.4s | 2.90 sym/s | Total: 20.2m | ETA: 10.4s
[2025-12-26T20:35:19.062219] [INFO ] [sig       ] [3519/3548] Forecasting YRD...
[2025-12-26T20:35:19.062249] [INFO ] [sig       ] Generating forecast for: YRD
[2025-12-26T20:35:19.062282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-12-26T20:35:19.072051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2025-12-26T20:35:19.072390] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-12-26T20:35:19.073189] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-12-26T20:35:19.073240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:19.073272] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:19.073298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:19.073356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:19.132786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:19.133652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:19.133736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:19.133769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:19.253866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:19.254021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:19.254065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:19.254095] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:19.257550] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: DOWN (p=37.16%)
[2025-12-26T20:35:19.257858] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-12-26T20:35:19.257990] [INFO ] [sig       ] YRD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:19.410110] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/YRD.txt
[2025-12-26T20:35:19.410322] [INFO ] [sig       ] [3519/3548] Completed YRD in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 10.0s
[2025-12-26T20:35:19.410401] [INFO ] [sig       ] [3520/3548] Forecasting YSG...
[2025-12-26T20:35:19.410452] [INFO ] [sig       ] Generating forecast for: YSG
[2025-12-26T20:35:19.410504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-12-26T20:35:19.421441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2025-12-26T20:35:19.421806] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-12-26T20:35:19.422596] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-12-26T20:35:19.422650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:19.422680] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:19.422706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:19.422764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:19.482449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:19.483302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:19.483386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:19.483420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:19.602011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:19.602161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:19.602206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:19.602235] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:19.605707] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: UP (p=98.66%)
[2025-12-26T20:35:19.605984] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-12-26T20:35:19.606115] [INFO ] [sig       ] YSG: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:19.757309] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/YSG.txt
[2025-12-26T20:35:19.757464] [INFO ] [sig       ] [3520/3548] Completed YSG in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 9.7s
[2025-12-26T20:35:19.757503] [INFO ] [sig       ] [3521/3548] Forecasting YTRA...
[2025-12-26T20:35:19.757532] [INFO ] [sig       ] Generating forecast for: YTRA
[2025-12-26T20:35:19.757563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2025-12-26T20:35:19.767598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2025-12-26T20:35:19.767940] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2025-12-26T20:35:19.768738] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2025-12-26T20:35:19.768789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:19.768821] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:19.768848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:19.768932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:19.828564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:19.829445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:19.829527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:19.829559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:19.947109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:19.947272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:19.947316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:19.947345] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:19.950831] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: UP (p=56.48%)
[2025-12-26T20:35:19.951107] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2025-12-26T20:35:19.951255] [INFO ] [sig       ] YTRA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:20.097829] [INFO ] [LOCAL     ] Saved forecast: YTRA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/YTRA.txt
[2025-12-26T20:35:20.098005] [INFO ] [sig       ] [3521/3548] Completed YTRA in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 9.3s
[2025-12-26T20:35:20.098053] [INFO ] [sig       ] [3522/3548] Forecasting YUM...
[2025-12-26T20:35:20.098096] [INFO ] [sig       ] Generating forecast for: YUM
[2025-12-26T20:35:20.098138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-12-26T20:35:20.109392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2025-12-26T20:35:20.109789] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-12-26T20:35:20.110630] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-12-26T20:35:20.110683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:20.110717] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:20.110746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:20.110804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:20.172901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:20.173786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:20.173879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:20.173914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:20.299499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:20.299672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:20.299718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:20.299747] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:20.303255] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=28.74%)
[2025-12-26T20:35:20.303538] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-12-26T20:35:20.303690] [INFO ] [sig       ] YUM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:20.447510] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/YUM.txt
[2025-12-26T20:35:20.447657] [INFO ] [sig       ] [3522/3548] Completed YUM in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 9.0s
[2025-12-26T20:35:20.447698] [INFO ] [sig       ] [3523/3548] Forecasting YUMC...
[2025-12-26T20:35:20.447727] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-12-26T20:35:20.447757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-12-26T20:35:20.457928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2025-12-26T20:35:20.458224] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-12-26T20:35:20.459052] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-12-26T20:35:20.459104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:20.459135] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:20.459161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:20.459218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:20.515196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:20.515820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:20.515895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:20.515927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:20.632747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:20.632894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:20.632957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:20.632986] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:20.636309] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: DOWN (p=45.82%)
[2025-12-26T20:35:20.636593] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-12-26T20:35:20.636720] [INFO ] [sig       ] YUMC: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:20.775416] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/YUMC.txt
[2025-12-26T20:35:20.775551] [INFO ] [sig       ] [3523/3548] Completed YUMC in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 8.6s
[2025-12-26T20:35:20.775615] [INFO ] [sig       ] [3524/3548] Forecasting Z...
[2025-12-26T20:35:20.775646] [INFO ] [sig       ] Generating forecast for: Z
[2025-12-26T20:35:20.775675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2025-12-26T20:35:20.786858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2025-12-26T20:35:20.787301] [INFO ] [FORECASTER] Starting predict_future for Z
[2025-12-26T20:35:20.788294] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2025-12-26T20:35:20.788348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:20.788383] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:20.788409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:20.788481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:20.851016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:20.851952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:20.852036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:20.852070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:20.973536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:20.973715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:20.973759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:20.973789] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:20.977211] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: UP (p=54.57%)
[2025-12-26T20:35:20.977487] [INFO ] [FORECASTER] Completed predict_future for Z
[2025-12-26T20:35:20.977633] [INFO ] [sig       ] Z: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:21.118971] [INFO ] [LOCAL     ] Saved forecast: Z	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/Z.txt
[2025-12-26T20:35:21.119134] [INFO ] [sig       ] [3524/3548] Completed Z in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 8.3s
[2025-12-26T20:35:21.119174] [INFO ] [sig       ] [3525/3548] Forecasting ZBH...
[2025-12-26T20:35:21.119202] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-12-26T20:35:21.119232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-12-26T20:35:21.130159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2025-12-26T20:35:21.130535] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-12-26T20:35:21.131339] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-12-26T20:35:21.131391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:21.131451] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:21.131480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:21.131538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:21.189390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:21.190204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:21.190306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:21.190339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:21.309373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:21.309531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:21.309590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:21.309623] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:21.313121] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: UP (p=87.22%)
[2025-12-26T20:35:21.313404] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-12-26T20:35:21.313532] [INFO ] [sig       ] ZBH: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:21.453742] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ZBH.txt
[2025-12-26T20:35:21.453873] [INFO ] [sig       ] [3525/3548] Completed ZBH in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 7.9s
[2025-12-26T20:35:21.453911] [INFO ] [sig       ] [3526/3548] Forecasting ZBIO...
[2025-12-26T20:35:21.453940] [INFO ] [sig       ] Generating forecast for: ZBIO
[2025-12-26T20:35:21.453970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2025-12-26T20:35:21.468132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2025-12-26T20:35:21.468657] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2025-12-26T20:35:21.469866] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2025-12-26T20:35:21.469934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:21.469982] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:21.470023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:21.470109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:21.548381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:21.549321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:21.549411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:21.549446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:21.670195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:21.670350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:21.670394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:21.670422] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:21.673816] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: DOWN (p=16.73%)
[2025-12-26T20:35:21.674089] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2025-12-26T20:35:21.674214] [INFO ] [sig       ] ZBIO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:21.819491] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ZBIO.txt
[2025-12-26T20:35:21.819695] [INFO ] [sig       ] [3526/3548] Completed ZBIO in 0.4s | 2.90 sym/s | Total: 20.3m | ETA: 7.6s
[2025-12-26T20:35:21.819745] [INFO ] [sig       ] [3527/3548] Forecasting ZBRA...
[2025-12-26T20:35:21.819775] [INFO ] [sig       ] Generating forecast for: ZBRA
[2025-12-26T20:35:21.819807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2025-12-26T20:35:21.830260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2025-12-26T20:35:21.830622] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2025-12-26T20:35:21.831460] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2025-12-26T20:35:21.831514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:21.831562] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:21.831622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:21.831686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:21.898146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:21.899310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:21.899429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:21.899477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:22.023034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:22.023223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:22.023283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:22.023324] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:22.027951] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: UP (p=87.04%)
[2025-12-26T20:35:22.028355] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2025-12-26T20:35:22.028514] [INFO ] [sig       ] ZBRA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:22.180422] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ZBRA.txt
[2025-12-26T20:35:22.180653] [INFO ] [sig       ] [3527/3548] Completed ZBRA in 0.4s | 2.90 sym/s | Total: 20.3m | ETA: 7.3s
[2025-12-26T20:35:22.180713] [INFO ] [sig       ] [3528/3548] Forecasting ZD...
[2025-12-26T20:35:22.180748] [INFO ] [sig       ] Generating forecast for: ZD
[2025-12-26T20:35:22.180785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2025-12-26T20:35:22.192347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2025-12-26T20:35:22.192818] [INFO ] [FORECASTER] Starting predict_future for ZD
[2025-12-26T20:35:22.193696] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2025-12-26T20:35:22.193750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:22.193782] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:22.193808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:22.193867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:22.258665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:22.259596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:22.259689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:22.259721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:22.382897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:22.383031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:22.383073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:22.383142] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:22.386644] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: DOWN (p=41.25%)
[2025-12-26T20:35:22.386917] [INFO ] [FORECASTER] Completed predict_future for ZD
[2025-12-26T20:35:22.387041] [INFO ] [sig       ] ZD: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:22.525396] [INFO ] [LOCAL     ] Saved forecast: ZD	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ZD.txt
[2025-12-26T20:35:22.525524] [INFO ] [sig       ] [3528/3548] Completed ZD in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 6.9s
[2025-12-26T20:35:22.525563] [INFO ] [sig       ] [3529/3548] Forecasting ZEPP...
[2025-12-26T20:35:22.525609] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-12-26T20:35:22.525640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-12-26T20:35:22.535204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2025-12-26T20:35:22.535509] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-12-26T20:35:22.536304] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-12-26T20:35:22.536357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:22.536387] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:22.536413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:22.536470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:22.594158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:22.594994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:22.595075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:22.595111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:22.706381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:22.706535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:22.706594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:22.706626] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:22.710016] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=6.36%)
[2025-12-26T20:35:22.710288] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-12-26T20:35:22.710413] [INFO ] [sig       ] ZEPP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:22.850722] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ZEPP.txt
[2025-12-26T20:35:22.850871] [INFO ] [sig       ] [3529/3548] Completed ZEPP in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 6.6s
[2025-12-26T20:35:22.850911] [INFO ] [sig       ] [3530/3548] Forecasting ZETA...
[2025-12-26T20:35:22.850940] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-12-26T20:35:22.850971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-12-26T20:35:22.861178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2025-12-26T20:35:22.861495] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-12-26T20:35:22.862283] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-12-26T20:35:22.862334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:22.862365] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:22.862392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:22.862454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:22.919010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:22.919880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:22.919968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:22.920000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:23.039872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:23.040015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:23.040055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:23.040084] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:23.043434] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: DOWN (p=8.41%)
[2025-12-26T20:35:23.043718] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-12-26T20:35:23.043841] [INFO ] [sig       ] ZETA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:23.183092] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ZETA.txt
[2025-12-26T20:35:23.183217] [INFO ] [sig       ] [3530/3548] Completed ZETA in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 6.2s
[2025-12-26T20:35:23.183255] [INFO ] [sig       ] [3531/3548] Forecasting ZEUS...
[2025-12-26T20:35:23.183284] [INFO ] [sig       ] Generating forecast for: ZEUS
[2025-12-26T20:35:23.183320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2025-12-26T20:35:23.193276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2025-12-26T20:35:23.193621] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2025-12-26T20:35:23.194381] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2025-12-26T20:35:23.194432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:23.194462] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:23.194489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:23.194545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:23.250766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:23.251357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:23.251434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:23.251464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:23.372181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:23.372330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:23.372372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:23.372400] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:23.375738] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: UP (p=74.22%)
[2025-12-26T20:35:23.376006] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2025-12-26T20:35:23.376127] [INFO ] [sig       ] ZEUS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:23.515432] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ZEUS.txt
[2025-12-26T20:35:23.515560] [INFO ] [sig       ] [3531/3548] Completed ZEUS in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 5.9s
[2025-12-26T20:35:23.515616] [INFO ] [sig       ] [3532/3548] Forecasting ZGN...
[2025-12-26T20:35:23.515645] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-12-26T20:35:23.515675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-12-26T20:35:23.525356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2025-12-26T20:35:23.525698] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-12-26T20:35:23.526457] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-12-26T20:35:23.526507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:23.526539] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:23.526565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:23.526640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:23.583598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:23.584416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:23.584495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:23.584527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:23.704773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:23.704940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:23.704986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:23.705014] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:23.708699] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=16.74%)
[2025-12-26T20:35:23.709137] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-12-26T20:35:23.709297] [INFO ] [sig       ] ZGN: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:23.874977] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ZGN.txt
[2025-12-26T20:35:23.875142] [INFO ] [sig       ] [3532/3548] Completed ZGN in 0.4s | 2.90 sym/s | Total: 20.3m | ETA: 5.5s
[2025-12-26T20:35:23.875186] [INFO ] [sig       ] [3533/3548] Forecasting ZH...
[2025-12-26T20:35:23.875227] [INFO ] [sig       ] Generating forecast for: ZH
[2025-12-26T20:35:23.875271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-12-26T20:35:23.885169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2025-12-26T20:35:23.885544] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-12-26T20:35:23.886341] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-12-26T20:35:23.886393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:23.886424] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:23.886449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:23.886505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:23.944838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:23.945729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:23.945819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:23.945852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:24.066358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:24.066508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:24.066551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:24.066597] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:24.069956] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: DOWN (p=40.74%)
[2025-12-26T20:35:24.070226] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-12-26T20:35:24.070346] [INFO ] [sig       ] ZH: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:24.228255] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ZH.txt
[2025-12-26T20:35:24.228384] [INFO ] [sig       ] [3533/3548] Completed ZH in 0.4s | 2.90 sym/s | Total: 20.3m | ETA: 5.2s
[2025-12-26T20:35:24.228422] [INFO ] [sig       ] [3534/3548] Forecasting ZIM...
[2025-12-26T20:35:24.228450] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-12-26T20:35:24.228481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-12-26T20:35:24.239028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2025-12-26T20:35:24.239320] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-12-26T20:35:24.240103] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-12-26T20:35:24.240154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:24.240184] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:24.240210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:24.240268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:24.296598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:24.297224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:24.297300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:24.297332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:24.415665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:24.415817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:24.415859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:24.415887] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:24.419263] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=22.37%)
[2025-12-26T20:35:24.419538] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-12-26T20:35:24.419680] [INFO ] [sig       ] ZIM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:24.558321] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ZIM.txt
[2025-12-26T20:35:24.558451] [INFO ] [sig       ] [3534/3548] Completed ZIM in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 4.8s
[2025-12-26T20:35:24.558488] [INFO ] [sig       ] [3535/3548] Forecasting ZION...
[2025-12-26T20:35:24.558517] [INFO ] [sig       ] Generating forecast for: ZION
[2025-12-26T20:35:24.558546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2025-12-26T20:35:24.570084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2025-12-26T20:35:24.570515] [INFO ] [FORECASTER] Starting predict_future for ZION
[2025-12-26T20:35:24.571345] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2025-12-26T20:35:24.571398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:24.571429] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:24.571458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:24.571516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:24.630081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:24.631063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:24.631204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:24.631237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:24.762100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:24.762259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:24.762308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:24.762338] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:24.766121] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: DOWN (p=0.54%)
[2025-12-26T20:35:24.766421] [INFO ] [FORECASTER] Completed predict_future for ZION
[2025-12-26T20:35:24.766556] [INFO ] [sig       ] ZION: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:24.908831] [INFO ] [LOCAL     ] Saved forecast: ZION	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ZION.txt
[2025-12-26T20:35:24.909015] [INFO ] [sig       ] [3535/3548] Completed ZION in 0.4s | 2.90 sym/s | Total: 20.3m | ETA: 4.5s
[2025-12-26T20:35:24.909054] [INFO ] [sig       ] [3536/3548] Forecasting ZIP...
[2025-12-26T20:35:24.909084] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-12-26T20:35:24.909113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-12-26T20:35:24.919092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2025-12-26T20:35:24.919475] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-12-26T20:35:24.920447] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-12-26T20:35:24.920499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:24.920529] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:24.920555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:24.920637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:24.977422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:24.978307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:24.978388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:24.978421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:25.100411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:25.100586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:25.100630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:25.100659] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:25.104006] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=16.00%)
[2025-12-26T20:35:25.104275] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-12-26T20:35:25.104397] [INFO ] [sig       ] ZIP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:25.296283] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ZIP.txt
[2025-12-26T20:35:25.296435] [INFO ] [sig       ] [3536/3548] Completed ZIP in 0.4s | 2.90 sym/s | Total: 20.4m | ETA: 4.1s
[2025-12-26T20:35:25.296474] [INFO ] [sig       ] [3537/3548] Forecasting ZLAB...
[2025-12-26T20:35:25.296505] [INFO ] [sig       ] Generating forecast for: ZLAB
[2025-12-26T20:35:25.296534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2025-12-26T20:35:25.306519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2025-12-26T20:35:25.306892] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2025-12-26T20:35:25.307676] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2025-12-26T20:35:25.307727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:25.307758] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:25.307786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:25.307848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:25.364412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:25.365285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:25.365367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:25.365400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:25.486651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:25.486803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:25.486845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:25.486873] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:25.490373] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: DOWN (p=44.65%)
[2025-12-26T20:35:25.490667] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2025-12-26T20:35:25.490793] [INFO ] [sig       ] ZLAB: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:25.634450] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ZLAB.txt
[2025-12-26T20:35:25.634625] [INFO ] [sig       ] [3537/3548] Completed ZLAB in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 3.8s
[2025-12-26T20:35:25.634667] [INFO ] [sig       ] [3538/3548] Forecasting ZM...
[2025-12-26T20:35:25.634699] [INFO ] [sig       ] Generating forecast for: ZM
[2025-12-26T20:35:25.634728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2025-12-26T20:35:25.644518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2025-12-26T20:35:25.644905] [INFO ] [FORECASTER] Starting predict_future for ZM
[2025-12-26T20:35:25.645703] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2025-12-26T20:35:25.645754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:25.645785] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:25.645815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:25.645873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:25.702290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:25.703139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:25.703220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:25.703252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:25.822566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:25.822732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:25.822774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:25.822803] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:25.826202] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: DOWN (p=31.75%)
[2025-12-26T20:35:25.826481] [INFO ] [FORECASTER] Completed predict_future for ZM
[2025-12-26T20:35:25.826627] [INFO ] [sig       ] ZM: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:25.967639] [INFO ] [LOCAL     ] Saved forecast: ZM	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ZM.txt
[2025-12-26T20:35:25.967816] [INFO ] [sig       ] [3538/3548] Completed ZM in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 3.5s
[2025-12-26T20:35:25.967861] [INFO ] [sig       ] [3539/3548] Forecasting ZNTL...
[2025-12-26T20:35:25.967891] [INFO ] [sig       ] Generating forecast for: ZNTL
[2025-12-26T20:35:25.967919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2025-12-26T20:35:25.978196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2025-12-26T20:35:25.978503] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2025-12-26T20:35:25.979310] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2025-12-26T20:35:25.979361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:25.979393] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:25.979419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:25.979476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:26.035676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:26.036266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:26.036342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:26.036373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:26.155199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:26.155334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:26.155374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:26.155403] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:26.158715] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: UP (p=88.56%)
[2025-12-26T20:35:26.159005] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2025-12-26T20:35:26.159128] [INFO ] [sig       ] ZNTL: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:26.299045] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ZNTL.txt
[2025-12-26T20:35:26.299154] [INFO ] [sig       ] [3539/3548] Completed ZNTL in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 3.1s
[2025-12-26T20:35:26.299191] [INFO ] [sig       ] [3540/3548] Forecasting ZS...
[2025-12-26T20:35:26.299221] [INFO ] [sig       ] Generating forecast for: ZS
[2025-12-26T20:35:26.299250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2025-12-26T20:35:26.309987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2025-12-26T20:35:26.310329] [INFO ] [FORECASTER] Starting predict_future for ZS
[2025-12-26T20:35:26.311160] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2025-12-26T20:35:26.311229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:26.311262] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:26.311288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:26.311345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:26.367247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:26.367885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:26.367968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:26.368000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:26.486480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:26.486641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:26.486686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:26.486714] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:26.490084] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: UP (p=95.43%)
[2025-12-26T20:35:26.490351] [INFO ] [FORECASTER] Completed predict_future for ZS
[2025-12-26T20:35:26.490472] [INFO ] [sig       ] ZS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:26.630189] [INFO ] [LOCAL     ] Saved forecast: ZS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ZS.txt
[2025-12-26T20:35:26.630322] [INFO ] [sig       ] [3540/3548] Completed ZS in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 2.8s
[2025-12-26T20:35:26.630360] [INFO ] [sig       ] [3541/3548] Forecasting ZTO...
[2025-12-26T20:35:26.630388] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-12-26T20:35:26.630418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-12-26T20:35:26.640219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2025-12-26T20:35:26.640535] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-12-26T20:35:26.641323] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-12-26T20:35:26.641374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:26.641406] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:26.641432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:26.641489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:26.699382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:26.700051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:26.700128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:26.700161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:26.820772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:26.820906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:26.820949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:26.820978] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:26.824562] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=20.47%)
[2025-12-26T20:35:26.824853] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-12-26T20:35:26.824978] [INFO ] [sig       ] ZTO: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:26.967410] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ZTO.txt
[2025-12-26T20:35:26.967565] [INFO ] [sig       ] [3541/3548] Completed ZTO in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 2.4s
[2025-12-26T20:35:26.967625] [INFO ] [sig       ] [3542/3548] Forecasting ZTS...
[2025-12-26T20:35:26.967656] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-12-26T20:35:26.967686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-12-26T20:35:26.978342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2025-12-26T20:35:26.978707] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-12-26T20:35:26.979521] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-12-26T20:35:26.979597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:26.979659] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:26.979687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:26.979744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:27.037027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:27.037643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:27.037719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:27.037751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:27.157212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:27.157356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:27.157398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:27.157427] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:27.160827] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=63.00%)
[2025-12-26T20:35:27.161120] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-12-26T20:35:27.161239] [INFO ] [sig       ] ZTS: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:27.301238] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ZTS.txt
[2025-12-26T20:35:27.301376] [INFO ] [sig       ] [3542/3548] Completed ZTS in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 2.1s
[2025-12-26T20:35:27.301416] [INFO ] [sig       ] [3543/3548] Forecasting ZUMZ...
[2025-12-26T20:35:27.301446] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2025-12-26T20:35:27.301476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2025-12-26T20:35:27.311253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2025-12-26T20:35:27.311588] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2025-12-26T20:35:27.312366] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2025-12-26T20:35:27.312416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:27.312448] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:27.312474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:27.312532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:27.369131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:27.369769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:27.369847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:27.369879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:27.487979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:27.488131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:27.488172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:27.488201] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:27.491563] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: DOWN (p=9.12%)
[2025-12-26T20:35:27.491856] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2025-12-26T20:35:27.491984] [INFO ] [sig       ] ZUMZ: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:27.632497] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ZUMZ.txt
[2025-12-26T20:35:27.632641] [INFO ] [sig       ] [3543/3548] Completed ZUMZ in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 1.7s
[2025-12-26T20:35:27.632688] [INFO ] [sig       ] [3544/3548] Forecasting ZURA...
[2025-12-26T20:35:27.632718] [INFO ] [sig       ] Generating forecast for: ZURA
[2025-12-26T20:35:27.632748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2025-12-26T20:35:27.642746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2025-12-26T20:35:27.643048] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2025-12-26T20:35:27.643851] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2025-12-26T20:35:27.643901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:27.643932] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:27.643959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:27.644016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:27.702078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:27.702744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:27.702821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:27.702852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:27.823558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:27.823705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:27.823746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:27.823774] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:27.827070] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: DOWN (p=5.03%)
[2025-12-26T20:35:27.827336] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2025-12-26T20:35:27.827462] [INFO ] [sig       ] ZURA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:27.969227] [INFO ] [LOCAL     ] Saved forecast: ZURA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ZURA.txt
[2025-12-26T20:35:27.969362] [INFO ] [sig       ] [3544/3548] Completed ZURA in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 1.4s
[2025-12-26T20:35:27.969401] [INFO ] [sig       ] [3545/3548] Forecasting ZVIA...
[2025-12-26T20:35:27.969430] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-12-26T20:35:27.969460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-12-26T20:35:27.979122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2025-12-26T20:35:27.979432] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-12-26T20:35:27.980226] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-12-26T20:35:27.980276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:27.980307] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:27.980333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:27.980391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:28.037271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:28.037927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:28.038004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:28.038036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:28.158155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:28.158299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:28.158340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:28.158399] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:28.161865] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: UP (p=73.32%)
[2025-12-26T20:35:28.162137] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-12-26T20:35:28.162277] [INFO ] [sig       ] ZVIA: Forecast for 2025-12-26: UP (sign=1.00)
[2025-12-26T20:35:28.302454] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-12-29	1 -> ./output/forecasts/individual/2025-12-29/ZVIA.txt
[2025-12-26T20:35:28.302586] [INFO ] [sig       ] [3545/3548] Completed ZVIA in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 1.0s
[2025-12-26T20:35:28.302626] [INFO ] [sig       ] [3546/3548] Forecasting ZVRA...
[2025-12-26T20:35:28.302656] [INFO ] [sig       ] Generating forecast for: ZVRA
[2025-12-26T20:35:28.302685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2025-12-26T20:35:28.315700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2025-12-26T20:35:28.316218] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2025-12-26T20:35:28.317360] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2025-12-26T20:35:28.317428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:28.317477] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:28.317520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:28.317635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:28.376587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:28.377506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:28.377614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:28.377651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:28.495221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:28.495391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:28.495438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:28.495467] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:28.498990] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-12-26T20:35:28.499277] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2025-12-26T20:35:28.499425] [INFO ] [sig       ] ZVRA: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:28.643231] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ZVRA.txt
[2025-12-26T20:35:28.643387] [INFO ] [sig       ] [3546/3548] Completed ZVRA in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 0.7s
[2025-12-26T20:35:28.643427] [INFO ] [sig       ] [3547/3548] Forecasting ZWS...
[2025-12-26T20:35:28.643457] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-12-26T20:35:28.643488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-12-26T20:35:28.653481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2025-12-26T20:35:28.653892] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-12-26T20:35:28.654761] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-12-26T20:35:28.654815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:28.654847] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:28.654875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:28.654934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:28.714741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:28.715624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:28.715707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:28.715741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:28.838469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:28.838636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:28.838698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:28.838728] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:28.842170] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=40.20%)
[2025-12-26T20:35:28.842448] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-12-26T20:35:28.842595] [INFO ] [sig       ] ZWS: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:28.985254] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ZWS.txt
[2025-12-26T20:35:28.985406] [INFO ] [sig       ] [3547/3548] Completed ZWS in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 0.3s
[2025-12-26T20:35:28.985445] [INFO ] [sig       ] [3548/3548] Forecasting ZYME...
[2025-12-26T20:35:28.985474] [INFO ] [sig       ] Generating forecast for: ZYME
[2025-12-26T20:35:28.985504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2025-12-26T20:35:28.996028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2025-12-26T20:35:28.996401] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2025-12-26T20:35:28.997301] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2025-12-26T20:35:28.997354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-26T20:35:28.997386] [DEBUG] [FORECASTER] Starting train method
[2025-12-26T20:35:28.997413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-26T20:35:28.997472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-26T20:35:29.058218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-26T20:35:29.059148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-26T20:35:29.059235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-26T20:35:29.059267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-26T20:35:29.180325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-26T20:35:29.180461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-26T20:35:29.180505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-26T20:35:29.180535] [INFO ] [FORECASTER] Training complete
[2025-12-26T20:35:29.184092] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: DOWN (p=29.42%)
[2025-12-26T20:35:29.184392] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2025-12-26T20:35:29.184524] [INFO ] [sig       ] ZYME: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-26T20:35:29.327054] [INFO ] [LOCAL     ] Saved forecast: ZYME	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/ZYME.txt
[2025-12-26T20:35:29.327190] [INFO ] [sig       ] [3548/3548] Completed ZYME in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 0.0s
[2025-12-26T20:35:29.327228] [INFO ] [sig       ] ==================================================
[2025-12-26T20:35:29.327258] [INFO ] [sig       ] Forecasts complete: 3548/3548 symbols succeeded
[2025-12-26T20:35:29.327288] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-12-26T20:35:29.327366] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-12-26T20:35:29.327890] [INFO ] [sig       ] Found 53 forecast dates to process
[2025-12-26T20:35:29.327939] [INFO ] [sig       ] [1/53] Processing report for 2025-10-10...
[2025-12-26T20:35:29.327976] [INFO ] [sig       ] [1/53] Report for 2025-10-10 already exists, skipping...
[2025-12-26T20:35:29.328006] [INFO ] [sig       ] [2/53] Processing report for 2025-10-13...
[2025-12-26T20:35:29.328040] [INFO ] [sig       ] [2/53] Report for 2025-10-13 already exists, skipping...
[2025-12-26T20:35:29.328067] [INFO ] [sig       ] [3/53] Processing report for 2025-10-14...
[2025-12-26T20:35:29.328099] [INFO ] [sig       ] [3/53] Report for 2025-10-14 already exists, skipping...
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[2025-12-26T20:35:29.401938] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.402080] [DEBUG] [LOCAL     ] Loaded configuration for NVAX: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.402150] [DEBUG] [LOCAL     ] Loaded configuration for NTRS: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.402215] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.402279] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.402357] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 1 features, 100.0% accuracy
[2025-12-26T20:35:29.402422] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.402486] [DEBUG] [LOCAL     ] Loaded configuration for PWP: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.402548] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.402630] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.402704] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.402767] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.402839] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.402902] [DEBUG] [LOCAL     ] Loaded configuration for COEP: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.402974] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.403038] [DEBUG] [LOCAL     ] Loaded configuration for RGLD: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.403101] [DEBUG] [LOCAL     ] Loaded configuration for WSC: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.403171] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.403234] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.403297] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.403358] [DEBUG] [LOCAL     ] Loaded configuration for NGNE: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.403420] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.403497] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.403582] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.403651] [DEBUG] [LOCAL     ] Loaded configuration for TRS: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.403722] [DEBUG] [LOCAL     ] Loaded configuration for GOSS: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.403787] [DEBUG] [LOCAL     ] Loaded configuration for TCBI: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.403860] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.403947] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.404024] [DEBUG] [LOCAL     ] Loaded configuration for HUBG: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.404091] [DEBUG] [LOCAL     ] Loaded configuration for ADTX: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.404152] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.404216] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.404280] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 6 features, 90.0% accuracy
[2025-12-26T20:35:29.404342] [DEBUG] [LOCAL     ] Loaded configuration for SKYY: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.404404] [DEBUG] [LOCAL     ] Loaded configuration for TNGX: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.404467] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.404530] [DEBUG] [LOCAL     ] Loaded configuration for INTZ: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.404610] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.404673] [DEBUG] [LOCAL     ] Loaded configuration for J: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.404743] [DEBUG] [LOCAL     ] Loaded configuration for GFS: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.404849] [DEBUG] [LOCAL     ] Loaded configuration for FJP: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.404936] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.405019] [DEBUG] [LOCAL     ] Loaded configuration for MGIC: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.405104] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.405188] [DEBUG] [LOCAL     ] Loaded configuration for FFIN: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.405278] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.405343] [DEBUG] [LOCAL     ] Loaded configuration for MTCH: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.405406] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.405469] [DEBUG] [LOCAL     ] Loaded configuration for BILI: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.405531] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.405616] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.405688] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.405752] [DEBUG] [LOCAL     ] Loaded configuration for PEP: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.405814] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.405875] [DEBUG] [LOCAL     ] Loaded configuration for SCHL: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.405937] [DEBUG] [LOCAL     ] Loaded configuration for KROS: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.405999] [DEBUG] [LOCAL     ] Loaded configuration for UPC: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.406061] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.406122] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.406192] [DEBUG] [LOCAL     ] Loaded configuration for XBIL: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.406253] [DEBUG] [LOCAL     ] Loaded configuration for ASND: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.406314] [DEBUG] [LOCAL     ] Loaded configuration for FTGC: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.406374] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.406436] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.406506] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.406587] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.406652] [DEBUG] [LOCAL     ] Loaded configuration for TSHA: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.406715] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 3 features, 50.0% accuracy
[2025-12-26T20:35:29.406777] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.406840] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.406915] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.406978] [DEBUG] [LOCAL     ] Loaded configuration for ERII: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.407039] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.407101] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.407161] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.407223] [DEBUG] [LOCAL     ] Loaded configuration for FARM: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.407286] [DEBUG] [LOCAL     ] Loaded configuration for VRRM: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.407347] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.407423] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.407486] [DEBUG] [LOCAL     ] Loaded configuration for SKWD: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.407547] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.407640] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.407706] [DEBUG] [LOCAL     ] Loaded configuration for AAOI: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.407768] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.407830] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.407890] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.407960] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.408023] [DEBUG] [LOCAL     ] Loaded configuration for EPSN: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.408084] [DEBUG] [LOCAL     ] Loaded configuration for IDN: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.408144] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.408225] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 6 features, 80.0% accuracy
[2025-12-26T20:35:29.408288] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.408349] [DEBUG] [LOCAL     ] Loaded configuration for CCEC: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.408410] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.408471] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.408533] [DEBUG] [LOCAL     ] Loaded configuration for CCRN: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.408611] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.408681] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.408752] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.408814] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.408876] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.408956] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.409017] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.409078] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.409147] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.409210] [DEBUG] [LOCAL     ] Loaded configuration for CTMX: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.409272] [DEBUG] [LOCAL     ] Loaded configuration for PDP: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.409333] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.409411] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.409474] [DEBUG] [LOCAL     ] Loaded configuration for AIMD: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.409534] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.409657] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.409741] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.409823] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.409919] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.410013] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.410083] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.410145] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.410206] [DEBUG] [LOCAL     ] Loaded configuration for TDSC: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.410267] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.410329] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.410391] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.410454] [DEBUG] [LOCAL     ] Loaded configuration for APOG: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.410517] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.410606] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.410674] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 6 features, 100.0% accuracy
[2025-12-26T20:35:29.410736] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.410797] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.410860] [DEBUG] [LOCAL     ] Loaded configuration for SOUN: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.410921] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.410982] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.411043] [DEBUG] [LOCAL     ] Loaded configuration for SSP: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.411105] [DEBUG] [LOCAL     ] Loaded configuration for FCFS: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.411165] [DEBUG] [LOCAL     ] Loaded configuration for OTLY: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.411226] [DEBUG] [LOCAL     ] Loaded configuration for DWAS: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.411306] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.411370] [DEBUG] [LOCAL     ] Loaded configuration for NVEC: 1 features, 40.0% accuracy
[2025-12-26T20:35:29.411432] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.411492] [DEBUG] [LOCAL     ] Loaded configuration for SIBN: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.411554] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.411648] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.411712] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.411773] [DEBUG] [LOCAL     ] Loaded configuration for WING: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.411843] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.411905] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.411967] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.412028] [DEBUG] [LOCAL     ] Loaded configuration for JMSB: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.412090] [DEBUG] [LOCAL     ] Loaded configuration for FRME: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.412153] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.412215] [DEBUG] [LOCAL     ] Loaded configuration for LASE: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.412277] [DEBUG] [LOCAL     ] Loaded configuration for OABI: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.412337] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.412409] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.412472] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.412533] [DEBUG] [LOCAL     ] Loaded configuration for SLDP: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.412611] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.412674] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.412735] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.412795] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.412856] [DEBUG] [LOCAL     ] Loaded configuration for ESGD: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.412923] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.412994] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.413057] [DEBUG] [LOCAL     ] Loaded configuration for ACNB: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.413120] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.413188] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.413252] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.413314] [DEBUG] [LOCAL     ] Loaded configuration for CLRB: 2 features, 50.0% accuracy
[2025-12-26T20:35:29.413376] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.413438] [DEBUG] [LOCAL     ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.413501] [DEBUG] [LOCAL     ] Loaded configuration for ISSC: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.413561] [DEBUG] [LOCAL     ] Loaded configuration for ANGI: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.413642] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.413705] [DEBUG] [LOCAL     ] Loaded configuration for MYGN: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.413775] [DEBUG] [LOCAL     ] Loaded configuration for NEO: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.413836] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.413899] [DEBUG] [LOCAL     ] Loaded configuration for GPRE: 1 features, 100.0% accuracy
[2025-12-26T20:35:29.413961] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.414022] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.414083] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.414144] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.414217] [DEBUG] [LOCAL     ] Loaded configuration for CB: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.414288] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.414401] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.414490] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.414589] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.414686] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.414769] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.414838] [DEBUG] [LOCAL     ] Loaded configuration for DRVN: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.414909] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.414979] [DEBUG] [LOCAL     ] Loaded configuration for FFBC: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.415041] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.415100] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.415160] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.415220] [DEBUG] [LOCAL     ] Loaded configuration for LIN: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.415280] [DEBUG] [LOCAL     ] Loaded configuration for PFF: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.415341] [DEBUG] [LOCAL     ] Loaded configuration for OFIX: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.415403] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy
[2025-12-26T20:35:29.415471] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.415534] [DEBUG] [LOCAL     ] Loaded configuration for ALTS: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.415620] [DEBUG] [LOCAL     ] Loaded configuration for ALAB: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.415688] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.415750] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.415812] [DEBUG] [LOCAL     ] Loaded configuration for ACON: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.415883] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.415964] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.416027] [DEBUG] [LOCAL     ] Loaded configuration for COFS: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.416087] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.416148] [DEBUG] [LOCAL     ] Loaded configuration for NTNX: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.416210] [DEBUG] [LOCAL     ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.416270] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.416332] [DEBUG] [LOCAL     ] Loaded configuration for REGN: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.416400] [DEBUG] [LOCAL     ] Loaded configuration for CACC: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.416462] [DEBUG] [LOCAL     ] Loaded configuration for TMCI: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.416523] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.416621] [DEBUG] [LOCAL     ] Loaded configuration for CION: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.416712] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.416776] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.416838] [DEBUG] [LOCAL     ] Loaded configuration for PRCH: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.416899] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.416961] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.417032] [DEBUG] [LOCAL     ] Loaded configuration for DVAX: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.417095] [DEBUG] [LOCAL     ] Loaded configuration for CECO: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.417157] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.417218] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.417279] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.417351] [DEBUG] [LOCAL     ] Loaded configuration for OSIS: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.417414] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.417475] [DEBUG] [LOCAL     ] Loaded configuration for NWE: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.417543] [DEBUG] [LOCAL     ] Loaded configuration for CODA: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.417636] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.417702] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.417764] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.417827] [DEBUG] [LOCAL     ] Loaded configuration for ORGO: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.417888] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.417950] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.418011] [DEBUG] [LOCAL     ] Loaded configuration for MPB: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.418073] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.418136] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.418198] [DEBUG] [LOCAL     ] Loaded configuration for GOOG: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.418260] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.418321] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.418382] [DEBUG] [LOCAL     ] Loaded configuration for AIP: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.418443] [DEBUG] [LOCAL     ] Loaded configuration for EDAP: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.418504] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.418565] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.418646] [DEBUG] [LOCAL     ] Loaded configuration for CPSS: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.418709] [DEBUG] [LOCAL     ] Loaded configuration for HIFS: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.418770] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.418840] [DEBUG] [LOCAL     ] Loaded configuration for ALXO: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.418937] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.419003] [DEBUG] [LOCAL     ] Loaded configuration for HUMA: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.419064] [DEBUG] [LOCAL     ] Loaded configuration for BG: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.419126] [DEBUG] [LOCAL     ] Loaded configuration for CMPX: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.419228] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.419314] [DEBUG] [LOCAL     ] Loaded configuration for ORKA: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.419398] [DEBUG] [LOCAL     ] Loaded configuration for THFF: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.419481] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.419565] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.419660] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.419723] [DEBUG] [LOCAL     ] Loaded configuration for INMB: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.419784] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.419844] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.419904] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.419962] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.420022] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.420091] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.420161] [DEBUG] [LOCAL     ] Loaded configuration for SPAI: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.420224] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.420286] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.420346] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.420414] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.420475] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.420535] [DEBUG] [LOCAL     ] Loaded configuration for LYEL: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.420613] [DEBUG] [LOCAL     ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy
[2025-12-26T20:35:29.420676] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.420734] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.420802] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.420864] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.420937] [DEBUG] [LOCAL     ] Loaded configuration for OXLC: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.421006] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.421078] [DEBUG] [LOCAL     ] Loaded configuration for FEMS: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.421139] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.421198] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.421259] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.421320] [DEBUG] [LOCAL     ] Loaded configuration for BLBD: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.421381] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.421443] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.421503] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.421592] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.421666] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.421728] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.421789] [DEBUG] [LOCAL     ] Loaded configuration for ACHC: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.421850] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.421921] [DEBUG] [LOCAL     ] Loaded configuration for PAA: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.421991] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.422053] [DEBUG] [LOCAL     ] Loaded configuration for CTBI: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.422114] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.422176] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.422244] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.422307] [DEBUG] [LOCAL     ] Loaded configuration for IMMP: 3 features, 50.0% accuracy
[2025-12-26T20:35:29.422367] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.422429] [DEBUG] [LOCAL     ] Loaded configuration for SGBX: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.422489] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.422550] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.422630] [DEBUG] [LOCAL     ] Loaded configuration for AXON: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.422691] [DEBUG] [LOCAL     ] Loaded configuration for RDVY: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.422752] [DEBUG] [LOCAL     ] Loaded configuration for PAYS: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.422824] [DEBUG] [LOCAL     ] Loaded configuration for RIME: 6 features, 80.0% accuracy
[2025-12-26T20:35:29.422896] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.422959] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.423028] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.423091] [DEBUG] [LOCAL     ] Loaded configuration for BUG: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.423152] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.423214] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.423275] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.423335] [DEBUG] [LOCAL     ] Loaded configuration for SNY: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.423396] [DEBUG] [LOCAL     ] Loaded configuration for GWRS: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.423459] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.423519] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.423605] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.423679] [DEBUG] [LOCAL     ] Loaded configuration for BE: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.423742] [DEBUG] [LOCAL     ] Loaded configuration for ULY: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.423804] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.423872] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.423975] [DEBUG] [LOCAL     ] Loaded configuration for PFM: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.424063] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy
[2025-12-26T20:35:29.424167] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.424254] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.424334] [DEBUG] [LOCAL     ] Loaded configuration for VERX: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.424397] [DEBUG] [LOCAL     ] Loaded configuration for NB: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.424459] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.424522] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.424614] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.424685] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.424749] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.424812] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.424885] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.424949] [DEBUG] [LOCAL     ] Loaded configuration for GGLS: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.425012] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.425073] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.425136] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.425198] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.425261] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.425323] [DEBUG] [LOCAL     ] Loaded configuration for JAMF: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.425386] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.425457] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.425528] [DEBUG] [LOCAL     ] Loaded configuration for ATRO: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.425608] [DEBUG] [LOCAL     ] Loaded configuration for CRON: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.425673] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.425736] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.425798] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.425860] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.425929] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 7 features, 90.0% accuracy
[2025-12-26T20:35:29.425992] [DEBUG] [LOCAL     ] Loaded configuration for GRFS: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.426055] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.426117] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.426179] [DEBUG] [LOCAL     ] Loaded configuration for LILA: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.426251] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.426316] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.426378] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.426440] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.426502] [DEBUG] [LOCAL     ] Loaded configuration for FWRG: 2 features, 50.0% accuracy
[2025-12-26T20:35:29.426564] [DEBUG] [LOCAL     ] Loaded configuration for UPXI: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.426657] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.426729] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.426791] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.426852] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.426913] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.426985] [DEBUG] [LOCAL     ] Loaded configuration for FITBO: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.427047] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.427109] [DEBUG] [LOCAL     ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.427170] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.427232] [DEBUG] [LOCAL     ] Loaded configuration for VPLS: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.427300] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.427363] [DEBUG] [LOCAL     ] Loaded configuration for BWB: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.427440] [DEBUG] [LOCAL     ] Loaded configuration for DMAC: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.427502] [DEBUG] [LOCAL     ] Loaded configuration for PACB: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.427563] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.427653] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.427716] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.427777] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.427848] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.427911] [DEBUG] [LOCAL     ] Loaded configuration for KPRX: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.427973] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.428034] [DEBUG] [LOCAL     ] Loaded configuration for AMCX: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.428105] [DEBUG] [LOCAL     ] Loaded configuration for CCD: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.428169] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.428230] [DEBUG] [LOCAL     ] Loaded configuration for SPRC: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.428296] [DEBUG] [LOCAL     ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy
[2025-12-26T20:35:29.428358] [DEBUG] [LOCAL     ] Loaded configuration for RPTX: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.428419] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.428480] [DEBUG] [LOCAL     ] Loaded configuration for DSP: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.428540] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.428619] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.428681] [DEBUG] [LOCAL     ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.428784] [DEBUG] [LOCAL     ] Loaded configuration for CGO: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.428903] [DEBUG] [LOCAL     ] Loaded configuration for FGEN: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.428985] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.432136] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.432231] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.432317] [DEBUG] [LOCAL     ] Loaded configuration for FEX: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.432382] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.432464] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.432527] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.432613] [DEBUG] [LOCAL     ] Loaded configuration for LCID: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.432681] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.432741] [DEBUG] [LOCAL     ] Loaded configuration for PH: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.432815] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.432879] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.432939] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.433000] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.433070] [DEBUG] [LOCAL     ] Loaded configuration for AFYA: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.433133] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.433194] [DEBUG] [LOCAL     ] Loaded configuration for SNGX: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.433255] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.433324] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.433386] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.433446] [DEBUG] [LOCAL     ] Loaded configuration for BCML: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.433515] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.433600] [DEBUG] [LOCAL     ] Loaded configuration for CBNK: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.433670] [DEBUG] [LOCAL     ] Loaded configuration for PROK: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.433731] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.433792] [DEBUG] [LOCAL     ] Loaded configuration for KSPI: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.433852] [DEBUG] [LOCAL     ] Loaded configuration for FRSX: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.433912] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.433973] [DEBUG] [LOCAL     ] Loaded configuration for AMDL: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.434043] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.434106] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.434166] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.434226] [DEBUG] [LOCAL     ] Loaded configuration for GBIO: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.434286] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.434355] [DEBUG] [LOCAL     ] Loaded configuration for SVRA: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.434426] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.434488] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.434548] [DEBUG] [LOCAL     ] Loaded configuration for SURG: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.434627] [DEBUG] [LOCAL     ] Loaded configuration for GAMB: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.434690] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.434751] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.434822] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.434885] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.434953] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.435014] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 50.0% accuracy
[2025-12-26T20:35:29.435075] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.435135] [DEBUG] [LOCAL     ] Loaded configuration for QLYS: 1 features, 100.0% accuracy
[2025-12-26T20:35:29.435196] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.435265] [DEBUG] [LOCAL     ] Loaded configuration for HCTI: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.435328] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.435389] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.435450] [DEBUG] [LOCAL     ] Loaded configuration for PHIO: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.435525] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.435611] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.435674] [DEBUG] [LOCAL     ] Loaded configuration for GPRO: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.435735] [DEBUG] [LOCAL     ] Loaded configuration for STRA: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.435796] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.435857] [DEBUG] [LOCAL     ] Loaded configuration for FOX: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.435927] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.435991] [DEBUG] [LOCAL     ] Loaded configuration for PAHC: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.436052] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.436114] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.436177] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.436238] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.436298] [DEBUG] [LOCAL     ] Loaded configuration for GDYN: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.436366] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2025-12-26T20:35:29.436428] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.436488] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.436549] [DEBUG] [LOCAL     ] Loaded configuration for LTRX: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.436672] [DEBUG] [LOCAL     ] Loaded configuration for ACTG: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.436758] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.436843] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.436927] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.437005] [DEBUG] [LOCAL     ] Loaded configuration for CSGS: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.437077] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.437141] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.437203] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.437265] [DEBUG] [LOCAL     ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.437325] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.437386] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.437447] [DEBUG] [LOCAL     ] Loaded configuration for VRSK: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.437516] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.437593] [DEBUG] [LOCAL     ] Loaded configuration for MBIO: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.437658] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.437719] [DEBUG] [LOCAL     ] Loaded configuration for TBRG: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.437781] [DEBUG] [LOCAL     ] Loaded configuration for CDNS: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.437842] [DEBUG] [LOCAL     ] Loaded configuration for SERA: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.437913] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.437976] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.438037] [DEBUG] [LOCAL     ] Loaded configuration for AB: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.438098] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.438159] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.438221] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.438281] [DEBUG] [LOCAL     ] Loaded configuration for ABCL: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.438341] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.438409] [DEBUG] [LOCAL     ] Loaded configuration for CELZ: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.438472] [DEBUG] [LOCAL     ] Loaded configuration for SHOO: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.438533] [DEBUG] [LOCAL     ] Loaded configuration for FND: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.438621] [DEBUG] [LOCAL     ] Loaded configuration for SMTI: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.438688] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.438749] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.438811] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.438871] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 1 features, 100.0% accuracy
[2025-12-26T20:35:29.438949] [DEBUG] [LOCAL     ] Loaded configuration for SOPH: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.439011] [DEBUG] [LOCAL     ] Loaded configuration for PAX: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.439073] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.439142] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.439203] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.439271] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.439331] [DEBUG] [LOCAL     ] Loaded configuration for ENVB: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.439389] [DEBUG] [LOCAL     ] Loaded configuration for STSS: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.439449] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.439508] [DEBUG] [LOCAL     ] Loaded configuration for PLUS: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.439567] [DEBUG] [LOCAL     ] Loaded configuration for FCBC: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.439646] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.439707] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.439767] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.439835] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.439896] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.439970] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.440033] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.440093] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.440152] [DEBUG] [LOCAL     ] Loaded configuration for TRNS: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.440213] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.440273] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.440333] [DEBUG] [LOCAL     ] Loaded configuration for MLCO: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.440392] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.440461] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.440522] [DEBUG] [LOCAL     ] Loaded configuration for RGEN: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.440605] [DEBUG] [LOCAL     ] Loaded configuration for SMBC: 0 features, 50.0% accuracy
[2025-12-26T20:35:29.440669] [DEBUG] [LOCAL     ] Loaded configuration for CONL: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.440729] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.440797] [DEBUG] [LOCAL     ] Loaded configuration for ELAB: 0 features, 50.0% accuracy
[2025-12-26T20:35:29.440858] [DEBUG] [LOCAL     ] Loaded configuration for UNCY: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.440917] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.440976] [DEBUG] [LOCAL     ] Loaded configuration for BELFA: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.441036] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.441095] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.441154] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.441213] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.441315] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.441400] [DEBUG] [LOCAL     ] Loaded configuration for QFIN: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.441483] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-12-26T20:35:29.441567] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.441675] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.441740] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.441812] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.441875] [DEBUG] [LOCAL     ] Loaded configuration for ROE: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.441935] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.441994] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.442053] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.442120] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.442181] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.442240] [DEBUG] [LOCAL     ] Loaded configuration for AN: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.442298] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.442357] [DEBUG] [LOCAL     ] Loaded configuration for UITB: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.442416] [DEBUG] [LOCAL     ] Loaded configuration for APM: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.442483] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.442543] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.442620] [DEBUG] [LOCAL     ] Loaded configuration for NNE: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.442692] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.442759] [DEBUG] [LOCAL     ] Loaded configuration for FMHI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.442820] [DEBUG] [LOCAL     ] Loaded configuration for WDFC: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.442879] [DEBUG] [LOCAL     ] Loaded configuration for QMOM: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.442938] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.442997] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.443056] [DEBUG] [LOCAL     ] Loaded configuration for MSEX: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.443114] [DEBUG] [LOCAL     ] Loaded configuration for ULH: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.443173] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.443233] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 6 features, 80.0% accuracy
[2025-12-26T20:35:29.443291] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.443358] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.443419] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.443485] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.443554] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.443647] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.443711] [DEBUG] [LOCAL     ] Loaded configuration for AM: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.443770] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.443829] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.443895] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.443956] [DEBUG] [LOCAL     ] Loaded configuration for STBA: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.444014] [DEBUG] [LOCAL     ] Loaded configuration for ALTI: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.444073] [DEBUG] [LOCAL     ] Loaded configuration for PCVX: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.444132] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.444191] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.444250] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.444310] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.444378] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.444447] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.444515] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.444592] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.444655] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.444714] [DEBUG] [LOCAL     ] Loaded configuration for CNXC: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.444775] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.444834] [DEBUG] [LOCAL     ] Loaded configuration for TBLA: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.444903] [DEBUG] [LOCAL     ] Loaded configuration for COCO: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.444963] [DEBUG] [LOCAL     ] Loaded configuration for CAAS: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.445022] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.445081] [DEBUG] [LOCAL     ] Loaded configuration for SANA: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.445140] [DEBUG] [LOCAL     ] Loaded configuration for VTIP: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.445198] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.445257] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.445316] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.445376] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.445437] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.445505] [DEBUG] [LOCAL     ] Loaded configuration for FTAI: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.445566] [DEBUG] [LOCAL     ] Loaded configuration for FDBC: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.445646] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.445706] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.445766] [DEBUG] [LOCAL     ] Loaded configuration for CLDX: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.445826] [DEBUG] [LOCAL     ] Loaded configuration for BTF: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.445939] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.446026] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.446112] [DEBUG] [LOCAL     ] Loaded configuration for IMPP: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.446197] [DEBUG] [LOCAL     ] Loaded configuration for IESC: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.446275] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.446337] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.446397] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.446457] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 5 features, 100.0% accuracy
[2025-12-26T20:35:29.446517] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.446606] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.446674] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.446749] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.446818] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.446880] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.446949] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.447011] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.447070] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.447128] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.447188] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.447247] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.447307] [DEBUG] [LOCAL     ] Loaded configuration for OCCI: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.447651] [DEBUG] [LOCAL     ] Loaded configuration for XOS: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.447733] [DEBUG] [LOCAL     ] Loaded configuration for GOOD: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.447796] [DEBUG] [LOCAL     ] Loaded configuration for VKTX: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.447858] [DEBUG] [LOCAL     ] Loaded configuration for INBK: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.447920] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.447981] [DEBUG] [LOCAL     ] Loaded configuration for HLAL: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.448042] [DEBUG] [LOCAL     ] Loaded configuration for LI: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.448105] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2025-12-26T20:35:29.448167] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.448229] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.448300] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.448363] [DEBUG] [LOCAL     ] Loaded configuration for EXC: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.448424] [DEBUG] [LOCAL     ] Loaded configuration for CPZ: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.448483] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.448544] [DEBUG] [LOCAL     ] Loaded configuration for PRTA: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.448632] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.448696] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.448757] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.448818] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.448899] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.448964] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.449027] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.449096] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.449164] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.449226] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.449287] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.449349] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.449410] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-12-26T20:35:29.449480] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.449542] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.449627] [DEBUG] [LOCAL     ] Loaded configuration for INVE: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.449690] [DEBUG] [LOCAL     ] Loaded configuration for EWZS: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.449751] [DEBUG] [LOCAL     ] Loaded configuration for NSSC: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.449813] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.449873] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.449942] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.450004] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.450066] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.450128] [DEBUG] [LOCAL     ] Loaded configuration for TTD: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.450214] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.450283] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.450344] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.450404] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.450467] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.450539] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.450619] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.450680] [DEBUG] [LOCAL     ] Loaded configuration for LAKE: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.450740] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.450798] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.450857] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.450959] [DEBUG] [LOCAL     ] Loaded configuration for TRIN: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.451044] [DEBUG] [LOCAL     ] Loaded configuration for FUNC: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.451127] [DEBUG] [LOCAL     ] Loaded configuration for NHTC: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.451209] [DEBUG] [LOCAL     ] Loaded configuration for MDB: 0 features, 50.0% accuracy
[2025-12-26T20:35:29.451283] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.451345] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.451413] [DEBUG] [LOCAL     ] Loaded configuration for STLD: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.451475] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.451543] [DEBUG] [LOCAL     ] Loaded configuration for ADBE: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.451631] [DEBUG] [LOCAL     ] Loaded configuration for HAIN: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.451694] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.451754] [DEBUG] [LOCAL     ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.451813] [DEBUG] [LOCAL     ] Loaded configuration for NDSN: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.451881] [DEBUG] [LOCAL     ] Loaded configuration for RRBI: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.451943] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.452003] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.452062] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.452121] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.452182] [DEBUG] [LOCAL     ] Loaded configuration for GDRX: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.452241] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.452299] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.452358] [DEBUG] [LOCAL     ] Loaded configuration for PNFP: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.452427] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.452488] [DEBUG] [LOCAL     ] Loaded configuration for SNTI: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.452548] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.452645] [DEBUG] [LOCAL     ] Loaded configuration for COO: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.452709] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.452785] [DEBUG] [LOCAL     ] Loaded configuration for FBIO: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.452846] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.452906] [DEBUG] [LOCAL     ] Loaded configuration for GO: 4 features, 50.0% accuracy
[2025-12-26T20:35:29.452973] [DEBUG] [LOCAL     ] Loaded configuration for SARK: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.453034] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.453094] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.453153] [DEBUG] [LOCAL     ] Loaded configuration for AGIO: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.453212] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.453280] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.453343] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.453405] [DEBUG] [LOCAL     ] Loaded configuration for ICFI: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.453476] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.453538] [DEBUG] [LOCAL     ] Loaded configuration for CZNC: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.453625] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.453689] [DEBUG] [LOCAL     ] Loaded configuration for PCH: 3 features, 50.0% accuracy
[2025-12-26T20:35:29.453750] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.453809] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 1 features, 40.0% accuracy
[2025-12-26T20:35:29.453870] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.453931] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.453995] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.454056] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.454117] [DEBUG] [LOCAL     ] Loaded configuration for FMNB: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.454178] [DEBUG] [LOCAL     ] Loaded configuration for MDAI: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.454240] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.454302] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 5 features, 100.0% accuracy
[2025-12-26T20:35:29.454363] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.454424] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.454486] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.454547] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.454627] [DEBUG] [LOCAL     ] Loaded configuration for MDGL: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.454689] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.454751] [DEBUG] [LOCAL     ] Loaded configuration for TUGN: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.454812] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.454872] [DEBUG] [LOCAL     ] Loaded configuration for ANIP: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.454933] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.454994] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.455054] [DEBUG] [LOCAL     ] Loaded configuration for FTCS: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.455116] [DEBUG] [LOCAL     ] Loaded configuration for LITE: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.455184] [DEBUG] [LOCAL     ] Loaded configuration for DAPP: 3 features, 50.0% accuracy
[2025-12-26T20:35:29.455246] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.455316] [DEBUG] [LOCAL     ] Loaded configuration for BFC: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.455378] [DEBUG] [LOCAL     ] Loaded configuration for SLQD: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.455439] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.455500] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.455650] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.455754] [DEBUG] [LOCAL     ] Loaded configuration for VXUS: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.455840] [DEBUG] [LOCAL     ] Loaded configuration for HOTH: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.455924] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2025-12-26T20:35:29.455991] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.456053] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.456113] [DEBUG] [LOCAL     ] Loaded configuration for CDRO: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.456171] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.456231] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.456290] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.456350] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.456409] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.456468] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.456528] [DEBUG] [LOCAL     ] Loaded configuration for LIVN: 6 features, 80.0% accuracy
[2025-12-26T20:35:29.456611] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.456676] [DEBUG] [LOCAL     ] Loaded configuration for MBS: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.456746] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.456809] [DEBUG] [LOCAL     ] Loaded configuration for BWMN: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.456868] [DEBUG] [LOCAL     ] Loaded configuration for ARRY: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.456932] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.456991] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.457061] [DEBUG] [LOCAL     ] Loaded configuration for CING: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.457131] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.457193] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.457255] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.457315] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.457376] [DEBUG] [LOCAL     ] Loaded configuration for KRMD: 3 features, 50.0% accuracy
[2025-12-26T20:35:29.457437] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.457499] [DEBUG] [LOCAL     ] Loaded configuration for WBIY: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.457559] [DEBUG] [LOCAL     ] Loaded configuration for BIIB: 3 features, 50.0% accuracy
[2025-12-26T20:35:29.457652] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.457714] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.457783] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.457845] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.457906] [DEBUG] [LOCAL     ] Loaded configuration for CYTK: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.457967] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.458029] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.458101] [DEBUG] [LOCAL     ] Loaded configuration for COP: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.458164] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.458224] [DEBUG] [LOCAL     ] Loaded configuration for ATXS: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.458284] [DEBUG] [LOCAL     ] Loaded configuration for BCAL: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.458354] [DEBUG] [LOCAL     ] Loaded configuration for HTLD: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.458426] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.458489] [DEBUG] [LOCAL     ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.458558] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.458640] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.458703] [DEBUG] [LOCAL     ] Loaded configuration for PAYX: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.458773] [DEBUG] [LOCAL     ] Loaded configuration for BATRA: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.458834] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.458912] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.458975] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.459037] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.459106] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.459169] [DEBUG] [LOCAL     ] Loaded configuration for RYTM: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.459230] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.459308] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.459370] [DEBUG] [LOCAL     ] Loaded configuration for NCNO: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.459432] [DEBUG] [LOCAL     ] Loaded configuration for KLXE: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.459493] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.459555] [DEBUG] [LOCAL     ] Loaded configuration for GOVI: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.459636] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.459699] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.459773] [DEBUG] [LOCAL     ] Loaded configuration for ATRA: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.459836] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.459898] [DEBUG] [LOCAL     ] Loaded configuration for RSSS: 2 features, 50.0% accuracy
[2025-12-26T20:35:29.459959] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 4 features, 50.0% accuracy
[2025-12-26T20:35:29.460020] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.460081] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.460143] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.460211] [DEBUG] [LOCAL     ] Loaded configuration for ODD: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.460287] [DEBUG] [LOCAL     ] Loaded configuration for JSM: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.460391] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.460479] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.460563] [DEBUG] [LOCAL     ] Loaded configuration for TBBK: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.460673] [DEBUG] [LOCAL     ] Loaded configuration for RXRX: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.460750] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.460812] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.460874] [DEBUG] [LOCAL     ] Loaded configuration for ACB: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.460939] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.461000] [DEBUG] [LOCAL     ] Loaded configuration for GOCO: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.461061] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.461140] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.461203] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.461265] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.461334] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.461397] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.461459] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.461521] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.461604] [DEBUG] [LOCAL     ] Loaded configuration for NEON: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.461672] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.461733] [DEBUG] [LOCAL     ] Loaded configuration for BRAG: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.461807] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 2 features, 50.0% accuracy
[2025-12-26T20:35:29.461868] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.461929] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.461998] [DEBUG] [LOCAL     ] Loaded configuration for ENTG: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.462060] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.462120] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.462181] [DEBUG] [LOCAL     ] Loaded configuration for CGTX: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.462241] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.462302] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.462362] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.462423] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.462485] [DEBUG] [LOCAL     ] Loaded configuration for IOVA: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.462556] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.462651] [DEBUG] [LOCAL     ] Loaded configuration for MREO: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.462715] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.462776] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.463311] [DEBUG] [LOCAL     ] Loaded configuration for BSCY: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.463390] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.463452] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.463514] [DEBUG] [LOCAL     ] Loaded configuration for PFIS: 1 features, 100.0% accuracy
[2025-12-26T20:35:29.463597] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.463669] [DEBUG] [LOCAL     ] Loaded configuration for META: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.463729] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.463788] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.463847] [DEBUG] [LOCAL     ] Loaded configuration for KLAC: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.463905] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.463964] [DEBUG] [LOCAL     ] Loaded configuration for SEIC: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.464022] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.464081] [DEBUG] [LOCAL     ] Loaded configuration for MTRX: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.464150] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.464218] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.464287] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.464349] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.464408] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.464476] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.464537] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.464614] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.464675] [DEBUG] [LOCAL     ] Loaded configuration for ULBI: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.464734] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.464793] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.464852] [DEBUG] [LOCAL     ] Loaded configuration for IBTH: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.464911] [DEBUG] [LOCAL     ] Loaded configuration for PTH: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.464970] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.465042] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.465103] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.465160] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.465219] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.465278] [DEBUG] [LOCAL     ] Loaded configuration for TORO: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.465338] [DEBUG] [LOCAL     ] Loaded configuration for IBRX: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.465395] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.465455] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.465555] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.465660] [DEBUG] [LOCAL     ] Loaded configuration for GRVY: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.465743] [DEBUG] [LOCAL     ] Loaded configuration for VRA: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.465825] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.465907] [DEBUG] [LOCAL     ] Loaded configuration for FTEK: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.465969] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.466028] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.466086] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.466145] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.466204] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.466264] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.466336] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.466399] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.466459] [DEBUG] [LOCAL     ] Loaded configuration for FBNC: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.466519] [DEBUG] [LOCAL     ] Loaded configuration for VEON: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.466602] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.466670] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.466731] [DEBUG] [LOCAL     ] Loaded configuration for LFVN: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.466791] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.466866] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.466942] [DEBUG] [LOCAL     ] Loaded configuration for BLDP: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.467016] [DEBUG] [LOCAL     ] Loaded configuration for CHRD: 1 features, 40.0% accuracy
[2025-12-26T20:35:29.467089] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.467157] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.467220] [DEBUG] [LOCAL     ] Loaded configuration for VONE: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.467281] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.467341] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.467402] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.467463] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.467531] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.467623] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.467690] [DEBUG] [LOCAL     ] Loaded configuration for HFWA: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.467752] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.467813] [DEBUG] [LOCAL     ] Loaded configuration for DRS: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.467883] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.467957] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.468031] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.468092] [DEBUG] [LOCAL     ] Loaded configuration for AREC: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.468153] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.468213] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.468275] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.468336] [DEBUG] [LOCAL     ] Loaded configuration for PENN: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.468404] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.468465] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.468526] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.468604] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.468668] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.468730] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.468789] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2025-12-26T20:35:29.468851] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.468932] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 7 features, 100.0% accuracy
[2025-12-26T20:35:29.468995] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.469056] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.469117] [DEBUG] [LOCAL     ] Loaded configuration for PNRG: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.469188] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.469252] [DEBUG] [LOCAL     ] Loaded configuration for ALGS: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.469313] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.469374] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.469435] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.469505] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.469568] [DEBUG] [LOCAL     ] Loaded configuration for KSCP: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.469648] [DEBUG] [LOCAL     ] Loaded configuration for QQQX: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.469710] [DEBUG] [LOCAL     ] Loaded configuration for AKBA: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.469771] [DEBUG] [LOCAL     ] Loaded configuration for HOLX: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.469833] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.469904] [DEBUG] [LOCAL     ] Loaded configuration for PODD: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.469977] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.470049] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.470110] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.470178] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.470239] [DEBUG] [LOCAL     ] Loaded configuration for CGBD: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.470342] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.470428] [DEBUG] [LOCAL     ] Loaded configuration for EA: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.470514] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.470616] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.470694] [DEBUG] [LOCAL     ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.470757] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.470818] [DEBUG] [LOCAL     ] Loaded configuration for CIGI: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.470879] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.470941] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.471011] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.471073] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, 80.0% accuracy
[2025-12-26T20:35:29.471134] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.471194] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.471255] [DEBUG] [LOCAL     ] Loaded configuration for ATLC: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.471316] [DEBUG] [LOCAL     ] Loaded configuration for RING: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.471376] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.471437] [DEBUG] [LOCAL     ] Loaded configuration for ISRG: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.471509] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.471590] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.471671] [DEBUG] [LOCAL     ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.471735] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.471795] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.471857] [DEBUG] [LOCAL     ] Loaded configuration for GLDD: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.471918] [DEBUG] [LOCAL     ] Loaded configuration for BWAY: 6 features, 80.0% accuracy
[2025-12-26T20:35:29.471977] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.472046] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.472120] [DEBUG] [LOCAL     ] Loaded configuration for SCZ: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.472181] [DEBUG] [LOCAL     ] Loaded configuration for TCOM: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.472241] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.472299] [DEBUG] [LOCAL     ] Loaded configuration for FLEX: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.472358] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.472418] [DEBUG] [LOCAL     ] Loaded configuration for IGF: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.472476] [DEBUG] [LOCAL     ] Loaded configuration for PSC: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.472535] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.472624] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.472689] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.472749] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.472808] [DEBUG] [LOCAL     ] Loaded configuration for BTSG: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.472868] [DEBUG] [LOCAL     ] Loaded configuration for DD: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.472927] [DEBUG] [LOCAL     ] Loaded configuration for SHFS: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.472985] [DEBUG] [LOCAL     ] Loaded configuration for VVOS: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.473046] [DEBUG] [LOCAL     ] Loaded configuration for GNTX: 6 features, 80.0% accuracy
[2025-12-26T20:35:29.473106] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.473165] [DEBUG] [LOCAL     ] Loaded configuration for FISI: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.473224] [DEBUG] [LOCAL     ] Loaded configuration for AAL: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.473284] [DEBUG] [LOCAL     ] Loaded configuration for TTEK: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.473344] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.473410] [DEBUG] [LOCAL     ] Loaded configuration for BANF: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.473480] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.473540] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.473617] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.473678] [DEBUG] [LOCAL     ] Loaded configuration for LGCL: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.473737] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.473796] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.473857] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.473918] [DEBUG] [LOCAL     ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.473978] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.474038] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.474099] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.474169] [DEBUG] [LOCAL     ] Loaded configuration for ITIC: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.474231] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.474300] [DEBUG] [LOCAL     ] Loaded configuration for KOD: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.474371] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.474441] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.474505] [DEBUG] [LOCAL     ] Loaded configuration for APP: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.474588] [DEBUG] [LOCAL     ] Loaded configuration for IRWD: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.474654] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.474724] [DEBUG] [LOCAL     ] Loaded configuration for LOCO: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.474794] [DEBUG] [LOCAL     ] Loaded configuration for BCTX: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.474864] [DEBUG] [LOCAL     ] Loaded configuration for FEPI: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.474927] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.475029] [DEBUG] [LOCAL     ] Loaded configuration for FDUS: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.475125] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.475214] [DEBUG] [LOCAL     ] Loaded configuration for WSBF: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.475298] [DEBUG] [LOCAL     ] Loaded configuration for SWIM: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.475388] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.475455] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.475516] [DEBUG] [LOCAL     ] Loaded configuration for PRZO: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.475605] [DEBUG] [LOCAL     ] Loaded configuration for AMD: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.475676] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.475738] [DEBUG] [LOCAL     ] Loaded configuration for BOOM: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.475799] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.475860] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.475921] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.475983] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.476052] [DEBUG] [LOCAL     ] Loaded configuration for NBBK: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.476122] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.476185] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.476246] [DEBUG] [LOCAL     ] Loaded configuration for NWBI: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.476306] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.476366] [DEBUG] [LOCAL     ] Loaded configuration for OPBK: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.476427] [DEBUG] [LOCAL     ] Loaded configuration for AUTL: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.476487] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.476557] [DEBUG] [LOCAL     ] Loaded configuration for HQY: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.476650] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.476714] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.476775] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.476836] [DEBUG] [LOCAL     ] Loaded configuration for MLYS: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.476896] [DEBUG] [LOCAL     ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.476966] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.477030] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.477091] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.477152] [DEBUG] [LOCAL     ] Loaded configuration for TXG: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.477220] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.477283] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.477344] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.477405] [DEBUG] [LOCAL     ] Loaded configuration for COKE: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.477465] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.477525] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.477601] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.477665] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.477725] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.477786] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.477847] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.477907] [DEBUG] [LOCAL     ] Loaded configuration for FF: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.477966] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.478025] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.478084] [DEBUG] [LOCAL     ] Loaded configuration for SWBI: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.478143] [DEBUG] [LOCAL     ] Loaded configuration for PERI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.478201] [DEBUG] [LOCAL     ] Loaded configuration for WLDS: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.478261] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.478329] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.478390] [DEBUG] [LOCAL     ] Loaded configuration for CHY: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.478450] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.478516] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.478593] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.478655] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.478724] [DEBUG] [LOCAL     ] Loaded configuration for LH: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.478786] [DEBUG] [LOCAL     ] Loaded configuration for AIRG: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.478846] [DEBUG] [LOCAL     ] Loaded configuration for CETX: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.478928] [DEBUG] [LOCAL     ] Loaded configuration for LITM: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.478989] [DEBUG] [LOCAL     ] Loaded configuration for API: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.479057] [DEBUG] [LOCAL     ] Loaded configuration for UEIC: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.479118] [DEBUG] [LOCAL     ] Loaded configuration for MSFL: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.479184] [DEBUG] [LOCAL     ] Loaded configuration for BIRD: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.479246] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.479305] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.479368] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.479428] [DEBUG] [LOCAL     ] Loaded configuration for PCTY: 5 features, 60.0% accuracy
[2025-12-26T20:35:29.479487] [DEBUG] [LOCAL     ] Loaded configuration for OPXS: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.479545] [DEBUG] [LOCAL     ] Loaded configuration for NVDA: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.479621] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.479723] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.479808] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.479889] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.479971] [DEBUG] [LOCAL     ] Loaded configuration for VREX: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.480046] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.480107] [DEBUG] [LOCAL     ] Loaded configuration for VC: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.480177] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.480238] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 2 features, 50.0% accuracy
[2025-12-26T20:35:29.480298] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2025-12-26T20:35:29.480358] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.480416] [DEBUG] [LOCAL     ] Loaded configuration for TRVG: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.480476] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.480535] [DEBUG] [LOCAL     ] Loaded configuration for DGII: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.480620] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 6 features, 80.0% accuracy
[2025-12-26T20:35:29.480686] [DEBUG] [LOCAL     ] Loaded configuration for CGABL: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.480745] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.480805] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.480863] [DEBUG] [LOCAL     ] Loaded configuration for EBON: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.480922] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.480980] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.481057] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.481120] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.481179] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.481238] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.481297] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.481357] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.481426] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.481489] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.481559] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.481659] [DEBUG] [LOCAL     ] Loaded configuration for MFI: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.481724] [DEBUG] [LOCAL     ] Loaded configuration for INM: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.481785] [DEBUG] [LOCAL     ] Loaded configuration for BEEM: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.481846] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.481907] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.481970] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.482030] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.482091] [DEBUG] [LOCAL     ] Loaded configuration for GDS: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.482151] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.482213] [DEBUG] [LOCAL     ] Loaded configuration for CHI: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.482274] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.482333] [DEBUG] [LOCAL     ] Loaded configuration for FEIM: 0 features, 50.0% accuracy
[2025-12-26T20:35:29.482402] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.482466] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.482527] [DEBUG] [LOCAL     ] Loaded configuration for SNCY: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.482606] [DEBUG] [LOCAL     ] Loaded configuration for ARGX: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.482677] [DEBUG] [LOCAL     ] Loaded configuration for CDNA: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.482740] [DEBUG] [LOCAL     ] Loaded configuration for URNJ: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.482802] [DEBUG] [LOCAL     ] Loaded configuration for MARA: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.482863] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.482924] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.482985] [DEBUG] [LOCAL     ] Loaded configuration for CRDF: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.483047] [DEBUG] [LOCAL     ] Loaded configuration for WAY: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.483108] [DEBUG] [LOCAL     ] Loaded configuration for COWG: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.483170] [DEBUG] [LOCAL     ] Loaded configuration for CRDO: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.483231] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.483292] [DEBUG] [LOCAL     ] Loaded configuration for AGYS: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.483352] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.483413] [DEBUG] [LOCAL     ] Loaded configuration for ARQQ: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.483492] [DEBUG] [LOCAL     ] Loaded configuration for BNDX: 6 features, 70.0% accuracy
[2025-12-26T20:35:29.483564] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.483652] [DEBUG] [LOCAL     ] Loaded configuration for CAC: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.483716] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 3 features, 50.0% accuracy
[2025-12-26T20:35:29.483777] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.483837] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.483907] [DEBUG] [LOCAL     ] Loaded configuration for CEVA: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.483967] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.484028] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.484088] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.484149] [DEBUG] [LOCAL     ] Loaded configuration for ROCK: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.484210] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.484271] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.484634] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.484715] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2025-12-26T20:35:29.484777] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.484838] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.484900] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.484960] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.485021] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.485081] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.485141] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.485202] [DEBUG] [LOCAL     ] Loaded configuration for CE: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.485263] [DEBUG] [LOCAL     ] Loaded configuration for TWFG: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.485322] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.485380] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.485439] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.485499] [DEBUG] [LOCAL     ] Loaded configuration for VSDA: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.485588] [DEBUG] [LOCAL     ] Loaded configuration for DSGN: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.485660] [DEBUG] [LOCAL     ] Loaded configuration for VONG: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.485721] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.485780] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.485838] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.485898] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.485958] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.486016] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.486076] [DEBUG] [LOCAL     ] Loaded configuration for CRML: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.486143] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.486212] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.486272] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.486332] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.486392] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.486450] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.486509] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.486567] [DEBUG] [LOCAL     ] Loaded configuration for TECX: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.486658] [DEBUG] [LOCAL     ] Loaded configuration for ECPG: 1 features, 100.0% accuracy
[2025-12-26T20:35:29.486719] [DEBUG] [LOCAL     ] Loaded configuration for SONO: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.486787] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.486847] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.486906] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.486965] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.487024] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.487083] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.487142] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.487200] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.487259] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.487318] [DEBUG] [LOCAL     ] Loaded configuration for LVO: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.487377] [DEBUG] [LOCAL     ] Loaded configuration for FDIF: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.487436] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.487505] [DEBUG] [LOCAL     ] Loaded configuration for BMBL: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.487565] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.487652] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.487720] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.487779] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.487837] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.487906] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.487973] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.488035] [DEBUG] [LOCAL     ] Loaded configuration for BDTX: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.488094] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.488154] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.488224] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.488285] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.488344] [DEBUG] [LOCAL     ] Loaded configuration for MSBI: 6 features, 90.0% accuracy
[2025-12-26T20:35:29.488403] [DEBUG] [LOCAL     ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.488462] [DEBUG] [LOCAL     ] Loaded configuration for RNA: 4 features, 50.0% accuracy
[2025-12-26T20:35:29.488532] [DEBUG] [LOCAL     ] Loaded configuration for PTLO: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.488618] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.488682] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.488742] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.488801] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.488860] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 5 features, 100.0% accuracy
[2025-12-26T20:35:29.488955] [DEBUG] [LOCAL     ] Loaded configuration for TMUS: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.489024] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.489092] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.489192] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.489277] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.489373] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.489465] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.489537] [DEBUG] [LOCAL     ] Loaded configuration for WWD: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.489624] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 50.0% accuracy
[2025-12-26T20:35:29.489689] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.489749] [DEBUG] [LOCAL     ] Loaded configuration for XTIA: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.489809] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.489867] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.489926] [DEBUG] [LOCAL     ] Loaded configuration for WEN: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.489985] [DEBUG] [LOCAL     ] Loaded configuration for QQQY: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.490044] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.490103] [DEBUG] [LOCAL     ] Loaded configuration for OPK: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.490162] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.490221] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.490288] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.490349] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.490408] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.490475] [DEBUG] [LOCAL     ] Loaded configuration for LUCD: 3 features, 50.0% accuracy
[2025-12-26T20:35:29.490534] [DEBUG] [LOCAL     ] Loaded configuration for CG: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.490622] [DEBUG] [LOCAL     ] Loaded configuration for AXGN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.490697] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.490766] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.490827] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.490886] [DEBUG] [LOCAL     ] Loaded configuration for IDAI: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.490946] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.491018] [DEBUG] [LOCAL     ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy
[2025-12-26T20:35:29.491080] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.491140] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.491206] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.491266] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.491326] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.491385] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.491445] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.491513] [DEBUG] [LOCAL     ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.491591] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.491656] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.491717] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.491779] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.491839] [DEBUG] [LOCAL     ] Loaded configuration for ETHA: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.491901] [DEBUG] [LOCAL     ] Loaded configuration for MNRO: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.491967] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.492029] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.492090] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.492151] [DEBUG] [LOCAL     ] Loaded configuration for DNLI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.492213] [DEBUG] [LOCAL     ] Loaded configuration for SOPA: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.492284] [DEBUG] [LOCAL     ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.492347] [DEBUG] [LOCAL     ] Loaded configuration for SPRY: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.492407] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.492467] [DEBUG] [LOCAL     ] Loaded configuration for TRUP: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.492528] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.492604] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.492667] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.492729] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 2 features, 50.0% accuracy
[2025-12-26T20:35:29.492791] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.492859] [DEBUG] [LOCAL     ] Loaded configuration for USOI: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.492921] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.492981] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.493042] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.493111] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.493174] [DEBUG] [LOCAL     ] Loaded configuration for SNES: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.493234] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.493294] [DEBUG] [LOCAL     ] Loaded configuration for IMOS: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.493356] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.493416] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.493484] [DEBUG] [LOCAL     ] Loaded configuration for DGCB: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.493546] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.493640] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.493714] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.493778] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy
[2025-12-26T20:35:29.493880] [DEBUG] [LOCAL     ] Loaded configuration for BFIN: 5 features, 100.0% accuracy
[2025-12-26T20:35:29.493967] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.494052] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.494135] [DEBUG] [LOCAL     ] Loaded configuration for BVS: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.494216] [DEBUG] [LOCAL     ] Loaded configuration for MAMA: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.494294] [DEBUG] [LOCAL     ] Loaded configuration for FCCO: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.494358] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.494430] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.494503] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.494566] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.494655] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.494717] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.494780] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-12-26T20:35:29.494840] [DEBUG] [LOCAL     ] Loaded configuration for IRON: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.494900] [DEBUG] [LOCAL     ] Loaded configuration for BL: 3 features, 50.0% accuracy
[2025-12-26T20:35:29.494961] [DEBUG] [LOCAL     ] Loaded configuration for INO: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.495022] [DEBUG] [LOCAL     ] Loaded configuration for INDP: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.495093] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.495156] [DEBUG] [LOCAL     ] Loaded configuration for STEP: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.495216] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.495277] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.495338] [DEBUG] [LOCAL     ] Loaded configuration for URBN: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.495398] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.495459] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.495528] [DEBUG] [LOCAL     ] Loaded configuration for ERNA: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.495630] [DEBUG] [LOCAL     ] Loaded configuration for COPP: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.495697] [DEBUG] [LOCAL     ] Loaded configuration for OFLX: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.495757] [DEBUG] [LOCAL     ] Loaded configuration for AUPH: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.495818] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.495878] [DEBUG] [LOCAL     ] Loaded configuration for GREE: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.495938] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.495999] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.496060] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.496121] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.496182] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.496249] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.496312] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.496372] [DEBUG] [LOCAL     ] Loaded configuration for EBC: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.496433] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.496494] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.496555] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.496635] [DEBUG] [LOCAL     ] Loaded configuration for PMTS: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.496697] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.496758] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.496818] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.496878] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.496939] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.497000] [DEBUG] [LOCAL     ] Loaded configuration for HBAN: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.497062] [DEBUG] [LOCAL     ] Loaded configuration for WKEY: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.497123] [DEBUG] [LOCAL     ] Loaded configuration for TYGO: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.497184] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.497244] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.497314] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.497377] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.497438] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.497499] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.497559] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.497638] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.497708] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.497776] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.497839] [DEBUG] [LOCAL     ] Loaded configuration for OPAL: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.497900] [DEBUG] [LOCAL     ] Loaded configuration for AVTX: 0 features, 50.0% accuracy
[2025-12-26T20:35:29.497960] [DEBUG] [LOCAL     ] Loaded configuration for FTRI: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.498020] [DEBUG] [LOCAL     ] Loaded configuration for AZ: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.498080] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.498140] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.498201] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.498269] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.498331] [DEBUG] [LOCAL     ] Loaded configuration for EQIX: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.498392] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.498453] [DEBUG] [LOCAL     ] Loaded configuration for URGN: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.498555] [DEBUG] [LOCAL     ] Loaded configuration for DAIO: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.498661] [DEBUG] [LOCAL     ] Loaded configuration for TALK: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.498755] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.498841] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.498946] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.499011] [DEBUG] [LOCAL     ] Loaded configuration for EGBN: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.499081] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.499143] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.499203] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.499272] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.499341] [DEBUG] [LOCAL     ] Loaded configuration for LICN: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.499401] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.499461] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.499531] [DEBUG] [LOCAL     ] Loaded configuration for EMXC: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.499615] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.499682] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.499744] [DEBUG] [LOCAL     ] Loaded configuration for JBSS: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.499804] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.499864] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.499925] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.499985] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.500044] [DEBUG] [LOCAL     ] Loaded configuration for MYRG: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.500105] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.500164] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.500233] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.500295] [DEBUG] [LOCAL     ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.500355] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.500415] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.500475] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.500543] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.500647] [DEBUG] [LOCAL     ] Loaded configuration for AOSL: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.500714] [DEBUG] [LOCAL     ] Loaded configuration for AMSF: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.500786] [DEBUG] [LOCAL     ] Loaded configuration for AEHL: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.500848] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.500915] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.500975] [DEBUG] [LOCAL     ] Loaded configuration for RKLB: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.501035] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.501096] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.501156] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.501217] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.501285] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.501348] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.501408] [DEBUG] [LOCAL     ] Loaded configuration for BP: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.501468] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.501529] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.501607] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.501677] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.501747] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.501809] [DEBUG] [LOCAL     ] Loaded configuration for ACIC: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.501868] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.501929] [DEBUG] [LOCAL     ] Loaded configuration for FTXO: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.501989] [DEBUG] [LOCAL     ] Loaded configuration for CRMD: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.502050] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-12-26T20:35:29.502120] [DEBUG] [LOCAL     ] Loaded configuration for GNSS: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.502184] [DEBUG] [LOCAL     ] Loaded configuration for CBRL: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.502245] [DEBUG] [LOCAL     ] Loaded configuration for QQMG: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.502306] [DEBUG] [LOCAL     ] Loaded configuration for DHC: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.502367] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.502428] [DEBUG] [LOCAL     ] Loaded configuration for TNON: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.502488] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.502547] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.502626] [DEBUG] [LOCAL     ] Loaded configuration for CTSH: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.502688] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.502749] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.502819] [DEBUG] [LOCAL     ] Loaded configuration for CCCC: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.502882] [DEBUG] [LOCAL     ] Loaded configuration for IVAL: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.502942] [DEBUG] [LOCAL     ] Loaded configuration for WINA: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.503004] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.503065] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.503126] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.503187] [DEBUG] [LOCAL     ] Loaded configuration for LPRO: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.503289] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.503392] [DEBUG] [LOCAL     ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.503479] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.503564] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.503669] [DEBUG] [LOCAL     ] Loaded configuration for IUSB: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.503734] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.503794] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.503863] [DEBUG] [LOCAL     ] Loaded configuration for DPRO: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.503930] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.504000] [DEBUG] [LOCAL     ] Loaded configuration for MIRA: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.504062] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.504124] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.504185] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.504245] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.504306] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.504364] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.504425] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.504484] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.504544] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.504628] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.504690] [DEBUG] [LOCAL     ] Loaded configuration for EBAY: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.504756] [DEBUG] [LOCAL     ] Loaded configuration for SITM: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.504817] [DEBUG] [LOCAL     ] Loaded configuration for INTA: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.504885] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.504954] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.505016] [DEBUG] [LOCAL     ] Loaded configuration for TCBK: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.505078] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.505140] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.505201] [DEBUG] [LOCAL     ] Loaded configuration for PSEC: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.505263] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.505324] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.505385] [DEBUG] [LOCAL     ] Loaded configuration for ESQ: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.505444] [DEBUG] [LOCAL     ] Loaded configuration for DXPE: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.505502] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.505561] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.505654] [DEBUG] [LOCAL     ] Loaded configuration for FLGC: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.505723] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.505784] [DEBUG] [LOCAL     ] Loaded configuration for ABOS: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.505844] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.505902] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.505970] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.506030] [DEBUG] [LOCAL     ] Loaded configuration for BBIO: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.506090] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.506150] [DEBUG] [LOCAL     ] Loaded configuration for ABL: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.506211] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.506288] [DEBUG] [LOCAL     ] Loaded configuration for WRAP: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.506352] [DEBUG] [LOCAL     ] Loaded configuration for HYZD: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.506414] [DEBUG] [LOCAL     ] Loaded configuration for FNY: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.506475] [DEBUG] [LOCAL     ] Loaded configuration for ALRM: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.506536] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.506623] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.506688] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.506758] [DEBUG] [LOCAL     ] Loaded configuration for ASTE: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.506820] [DEBUG] [LOCAL     ] Loaded configuration for NRDS: 5 features, 100.0% accuracy
[2025-12-26T20:35:29.506881] [DEBUG] [LOCAL     ] Loaded configuration for FSBC: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.506952] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.507013] [DEBUG] [LOCAL     ] Loaded configuration for LGND: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.507074] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.507137] [DEBUG] [LOCAL     ] Loaded configuration for CZFS: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.507199] [DEBUG] [LOCAL     ] Loaded configuration for CF: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.507261] [DEBUG] [LOCAL     ] Loaded configuration for QTTB: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.507323] [DEBUG] [LOCAL     ] Loaded configuration for FVCB: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.507391] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.507454] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.507516] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.507593] [DEBUG] [LOCAL     ] Loaded configuration for PKBK: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.507666] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.507735] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.507799] [DEBUG] [LOCAL     ] Loaded configuration for LKFN: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.507859] [DEBUG] [LOCAL     ] Loaded configuration for CME: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.507929] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.508032] [DEBUG] [LOCAL     ] Loaded configuration for BMRC: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.508119] [DEBUG] [LOCAL     ] Loaded configuration for BZ: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.508203] [DEBUG] [LOCAL     ] Loaded configuration for IONS: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.508288] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.508374] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.508441] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.508502] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.508562] [DEBUG] [LOCAL     ] Loaded configuration for KE: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.508651] [DEBUG] [LOCAL     ] Loaded configuration for CGEN: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.508712] [DEBUG] [LOCAL     ] Loaded configuration for MGEE: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.508771] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.508829] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.508914] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.508976] [DEBUG] [LOCAL     ] Loaded configuration for CII: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.509045] [DEBUG] [LOCAL     ] Loaded configuration for APYX: 2 features, 50.0% accuracy
[2025-12-26T20:35:29.509107] [DEBUG] [LOCAL     ] Loaded configuration for ESOA: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.509169] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.509238] [DEBUG] [LOCAL     ] Loaded configuration for SEVN: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.509300] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.509368] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.509431] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.509492] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.509552] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.509645] [DEBUG] [LOCAL     ] Loaded configuration for PLXS: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.509709] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.509770] [DEBUG] [LOCAL     ] Loaded configuration for GS: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.509831] [DEBUG] [LOCAL     ] Loaded configuration for NRIX: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.509892] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.509952] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.510013] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.510074] [DEBUG] [LOCAL     ] Loaded configuration for KC: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.510134] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.510205] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.510268] [DEBUG] [LOCAL     ] Loaded configuration for AGEN: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.510329] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.510389] [DEBUG] [LOCAL     ] Loaded configuration for QURE: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.510450] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.510509] [DEBUG] [LOCAL     ] Loaded configuration for KRYS: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.510586] [DEBUG] [LOCAL     ] Loaded configuration for RILY: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.510652] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.510713] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.510774] [DEBUG] [LOCAL     ] Loaded configuration for DAVE: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.510835] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.510895] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.510956] [DEBUG] [LOCAL     ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy
[2025-12-26T20:35:29.511026] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.511089] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.511150] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.511210] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.511271] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.511332] [DEBUG] [LOCAL     ] Loaded configuration for VTWG: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.511418] [DEBUG] [LOCAL     ] Loaded configuration for DFGX: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.511481] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.511547] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.511629] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.511700] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.511763] [DEBUG] [LOCAL     ] Loaded configuration for ALDX: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.511834] [DEBUG] [LOCAL     ] Loaded configuration for NVDS: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.511897] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.511958] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.512020] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.512082] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.512143] [DEBUG] [LOCAL     ] Loaded configuration for AUDC: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.512205] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.512268] [DEBUG] [LOCAL     ] Loaded configuration for MLGO: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.512329] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.512390] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.512451] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.512510] [DEBUG] [LOCAL     ] Loaded configuration for CEG: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.512586] [DEBUG] [LOCAL     ] Loaded configuration for RUM: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.512651] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.512754] [DEBUG] [LOCAL     ] Loaded configuration for NUKK: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.512841] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.512930] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.513029] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.513108] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.513171] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.513232] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.513293] [DEBUG] [LOCAL     ] Loaded configuration for VIRC: 7 features, 100.0% accuracy
[2025-12-26T20:35:29.513353] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.513412] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.513471] [DEBUG] [LOCAL     ] Loaded configuration for MIDD: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.513541] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.513630] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.513693] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.513753] [DEBUG] [LOCAL     ] Loaded configuration for MOGO: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.513813] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.513873] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.513933] [DEBUG] [LOCAL     ] Loaded configuration for WSBC: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.514003] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.514064] [DEBUG] [LOCAL     ] Loaded configuration for GANX: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.514125] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.514196] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.514258] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.514329] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.514400] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.514462] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.514523] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.514612] [DEBUG] [LOCAL     ] Loaded configuration for JSML: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.514680] [DEBUG] [LOCAL     ] Loaded configuration for AXSM: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.514742] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.514802] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.514872] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.514939] [DEBUG] [LOCAL     ] Loaded configuration for IBTL: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.514999] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.515060] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.515131] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.515194] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.515257] [DEBUG] [LOCAL     ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.515318] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.515378] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.515438] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.515498] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.515558] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.515640] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.515701] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.515762] [DEBUG] [LOCAL     ] Loaded configuration for VIGI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.515823] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.515894] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.515968] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.516041] [DEBUG] [LOCAL     ] Loaded configuration for PROF: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.516103] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 6 features, 90.0% accuracy
[2025-12-26T20:35:29.516164] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.516225] [DEBUG] [LOCAL     ] Loaded configuration for THRY: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.516296] [DEBUG] [LOCAL     ] Loaded configuration for MRCY: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.516368] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.516431] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.516498] [DEBUG] [LOCAL     ] Loaded configuration for MOMO: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.516560] [DEBUG] [LOCAL     ] Loaded configuration for QRVO: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.516640] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.516702] [DEBUG] [LOCAL     ] Loaded configuration for TH: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.516762] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.516830] [DEBUG] [LOCAL     ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.516911] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.516978] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.517048] [DEBUG] [LOCAL     ] Loaded configuration for HTZ: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.517111] [DEBUG] [LOCAL     ] Loaded configuration for ETON: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.517180] [DEBUG] [LOCAL     ] Loaded configuration for ANAB: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.517242] [DEBUG] [LOCAL     ] Loaded configuration for BCAX: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.517303] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.517363] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.517425] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.517529] [DEBUG] [LOCAL     ] Loaded configuration for AMGN: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.517650] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.517750] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.517837] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.517905] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.517967] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.518027] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.518086] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.518146] [DEBUG] [LOCAL     ] Loaded configuration for VANI: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.518204] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2025-12-26T20:35:29.518262] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.518322] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.518381] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.518441] [DEBUG] [LOCAL     ] Loaded configuration for NNOX: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.518500] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.518570] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.518667] [DEBUG] [LOCAL     ] Loaded configuration for BIOX: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.518730] [DEBUG] [LOCAL     ] Loaded configuration for ESEA: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.518789] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.518848] [DEBUG] [LOCAL     ] Loaded configuration for MGX: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.518931] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.518993] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.519055] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 7 features, 80.0% accuracy
[2025-12-26T20:35:29.519135] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.519199] [DEBUG] [LOCAL     ] Loaded configuration for CPRX: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.519270] [DEBUG] [LOCAL     ] Loaded configuration for PLAY: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.519334] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.519397] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.519469] [DEBUG] [LOCAL     ] Loaded configuration for CSB: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.519541] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.519624] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.519687] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.519758] [DEBUG] [LOCAL     ] Loaded configuration for WAFD: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.519829] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.519892] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.519957] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.520019] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.520097] [DEBUG] [LOCAL     ] Loaded configuration for ZM: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.520169] [DEBUG] [LOCAL     ] Loaded configuration for MSFD: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.520232] [DEBUG] [LOCAL     ] Loaded configuration for PRAX: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.520295] [DEBUG] [LOCAL     ] Loaded configuration for TOWN: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.520357] [DEBUG] [LOCAL     ] Loaded configuration for AVAH: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.520417] [DEBUG] [LOCAL     ] Loaded configuration for VMBS: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.520478] [DEBUG] [LOCAL     ] Loaded configuration for APLS: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.520540] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.520639] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.520727] [DEBUG] [LOCAL     ] Loaded configuration for SUSL: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.520792] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.520864] [DEBUG] [LOCAL     ] Loaded configuration for ANGL: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.520929] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.520992] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.521063] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.521126] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.521188] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.521251] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.521312] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.521375] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.521436] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.521499] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2025-12-26T20:35:29.521562] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.521657] [DEBUG] [LOCAL     ] Loaded configuration for SATL: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.521731] [DEBUG] [LOCAL     ] Loaded configuration for STX: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.521795] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.521857] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2025-12-26T20:35:29.521920] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.521983] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.522046] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.522108] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 2 features, 50.0% accuracy
[2025-12-26T20:35:29.522179] [DEBUG] [LOCAL     ] Loaded configuration for LOAN: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.522248] [DEBUG] [LOCAL     ] Loaded configuration for BSCX: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.522312] [DEBUG] [LOCAL     ] Loaded configuration for PPTA: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.522425] [DEBUG] [LOCAL     ] Loaded configuration for CDZI: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.522514] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.522617] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.522706] [DEBUG] [LOCAL     ] Loaded configuration for TENB: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.522783] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.522848] [DEBUG] [LOCAL     ] Loaded configuration for ATNI: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.522912] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 6 features, 90.0% accuracy
[2025-12-26T20:35:29.522973] [DEBUG] [LOCAL     ] Loaded configuration for RNAZ: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.523035] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 1 features, 100.0% accuracy
[2025-12-26T20:35:29.523095] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.523166] [DEBUG] [LOCAL     ] Loaded configuration for FNKO: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.523228] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.523297] [DEBUG] [LOCAL     ] Loaded configuration for SPRX: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.523361] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.523430] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.523490] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.523550] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.523637] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.523702] [DEBUG] [LOCAL     ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.523762] [DEBUG] [LOCAL     ] Loaded configuration for KTCC: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.523823] [DEBUG] [LOCAL     ] Loaded configuration for HRZN: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.523885] [DEBUG] [LOCAL     ] Loaded configuration for XP: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.523947] [DEBUG] [LOCAL     ] Loaded configuration for UXIN: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.524008] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.524079] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.524144] [DEBUG] [LOCAL     ] Loaded configuration for SAIC: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.524206] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.524268] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.524337] [DEBUG] [LOCAL     ] Loaded configuration for NBIX: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.524644] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.524721] [DEBUG] [LOCAL     ] Loaded configuration for UBRL: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.524783] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 1 features, 100.0% accuracy
[2025-12-26T20:35:29.524846] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.524907] [DEBUG] [LOCAL     ] Loaded configuration for PUBM: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.524967] [DEBUG] [LOCAL     ] Loaded configuration for AFRI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.525028] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.525089] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 1 features, 100.0% accuracy
[2025-12-26T20:35:29.525161] [DEBUG] [LOCAL     ] Loaded configuration for VTC: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.525225] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.525287] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.525349] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.525409] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.525470] [DEBUG] [LOCAL     ] Loaded configuration for MRAM: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.525539] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.525633] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.525698] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.525760] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.525830] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.525903] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.525967] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.526028] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.526090] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.526152] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.526214] [DEBUG] [LOCAL     ] Loaded configuration for TSBK: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.526277] [DEBUG] [LOCAL     ] Loaded configuration for SKIN: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.526349] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.526412] [DEBUG] [LOCAL     ] Loaded configuration for TFSL: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.526475] [DEBUG] [LOCAL     ] Loaded configuration for KINS: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.526536] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.526614] [DEBUG] [LOCAL     ] Loaded configuration for ANIX: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.526678] [DEBUG] [LOCAL     ] Loaded configuration for CFO: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.526739] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.526800] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.526861] [DEBUG] [LOCAL     ] Loaded configuration for EL: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.526924] [DEBUG] [LOCAL     ] Loaded configuration for FFIC: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.526995] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 6 features, 90.0% accuracy
[2025-12-26T20:35:29.527065] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.527127] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.527197] [DEBUG] [LOCAL     ] Loaded configuration for GRID: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.527261] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.527321] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.527423] [DEBUG] [LOCAL     ] Loaded configuration for SND: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.527509] [DEBUG] [LOCAL     ] Loaded configuration for GTX: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.527612] [DEBUG] [LOCAL     ] Loaded configuration for SENS: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.527699] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.527778] [DEBUG] [LOCAL     ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.527841] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.527902] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.527963] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.528023] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.528082] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.528141] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.528199] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.528269] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.528332] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.528391] [DEBUG] [LOCAL     ] Loaded configuration for HQI: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.528450] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.528508] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.528567] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.528655] [DEBUG] [LOCAL     ] Loaded configuration for LAB: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.528716] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.528775] [DEBUG] [LOCAL     ] Loaded configuration for ILMN: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.528844] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.528933] [DEBUG] [LOCAL     ] Loaded configuration for RPID: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.528996] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.529066] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 3 features, 50.0% accuracy
[2025-12-26T20:35:29.529128] [DEBUG] [LOCAL     ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy
[2025-12-26T20:35:29.529190] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.529250] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.529311] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.529372] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.529431] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.529490] [DEBUG] [LOCAL     ] Loaded configuration for BND: 0 features, 50.0% accuracy
[2025-12-26T20:35:29.529549] [DEBUG] [LOCAL     ] Loaded configuration for WBTN: 6 features, 90.0% accuracy
[2025-12-26T20:35:29.529657] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.529720] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.529780] [DEBUG] [LOCAL     ] Loaded configuration for GAIA: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.529840] [DEBUG] [LOCAL     ] Loaded configuration for FTSL: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.529899] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.529959] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.530020] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.530083] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.530143] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.530204] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.530265] [DEBUG] [LOCAL     ] Loaded configuration for SIEB: 6 features, 90.0% accuracy
[2025-12-26T20:35:29.530326] [DEBUG] [LOCAL     ] Loaded configuration for INMD: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.530387] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.530447] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.530524] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.530603] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.530667] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 7 features, 90.0% accuracy
[2025-12-26T20:35:29.530746] [DEBUG] [LOCAL     ] Loaded configuration for CGEM: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.530827] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.530892] [DEBUG] [LOCAL     ] Loaded configuration for ARBE: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.530953] [DEBUG] [LOCAL     ] Loaded configuration for PDLB: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.531016] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.531090] [DEBUG] [LOCAL     ] Loaded configuration for FA: 0 features, 50.0% accuracy
[2025-12-26T20:35:29.531153] [DEBUG] [LOCAL     ] Loaded configuration for STI: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.531224] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 6 features, 80.0% accuracy
[2025-12-26T20:35:29.531287] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.531348] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.531409] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.531469] [DEBUG] [LOCAL     ] Loaded configuration for ONB: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.531530] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.531607] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.531672] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2025-12-26T20:35:29.531732] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.531792] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.531853] [DEBUG] [LOCAL     ] Loaded configuration for VEEE: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.531913] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.531973] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.532035] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.532145] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.532232] [DEBUG] [LOCAL     ] Loaded configuration for GNPX: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.532316] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.532399] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.532475] [DEBUG] [LOCAL     ] Loaded configuration for UBSI: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.532551] [DEBUG] [LOCAL     ] Loaded configuration for OCGN: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.532643] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.532708] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.532769] [DEBUG] [LOCAL     ] Loaded configuration for VTWO: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.532829] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.532889] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.532947] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.533006] [DEBUG] [LOCAL     ] Loaded configuration for HOLO: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.533065] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.533123] [DEBUG] [LOCAL     ] Loaded configuration for LEGN: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.533183] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.533242] [DEBUG] [LOCAL     ] Loaded configuration for MASS: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.533310] [DEBUG] [LOCAL     ] Loaded configuration for GCBC: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.533371] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.533429] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.533488] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.533547] [DEBUG] [LOCAL     ] Loaded configuration for AIRS: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.533638] [DEBUG] [LOCAL     ] Loaded configuration for TDUP: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.533710] [DEBUG] [LOCAL     ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.533773] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.533842] [DEBUG] [LOCAL     ] Loaded configuration for HNDL: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.533914] [DEBUG] [LOCAL     ] Loaded configuration for CLLS: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.533985] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.534047] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.534108] [DEBUG] [LOCAL     ] Loaded configuration for HBANL: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.534169] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.534229] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.534290] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.534350] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.534411] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.534471] [DEBUG] [LOCAL     ] Loaded configuration for ATLO: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.534532] [DEBUG] [LOCAL     ] Loaded configuration for NCNA: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.534609] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.534680] [DEBUG] [LOCAL     ] Loaded configuration for SLM: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.534741] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.534801] [DEBUG] [LOCAL     ] Loaded configuration for FICS: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.534862] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.534922] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.534983] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.535043] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.535104] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.535175] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.535244] [DEBUG] [LOCAL     ] Loaded configuration for CNOB: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.535307] [DEBUG] [LOCAL     ] Loaded configuration for OTEX: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.535368] [DEBUG] [LOCAL     ] Loaded configuration for ICUI: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.535429] [DEBUG] [LOCAL     ] Loaded configuration for FLYE: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.535490] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.535551] [DEBUG] [LOCAL     ] Loaded configuration for JD: 4 features, 50.0% accuracy
[2025-12-26T20:35:29.535630] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.535694] [DEBUG] [LOCAL     ] Loaded configuration for C: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.535755] [DEBUG] [LOCAL     ] Loaded configuration for VNOM: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.535816] [DEBUG] [LOCAL     ] Loaded configuration for NISN: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.535876] [DEBUG] [LOCAL     ] Loaded configuration for AVXL: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.535937] [DEBUG] [LOCAL     ] Loaded configuration for TRMB: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.535997] [DEBUG] [LOCAL     ] Loaded configuration for GOGO: 2 features, 50.0% accuracy
[2025-12-26T20:35:29.536066] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.536129] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.536189] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.536249] [DEBUG] [LOCAL     ] Loaded configuration for QNCX: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.536318] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.536388] [DEBUG] [LOCAL     ] Loaded configuration for SCVL: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.536452] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.536513] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.536591] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.536656] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2025-12-26T20:35:29.536728] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.536843] [DEBUG] [LOCAL     ] Loaded configuration for HYFM: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.536931] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.537016] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.537102] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.537191] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.537264] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.537334] [DEBUG] [LOCAL     ] Loaded configuration for SBUX: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.537396] [DEBUG] [LOCAL     ] Loaded configuration for PHVS: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.537458] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.537520] [DEBUG] [LOCAL     ] Loaded configuration for RDHL: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.537612] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.537680] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.537741] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 6 features, 90.0% accuracy
[2025-12-26T20:35:29.537800] [DEBUG] [LOCAL     ] Loaded configuration for IBTO: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.537859] [DEBUG] [LOCAL     ] Loaded configuration for BOKF: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.537918] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.537977] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.538036] [DEBUG] [LOCAL     ] Loaded configuration for BHF: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.538095] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.538153] [DEBUG] [LOCAL     ] Loaded configuration for ATHA: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.538212] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.538270] [DEBUG] [LOCAL     ] Loaded configuration for TRMD: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.538328] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.538398] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.538459] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.538518] [DEBUG] [LOCAL     ] Loaded configuration for ZURA: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.538601] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.538671] [DEBUG] [LOCAL     ] Loaded configuration for ACLS: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.538731] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.538791] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.538848] [DEBUG] [LOCAL     ] Loaded configuration for HIVE: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.538940] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.539005] [DEBUG] [LOCAL     ] Loaded configuration for CLNN: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.539075] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.539138] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.539197] [DEBUG] [LOCAL     ] Loaded configuration for LOGI: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.539272] [DEBUG] [LOCAL     ] Loaded configuration for DYN: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.539335] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.539396] [DEBUG] [LOCAL     ] Loaded configuration for LIND: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.539456] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.539517] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.539593] [DEBUG] [LOCAL     ] Loaded configuration for WERN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.539669] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.539738] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.539807] [DEBUG] [LOCAL     ] Loaded configuration for MGPI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.539868] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.539929] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy
[2025-12-26T20:35:29.539989] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.540048] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.540114] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.540181] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.540241] [DEBUG] [LOCAL     ] Loaded configuration for DH: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.540300] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.540359] [DEBUG] [LOCAL     ] Loaded configuration for MDXH: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.540419] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.540477] [DEBUG] [LOCAL     ] Loaded configuration for LE: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.540544] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.540629] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.540692] [DEBUG] [LOCAL     ] Loaded configuration for SPSC: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.540763] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.540825] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.540885] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.540946] [DEBUG] [LOCAL     ] Loaded configuration for BNTC: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.541005] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.541067] [DEBUG] [LOCAL     ] Loaded configuration for MTLS: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.541136] [DEBUG] [LOCAL     ] Loaded configuration for ENSC: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.541199] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.541259] [DEBUG] [LOCAL     ] Loaded configuration for USEA: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.541320] [DEBUG] [LOCAL     ] Loaded configuration for LX: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.541380] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.541441] [DEBUG] [LOCAL     ] Loaded configuration for CSWC: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.541545] [DEBUG] [LOCAL     ] Loaded configuration for DXCM: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.541665] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.541753] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 6 features, 90.0% accuracy
[2025-12-26T20:35:29.541837] [DEBUG] [LOCAL     ] Loaded configuration for DGRS: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.541911] [DEBUG] [LOCAL     ] Loaded configuration for FRHC: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.541974] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.542035] [DEBUG] [LOCAL     ] Loaded configuration for DLTH: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.542106] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.542170] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.542239] [DEBUG] [LOCAL     ] Loaded configuration for LND: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.542336] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.542396] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.542454] [DEBUG] [LOCAL     ] Loaded configuration for CVGI: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.542513] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.542591] [DEBUG] [LOCAL     ] Loaded configuration for ITRI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.542669] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.542730] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.542789] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.542847] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.542905] [DEBUG] [LOCAL     ] Loaded configuration for REAL: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.542972] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.543033] [DEBUG] [LOCAL     ] Loaded configuration for SGC: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.543093] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.543162] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 6 features, 90.0% accuracy
[2025-12-26T20:35:29.543222] [DEBUG] [LOCAL     ] Loaded configuration for ALLO: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.543281] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.543339] [DEBUG] [LOCAL     ] Loaded configuration for VRNS: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.543399] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.543458] [DEBUG] [LOCAL     ] Loaded configuration for QQQM: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.543516] [DEBUG] [LOCAL     ] Loaded configuration for POOL: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.543617] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.543687] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.543748] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.543806] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.543865] [DEBUG] [LOCAL     ] Loaded configuration for MNKD: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.543924] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.543982] [DEBUG] [LOCAL     ] Loaded configuration for BEAM: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.544041] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.544099] [DEBUG] [LOCAL     ] Loaded configuration for POWL: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.544156] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.544214] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.544274] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.544335] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.544405] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.544468] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.544529] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.544608] [DEBUG] [LOCAL     ] Loaded configuration for EXPI: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.544671] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.544747] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.544810] [DEBUG] [LOCAL     ] Loaded configuration for LDSF: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.544878] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.544948] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.545010] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.545071] [DEBUG] [LOCAL     ] Loaded configuration for FITBI: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.545133] [DEBUG] [LOCAL     ] Loaded configuration for ANTX: 2 features, 50.0% accuracy
[2025-12-26T20:35:29.545194] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.545255] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.545316] [DEBUG] [LOCAL     ] Loaded configuration for PTIX: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.545387] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.545449] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.545509] [DEBUG] [LOCAL     ] Loaded configuration for OPRX: 5 features, 100.0% accuracy
[2025-12-26T20:35:29.545595] [DEBUG] [LOCAL     ] Loaded configuration for FIVE: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.545659] [DEBUG] [LOCAL     ] Loaded configuration for SDVY: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.545720] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.545782] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.545842] [DEBUG] [LOCAL     ] Loaded configuration for SFM: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.545903] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.545965] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 6 features, 90.0% accuracy
[2025-12-26T20:35:29.546036] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.546098] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.546174] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.546320] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.546411] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.546497] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.546599] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.546673] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.546736] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.546797] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.546857] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.546918] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.546989] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.547052] [DEBUG] [LOCAL     ] Loaded configuration for FHB: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.547113] [DEBUG] [LOCAL     ] Loaded configuration for USGO: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.547175] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.547236] [DEBUG] [LOCAL     ] Loaded configuration for FRBA: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.547303] [DEBUG] [LOCAL     ] Loaded configuration for LENZ: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.547375] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.547436] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.547497] [DEBUG] [LOCAL     ] Loaded configuration for OMCL: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.547558] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.547647] [DEBUG] [LOCAL     ] Loaded configuration for FTCI: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.547710] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.547779] [DEBUG] [LOCAL     ] Loaded configuration for OLPX: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.547843] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.547904] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.547965] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.548026] [DEBUG] [LOCAL     ] Loaded configuration for BNGO: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.548087] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.548147] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.548207] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.548267] [DEBUG] [LOCAL     ] Loaded configuration for SPWH: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.548329] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.548389] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.548451] [DEBUG] [LOCAL     ] Loaded configuration for TNXP: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.548512] [DEBUG] [LOCAL     ] Loaded configuration for QYLD: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.548596] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.548668] [DEBUG] [LOCAL     ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.548730] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.548791] [DEBUG] [LOCAL     ] Loaded configuration for VS: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.548864] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.548951] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.549013] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.549074] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.549136] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.549196] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.549257] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.549327] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.549398] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.549469] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.549532] [DEBUG] [LOCAL     ] Loaded configuration for FDIG: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.549609] [DEBUG] [LOCAL     ] Loaded configuration for HAFC: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.549672] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.549733] [DEBUG] [LOCAL     ] Loaded configuration for BCPC: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.549794] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.549863] [DEBUG] [LOCAL     ] Loaded configuration for FRSH: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.549935] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.549998] [DEBUG] [LOCAL     ] Loaded configuration for QTUM: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.550058] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.550119] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.550179] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.550242] [DEBUG] [LOCAL     ] Loaded configuration for ADEA: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.550302] [DEBUG] [LOCAL     ] Loaded configuration for NEGG: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.550362] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.550423] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.550483] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.550545] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.550625] [DEBUG] [LOCAL     ] Loaded configuration for TCX: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.550688] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.550749] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 6 features, 80.0% accuracy
[2025-12-26T20:35:29.550819] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.550889] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.550958] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.551062] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.551149] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.551241] [DEBUG] [LOCAL     ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.551327] [DEBUG] [LOCAL     ] Loaded configuration for COF: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.551409] [DEBUG] [LOCAL     ] Loaded configuration for UNTY: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.551474] [DEBUG] [LOCAL     ] Loaded configuration for NPCE: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.551533] [DEBUG] [LOCAL     ] Loaded configuration for WSFS: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.551617] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.551683] [DEBUG] [LOCAL     ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy
[2025-12-26T20:35:29.551743] [DEBUG] [LOCAL     ] Loaded configuration for SLAB: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.551802] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.551862] [DEBUG] [LOCAL     ] Loaded configuration for AISP: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.551921] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.551979] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.552037] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.552095] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.552154] [DEBUG] [LOCAL     ] Loaded configuration for MRUS: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.552213] [DEBUG] [LOCAL     ] Loaded configuration for RDCM: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.552271] [DEBUG] [LOCAL     ] Loaded configuration for NXPI: 6 features, 70.0% accuracy
[2025-12-26T20:35:29.552330] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.552390] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.552457] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.552516] [DEBUG] [LOCAL     ] Loaded configuration for INOD: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.552600] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.552679] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.552747] [DEBUG] [LOCAL     ] Loaded configuration for ULCC: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.552809] [DEBUG] [LOCAL     ] Loaded configuration for FHTX: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.552868] [DEBUG] [LOCAL     ] Loaded configuration for KVHI: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.552926] [DEBUG] [LOCAL     ] Loaded configuration for CBUS: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.552986] [DEBUG] [LOCAL     ] Loaded configuration for DNTH: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.553045] [DEBUG] [LOCAL     ] Loaded configuration for QCRH: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.553104] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.553164] [DEBUG] [LOCAL     ] Loaded configuration for CALM: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.553222] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.553280] [DEBUG] [LOCAL     ] Loaded configuration for ERIC: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.553349] [DEBUG] [LOCAL     ] Loaded configuration for EZGO: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.553411] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.553470] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.553530] [DEBUG] [LOCAL     ] Loaded configuration for UBFO: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.553605] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.553675] [DEBUG] [LOCAL     ] Loaded configuration for XGN: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.553736] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.553803] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.553865] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.553924] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.553984] [DEBUG] [LOCAL     ] Loaded configuration for ARDX: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.554046] [DEBUG] [LOCAL     ] Loaded configuration for NITO: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.554117] [DEBUG] [LOCAL     ] Loaded configuration for NAMS: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.554180] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.554242] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.554303] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.554364] [DEBUG] [LOCAL     ] Loaded configuration for KOPN: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.554426] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.554487] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.554549] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.554630] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.554692] [DEBUG] [LOCAL     ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.554753] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.554814] [DEBUG] [LOCAL     ] Loaded configuration for HURC: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.554881] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.554942] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.555003] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.555065] [DEBUG] [LOCAL     ] Loaded configuration for MSTX: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.555127] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.555187] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.555247] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.555307] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.555378] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.555441] [DEBUG] [LOCAL     ] Loaded configuration for KELYA: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.555501] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.555560] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.555679] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.555765] [DEBUG] [LOCAL     ] Loaded configuration for HPK: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.555849] [DEBUG] [LOCAL     ] Loaded configuration for OM: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.555933] [DEBUG] [LOCAL     ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.556022] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.556087] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.556149] [DEBUG] [LOCAL     ] Loaded configuration for NYXH: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.556210] [DEBUG] [LOCAL     ] Loaded configuration for AIFF: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.556273] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.556333] [DEBUG] [LOCAL     ] Loaded configuration for SWKS: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.556393] [DEBUG] [LOCAL     ] Loaded configuration for CSGP: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.556452] [DEBUG] [LOCAL     ] Loaded configuration for NBTB: 6 features, 70.0% accuracy
[2025-12-26T20:35:29.556512] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.556591] [DEBUG] [LOCAL     ] Loaded configuration for TRDA: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.556661] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.556721] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.556780] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.556838] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.556896] [DEBUG] [LOCAL     ] Loaded configuration for XPEL: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.556955] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.557025] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.557086] [DEBUG] [LOCAL     ] Loaded configuration for JFIN: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.557153] [DEBUG] [LOCAL     ] Loaded configuration for BLKB: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.557214] [DEBUG] [LOCAL     ] Loaded configuration for ROAD: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.557272] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.557331] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.557398] [DEBUG] [LOCAL     ] Loaded configuration for IMXI: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.557458] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.557526] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.557614] [DEBUG] [LOCAL     ] Loaded configuration for PBFS: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.557680] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.557741] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.557800] [DEBUG] [LOCAL     ] Loaded configuration for PEBO: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.557859] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.557918] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.557994] [DEBUG] [LOCAL     ] Loaded configuration for ALNY: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.558055] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.558115] [DEBUG] [LOCAL     ] Loaded configuration for GEOS: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.558174] [DEBUG] [LOCAL     ] Loaded configuration for COLB: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.558243] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.558305] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.558365] [DEBUG] [LOCAL     ] Loaded configuration for ACWI: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.558432] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.558494] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.558553] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.558632] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.558693] [DEBUG] [LOCAL     ] Loaded configuration for CHEF: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.558753] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.558812] [DEBUG] [LOCAL     ] Loaded configuration for ANNX: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.558871] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.558949] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.559020] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.559082] [DEBUG] [LOCAL     ] Loaded configuration for FNX: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.559153] [DEBUG] [LOCAL     ] Loaded configuration for NEXN: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.559225] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.559286] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.559348] [DEBUG] [LOCAL     ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.559410] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.559471] [DEBUG] [LOCAL     ] Loaded configuration for LESL: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.559531] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.559618] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.559683] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.559744] [DEBUG] [LOCAL     ] Loaded configuration for BSLK: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.559805] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.559875] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.559938] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.559999] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.560061] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.560124] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.560186] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.560246] [DEBUG] [LOCAL     ] Loaded configuration for NNDM: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.560350] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.560451] [DEBUG] [LOCAL     ] Loaded configuration for GABC: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.560537] [DEBUG] [LOCAL     ] Loaded configuration for RMNI: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.560651] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.560722] [DEBUG] [LOCAL     ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy
[2025-12-26T20:35:29.560784] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.560845] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.560905] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.560966] [DEBUG] [LOCAL     ] Loaded configuration for LVHD: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.561024] [DEBUG] [LOCAL     ] Loaded configuration for EGAN: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.561082] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.561149] [DEBUG] [LOCAL     ] Loaded configuration for HRTX: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.561211] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.561271] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.561329] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.561387] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.561456] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.561518] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.561597] [DEBUG] [LOCAL     ] Loaded configuration for NIKL: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.561666] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.561726] [DEBUG] [LOCAL     ] Loaded configuration for FMBH: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.561800] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.561861] [DEBUG] [LOCAL     ] Loaded configuration for RVSB: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.561919] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.561987] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.562047] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.562106] [DEBUG] [LOCAL     ] Loaded configuration for EOLS: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.562166] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.562225] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.562284] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.562342] [DEBUG] [LOCAL     ] Loaded configuration for CWBC: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.562416] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.562477] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.562536] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.562624] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 6 features, 90.0% accuracy
[2025-12-26T20:35:29.562699] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.562763] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.562826] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 6 features, 90.0% accuracy
[2025-12-26T20:35:29.562888] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.562949] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.563009] [DEBUG] [LOCAL     ] Loaded configuration for AGNC: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.563071] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.563131] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.563192] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.563264] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2025-12-26T20:35:29.563327] [DEBUG] [LOCAL     ] Loaded configuration for XERS: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.563389] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.563449] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.563510] [DEBUG] [LOCAL     ] Loaded configuration for CATH: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.563586] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.563651] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.563712] [DEBUG] [LOCAL     ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.563774] [DEBUG] [LOCAL     ] Loaded configuration for MCHP: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.563836] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.563898] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.563960] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.564031] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy
[2025-12-26T20:35:29.564095] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 6 features, 100.0% accuracy
[2025-12-26T20:35:29.564165] [DEBUG] [LOCAL     ] Loaded configuration for BWFG: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.564228] [DEBUG] [LOCAL     ] Loaded configuration for PFBC: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.564288] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.564348] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.564410] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.564472] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.564534] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.564613] [DEBUG] [LOCAL     ] Loaded configuration for APPF: 2 features, 50.0% accuracy
[2025-12-26T20:35:29.564675] [DEBUG] [LOCAL     ] Loaded configuration for ASTH: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.564735] [DEBUG] [LOCAL     ] Loaded configuration for SMCI: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.564795] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.564871] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.564935] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.565045] [DEBUG] [LOCAL     ] Loaded configuration for COLM: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.565134] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.565220] [DEBUG] [LOCAL     ] Loaded configuration for CHDN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.565316] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.565397] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.565460] [DEBUG] [LOCAL     ] Loaded configuration for CRAI: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.565529] [DEBUG] [LOCAL     ] Loaded configuration for SELF: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.565623] [DEBUG] [LOCAL     ] Loaded configuration for MMSI: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.565692] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.565752] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.565810] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.565868] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.565927] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.565987] [DEBUG] [LOCAL     ] Loaded configuration for BEEP: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.566046] [DEBUG] [LOCAL     ] Loaded configuration for ARQ: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.566105] [DEBUG] [LOCAL     ] Loaded configuration for MITK: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.566163] [DEBUG] [LOCAL     ] Loaded configuration for VRSN: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.566221] [DEBUG] [LOCAL     ] Loaded configuration for PGEN: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.566279] [DEBUG] [LOCAL     ] Loaded configuration for HGBL: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.566337] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.566396] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.566456] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.566517] [DEBUG] [LOCAL     ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.566603] [DEBUG] [LOCAL     ] Loaded configuration for TZOO: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.566672] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.566735] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.566796] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.566872] [DEBUG] [LOCAL     ] Loaded configuration for TWIN: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.566937] [DEBUG] [LOCAL     ] Loaded configuration for FDTX: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.566999] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.567059] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.567119] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.567179] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.567247] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.567308] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.567370] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.567448] [DEBUG] [LOCAL     ] Loaded configuration for NWS: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.567511] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.567590] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.567655] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.567731] [DEBUG] [LOCAL     ] Loaded configuration for CDTX: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.567797] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.567859] [DEBUG] [LOCAL     ] Loaded configuration for IREN: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.567920] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.567981] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.568041] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.568112] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.568183] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.568246] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.568315] [DEBUG] [LOCAL     ] Loaded configuration for VALN: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.568377] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 4 features, 50.0% accuracy
[2025-12-26T20:35:29.568437] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.568497] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.568557] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.568638] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.568700] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.568768] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.568830] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.568917] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.568982] [DEBUG] [LOCAL     ] Loaded configuration for PXS: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.569044] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.569104] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.569165] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.569227] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 6 features, 70.0% accuracy
[2025-12-26T20:35:29.569289] [DEBUG] [LOCAL     ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.569351] [DEBUG] [LOCAL     ] Loaded configuration for SIXG: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.569420] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.569482] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.569544] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.569623] [DEBUG] [LOCAL     ] Loaded configuration for ALMS: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.569686] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.569789] [DEBUG] [LOCAL     ] Loaded configuration for AI: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.569875] [DEBUG] [LOCAL     ] Loaded configuration for GH: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.569959] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.570050] [DEBUG] [LOCAL     ] Loaded configuration for PLBC: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.570127] [DEBUG] [LOCAL     ] Loaded configuration for ORRF: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.570189] [DEBUG] [LOCAL     ] Loaded configuration for CRBP: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.570250] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.570310] [DEBUG] [LOCAL     ] Loaded configuration for SFIX: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.570379] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.570450] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.570521] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.570606] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.570674] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.570736] [DEBUG] [LOCAL     ] Loaded configuration for SRTS: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.570795] [DEBUG] [LOCAL     ] Loaded configuration for VRCA: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.570855] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.570917] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.570978] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.571037] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.571097] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.571158] [DEBUG] [LOCAL     ] Loaded configuration for MQ: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.571219] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.571279] [DEBUG] [LOCAL     ] Loaded configuration for QTRX: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.571340] [DEBUG] [LOCAL     ] Loaded configuration for HSIC: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.571402] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.571471] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.571544] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.571643] [DEBUG] [LOCAL     ] Loaded configuration for BIAF: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.571708] [DEBUG] [LOCAL     ] Loaded configuration for AMRN: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.571768] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.571827] [DEBUG] [LOCAL     ] Loaded configuration for ENSG: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.571886] [DEBUG] [LOCAL     ] Loaded configuration for GLSI: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.571946] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.572005] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.572064] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.572133] [DEBUG] [LOCAL     ] Loaded configuration for JAGX: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.572193] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.572252] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.572311] [DEBUG] [LOCAL     ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.572369] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.572430] [DEBUG] [LOCAL     ] Loaded configuration for XRAY: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.572495] [DEBUG] [LOCAL     ] Loaded configuration for AMWD: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.572554] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.572633] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.572702] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.572763] [DEBUG] [LOCAL     ] Loaded configuration for HFFG: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.572822] [DEBUG] [LOCAL     ] Loaded configuration for TIL: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.572890] [DEBUG] [LOCAL     ] Loaded configuration for GHRS: 7 features, 90.0% accuracy
[2025-12-26T20:35:29.572954] [DEBUG] [LOCAL     ] Loaded configuration for LWLG: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.573015] [DEBUG] [LOCAL     ] Loaded configuration for SAIA: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.573076] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.573137] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.573198] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 50.0% accuracy
[2025-12-26T20:35:29.573267] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.573330] [DEBUG] [LOCAL     ] Loaded configuration for AHCO: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.573391] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.573452] [DEBUG] [LOCAL     ] Loaded configuration for STOK: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.573514] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.573591] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.573655] [DEBUG] [LOCAL     ] Loaded configuration for WGMI: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.573716] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.573777] [DEBUG] [LOCAL     ] Loaded configuration for GTLB: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.573838] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.573899] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.573961] [DEBUG] [LOCAL     ] Loaded configuration for LILAK: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.574023] [DEBUG] [LOCAL     ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.574083] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.574154] [DEBUG] [LOCAL     ] Loaded configuration for RUN: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.574216] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.574278] [DEBUG] [LOCAL     ] Loaded configuration for YTRA: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.574338] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.574440] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.574527] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.574630] [DEBUG] [LOCAL     ] Loaded configuration for MVBF: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.574735] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.574807] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.574869] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.574930] [DEBUG] [LOCAL     ] Loaded configuration for SFLO: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.575002] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2025-12-26T20:35:29.575079] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.575143] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.575204] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.575266] [DEBUG] [LOCAL     ] Loaded configuration for HRMY: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.575327] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.575388] [DEBUG] [LOCAL     ] Loaded configuration for WB: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.575449] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 2 features, 50.0% accuracy
[2025-12-26T20:35:29.575509] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.575589] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.575659] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.575722] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.575783] [DEBUG] [LOCAL     ] Loaded configuration for APPN: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.575842] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.575901] [DEBUG] [LOCAL     ] Loaded configuration for NRIM: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.575967] [DEBUG] [LOCAL     ] Loaded configuration for MGRC: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.576028] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.576086] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.576145] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.576204] [DEBUG] [LOCAL     ] Loaded configuration for TNDM: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.576263] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.576331] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.576392] [DEBUG] [LOCAL     ] Loaded configuration for GCMG: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.576451] [DEBUG] [LOCAL     ] Loaded configuration for SMH: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.576509] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.576590] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.576694] [DEBUG] [LOCAL     ] Loaded configuration for HLMN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.576759] [DEBUG] [LOCAL     ] Loaded configuration for REPL: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.576819] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.576878] [DEBUG] [LOCAL     ] Loaded configuration for TCMD: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.576938] [DEBUG] [LOCAL     ] Loaded configuration for CCB: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.576997] [DEBUG] [LOCAL     ] Loaded configuration for MSGM: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.577057] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.577126] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 1 features, 100.0% accuracy
[2025-12-26T20:35:29.577186] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.577246] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.577305] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.577363] [DEBUG] [LOCAL     ] Loaded configuration for EVRG: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.577431] [DEBUG] [LOCAL     ] Loaded configuration for UTEN: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.577500] [DEBUG] [LOCAL     ] Loaded configuration for EXAS: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.577559] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.577637] [DEBUG] [LOCAL     ] Loaded configuration for PI: 3 features, 50.0% accuracy
[2025-12-26T20:35:29.577698] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.577759] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.577821] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.577892] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.577955] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.578018] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.578079] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.578140] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.578202] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.578264] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.578325] [DEBUG] [LOCAL     ] Loaded configuration for NICE: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.578387] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.578447] [DEBUG] [LOCAL     ] Loaded configuration for CHCO: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.578507] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.578582] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.578649] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.578709] [DEBUG] [LOCAL     ] Loaded configuration for FEP: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.578770] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.578830] [DEBUG] [LOCAL     ] Loaded configuration for PSNL: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.578916] [DEBUG] [LOCAL     ] Loaded configuration for CRNC: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.578982] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.579042] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.579147] [DEBUG] [LOCAL     ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.579232] [DEBUG] [LOCAL     ] Loaded configuration for VFS: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.579315] [DEBUG] [LOCAL     ] Loaded configuration for APEI: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.579398] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.579476] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 6 features, 80.0% accuracy
[2025-12-26T20:35:29.579539] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.579625] [DEBUG] [LOCAL     ] Loaded configuration for WIX: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.579689] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.579748] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.579808] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 1 features, 100.0% accuracy
[2025-12-26T20:35:29.579886] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.579970] [DEBUG] [LOCAL     ] Loaded configuration for ZYME: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.580044] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.580110] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.580169] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.580238] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.580298] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.580357] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.580422] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.580483] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.580542] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.580631] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.580695] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.580755] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.580813] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.580873] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.580932] [DEBUG] [LOCAL     ] Loaded configuration for HBANP: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.580991] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.581050] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.581109] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.581167] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.581224] [DEBUG] [LOCAL     ] Loaded configuration for FLXS: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.581294] [DEBUG] [LOCAL     ] Loaded configuration for SLP: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.581356] [DEBUG] [LOCAL     ] Loaded configuration for III: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.581416] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.581475] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.581534] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 1 features, 40.0% accuracy
[2025-12-26T20:35:29.581613] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.581676] [DEBUG] [LOCAL     ] Loaded configuration for MNTK: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.581738] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.581798] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 1 features, 100.0% accuracy
[2025-12-26T20:35:29.581859] [DEBUG] [LOCAL     ] Loaded configuration for CALC: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.581920] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.581982] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.582042] [DEBUG] [LOCAL     ] Loaded configuration for NMFC: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.582103] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.582163] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.582224] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.582284] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.582346] [DEBUG] [LOCAL     ] Loaded configuration for FORM: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.582416] [DEBUG] [LOCAL     ] Loaded configuration for CENX: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.582487] [DEBUG] [LOCAL     ] Loaded configuration for WLDN: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.582549] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.582629] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.582693] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.582754] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.582815] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.582875] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.582936] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.582998] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 100.0% accuracy
[2025-12-26T20:35:29.583060] [DEBUG] [LOCAL     ] Loaded configuration for LIF: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.583122] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.583184] [DEBUG] [LOCAL     ] Loaded configuration for TAYD: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.583245] [DEBUG] [LOCAL     ] Loaded configuration for IMTX: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.583307] [DEBUG] [LOCAL     ] Loaded configuration for EVCM: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.583369] [DEBUG] [LOCAL     ] Loaded configuration for EMB: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.583441] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.583503] [DEBUG] [LOCAL     ] Loaded configuration for PHO: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.583565] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.583706] [DEBUG] [LOCAL     ] Loaded configuration for AMBA: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.583778] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.583880] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.583966] [DEBUG] [LOCAL     ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.584048] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.584130] [DEBUG] [LOCAL     ] Loaded configuration for CRESY: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.584208] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.584271] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.584544] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.584641] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.584707] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.584768] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.584829] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.584890] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.584952] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.585023] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.585087] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.585156] [DEBUG] [LOCAL     ] Loaded configuration for MRCC: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.585219] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.585278] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.585347] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.585420] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.585483] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.585545] [DEBUG] [LOCAL     ] Loaded configuration for GGAL: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.585624] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.585686] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.585746] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.585806] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.585867] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.585927] [DEBUG] [LOCAL     ] Loaded configuration for GMM: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.585989] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.586050] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.586111] [DEBUG] [LOCAL     ] Loaded configuration for TLS: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.586172] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.586232] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.586303] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.586366] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.586427] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.586488] [DEBUG] [LOCAL     ] Loaded configuration for GEVO: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.586549] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.586640] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.586705] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.586776] [DEBUG] [LOCAL     ] Loaded configuration for RAY: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.586838] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.586899] [DEBUG] [LOCAL     ] Loaded configuration for CORZ: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.586961] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.587033] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.587095] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.587157] [DEBUG] [LOCAL     ] Loaded configuration for EHTH: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.587218] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.587279] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.587340] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.587400] [DEBUG] [LOCAL     ] Loaded configuration for FNLC: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.587461] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.587521] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.587599] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.587663] [DEBUG] [LOCAL     ] Loaded configuration for METD: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.587735] [DEBUG] [LOCAL     ] Loaded configuration for BUSE: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.587806] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.587869] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.587931] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.587993] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.588062] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.588126] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.588195] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.588258] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.588321] [DEBUG] [LOCAL     ] Loaded configuration for SAMG: 0 features, 50.0% accuracy
[2025-12-26T20:35:29.588382] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.588443] [DEBUG] [LOCAL     ] Loaded configuration for USMC: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.588505] [DEBUG] [LOCAL     ] Loaded configuration for EVGO: 1 features, 100.0% accuracy
[2025-12-26T20:35:29.588566] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.588646] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2025-12-26T20:35:29.588708] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.588810] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.588915] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.589002] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.589086] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.589162] [DEBUG] [LOCAL     ] Loaded configuration for ENTA: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.589225] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.589287] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.589348] [DEBUG] [LOCAL     ] Loaded configuration for ONCO: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.589408] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.589469] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.589531] [DEBUG] [LOCAL     ] Loaded configuration for VUZI: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.589617] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.589684] [DEBUG] [LOCAL     ] Loaded configuration for SNDX: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.589746] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 1 features, 20.0% accuracy
[2025-12-26T20:35:29.589806] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.589878] [DEBUG] [LOCAL     ] Loaded configuration for IBTM: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.589939] [DEBUG] [LOCAL     ] Loaded configuration for ZION: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.589997] [DEBUG] [LOCAL     ] Loaded configuration for MRTN: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.590056] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.590125] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.590185] [DEBUG] [LOCAL     ] Loaded configuration for BSVN: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.590244] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.590304] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 6 features, 80.0% accuracy
[2025-12-26T20:35:29.590371] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.590430] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.590489] [DEBUG] [LOCAL     ] Loaded configuration for DLPN: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.590548] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.590655] [DEBUG] [LOCAL     ] Loaded configuration for EEMA: 2 features, 40.0% accuracy
[2025-12-26T20:35:29.590720] [DEBUG] [LOCAL     ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.590788] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.590858] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.590919] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.590980] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 6 features, 80.0% accuracy
[2025-12-26T20:35:29.591039] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.591099] [DEBUG] [LOCAL     ] Loaded configuration for ALRS: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.591159] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.591228] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.591305] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.591367] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.591426] [DEBUG] [LOCAL     ] Loaded configuration for UFCS: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.591485] [DEBUG] [LOCAL     ] Loaded configuration for EWBC: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.591544] [DEBUG] [LOCAL     ] Loaded configuration for BTAI: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.591621] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.591683] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.591742] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.591802] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.591861] [DEBUG] [LOCAL     ] Loaded configuration for DE: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.591920] [DEBUG] [LOCAL     ] Loaded configuration for USVM: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.591979] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.592039] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.592096] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.592156] [DEBUG] [LOCAL     ] Loaded configuration for SBGI: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.592215] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.592274] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.592334] [DEBUG] [LOCAL     ] Loaded configuration for FYC: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.592394] [DEBUG] [LOCAL     ] Loaded configuration for EB: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.592470] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.592531] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.592610] [DEBUG] [LOCAL     ] Loaded configuration for SIGA: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.592681] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.592744] [DEBUG] [LOCAL     ] Loaded configuration for METC: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.592805] [DEBUG] [LOCAL     ] Loaded configuration for LRGE: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.592874] [DEBUG] [LOCAL     ] Loaded configuration for EM: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.592935] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-12-26T20:35:29.592996] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.593058] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.593127] [DEBUG] [LOCAL     ] Loaded configuration for TSCO: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.593189] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.593250] [DEBUG] [LOCAL     ] Loaded configuration for Z: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.593312] [DEBUG] [LOCAL     ] Loaded configuration for CMMB: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.593373] [DEBUG] [LOCAL     ] Loaded configuration for AMAL: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.593477] [DEBUG] [LOCAL     ] Loaded configuration for BK: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.593564] [DEBUG] [LOCAL     ] Loaded configuration for TUSK: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.593670] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.593756] [DEBUG] [LOCAL     ] Loaded configuration for CARE: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.593838] [DEBUG] [LOCAL     ] Loaded configuration for UMBF: 2 features, 50.0% accuracy
[2025-12-26T20:35:29.593911] [DEBUG] [LOCAL     ] Loaded configuration for NDRA: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.593974] [DEBUG] [LOCAL     ] Loaded configuration for TARS: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.594032] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.594092] [DEBUG] [LOCAL     ] Loaded configuration for USLM: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.594151] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.594209] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.594268] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.594337] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.594398] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.594467] [DEBUG] [LOCAL     ] Loaded configuration for WYNN: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.594527] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.594608] [DEBUG] [LOCAL     ] Loaded configuration for ASTS: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.594674] [DEBUG] [LOCAL     ] Loaded configuration for USCB: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.594734] [DEBUG] [LOCAL     ] Loaded configuration for GIFI: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.594794] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.594863] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.594924] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.594984] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.595053] [DEBUG] [LOCAL     ] Loaded configuration for OFS: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.595114] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.595184] [DEBUG] [LOCAL     ] Loaded configuration for IAC: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.595246] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.595306] [DEBUG] [LOCAL     ] Loaded configuration for ANIK: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.595368] [DEBUG] [LOCAL     ] Loaded configuration for HDSN: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.595435] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.595496] [DEBUG] [LOCAL     ] Loaded configuration for MRSN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.595557] [DEBUG] [LOCAL     ] Loaded configuration for IXUS: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.595652] [DEBUG] [LOCAL     ] Loaded configuration for APH: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.595717] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.595787] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.595849] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.595912] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.595982] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.596045] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.596107] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.596168] [DEBUG] [LOCAL     ] Loaded configuration for MERC: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.596226] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.596287] [DEBUG] [LOCAL     ] Loaded configuration for SUSC: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.596347] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.596418] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.596481] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.596544] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.596624] [DEBUG] [LOCAL     ] Loaded configuration for KRUS: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.596695] [DEBUG] [LOCAL     ] Loaded configuration for NTIC: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.596758] [DEBUG] [LOCAL     ] Loaded configuration for SPRO: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.596818] [DEBUG] [LOCAL     ] Loaded configuration for BRCC: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.596879] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.596938] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.597000] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.597062] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.597123] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.597183] [DEBUG] [LOCAL     ] Loaded configuration for FBL: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.597243] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.597303] [DEBUG] [LOCAL     ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.597363] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.597424] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.597485] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.597545] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.597623] [DEBUG] [LOCAL     ] Loaded configuration for SLDB: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.597687] [DEBUG] [LOCAL     ] Loaded configuration for GDC: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.597747] [DEBUG] [LOCAL     ] Loaded configuration for SY: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.597808] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.597876] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.597936] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.597997] [DEBUG] [LOCAL     ] Loaded configuration for AMRX: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.598058] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.598161] [DEBUG] [LOCAL     ] Loaded configuration for OMAB: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.598248] [DEBUG] [LOCAL     ] Loaded configuration for OS: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.598346] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.598433] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.598514] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.598598] [DEBUG] [LOCAL     ] Loaded configuration for ADMA: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.598671] [DEBUG] [LOCAL     ] Loaded configuration for CSCO: 5 features, 60.0% accuracy
[2025-12-26T20:35:29.598732] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.598793] [DEBUG] [LOCAL     ] Loaded configuration for AMLX: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.598855] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.598943] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.599013] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.599075] [DEBUG] [LOCAL     ] Loaded configuration for AWRE: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.599135] [DEBUG] [LOCAL     ] Loaded configuration for FID: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.599194] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.599253] [DEBUG] [LOCAL     ] Loaded configuration for AVDL: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.599311] [DEBUG] [LOCAL     ] Loaded configuration for PCB: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.599370] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.599427] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.599487] [DEBUG] [LOCAL     ] Loaded configuration for TRUE: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.599545] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.599630] [DEBUG] [LOCAL     ] Loaded configuration for UE: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.599693] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.599752] [DEBUG] [LOCAL     ] Loaded configuration for WTFC: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.599810] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.599868] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.599927] [DEBUG] [LOCAL     ] Loaded configuration for NWL: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.599996] [DEBUG] [LOCAL     ] Loaded configuration for AEIS: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.600066] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.600127] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.600187] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.600255] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.600317] [DEBUG] [LOCAL     ] Loaded configuration for CNTY: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.600376] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.600444] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.600519] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.600608] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.600677] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.600738] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.600798] [DEBUG] [LOCAL     ] Loaded configuration for QTEC: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.600867] [DEBUG] [LOCAL     ] Loaded configuration for DAWN: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.600929] [DEBUG] [LOCAL     ] Loaded configuration for RGNX: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.600989] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.601048] [DEBUG] [LOCAL     ] Loaded configuration for CVBF: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.601109] [DEBUG] [LOCAL     ] Loaded configuration for BBCP: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.601168] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.601228] [DEBUG] [LOCAL     ] Loaded configuration for CARG: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.601296] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.601359] [DEBUG] [LOCAL     ] Loaded configuration for SUUN: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.601419] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.601479] [DEBUG] [LOCAL     ] Loaded configuration for NWFL: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.601549] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.601629] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.601691] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.601753] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.601812] [DEBUG] [LOCAL     ] Loaded configuration for UPWK: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.601872] [DEBUG] [LOCAL     ] Loaded configuration for CLMB: 0 features, 50.0% accuracy
[2025-12-26T20:35:29.601941] [DEBUG] [LOCAL     ] Loaded configuration for ESPO: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.602006] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.602068] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.602129] [DEBUG] [LOCAL     ] Loaded configuration for SAVA: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.602191] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.602252] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.602314] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.602378] [DEBUG] [LOCAL     ] Loaded configuration for NUWE: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.602438] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.602508] [DEBUG] [LOCAL     ] Loaded configuration for AQMS: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.602587] [DEBUG] [LOCAL     ] Loaded configuration for BCBP: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.602653] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.602715] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.602777] [DEBUG] [LOCAL     ] Loaded configuration for CTKB: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.602881] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, 100.0% accuracy
[2025-12-26T20:35:29.602976] [DEBUG] [LOCAL     ] Loaded configuration for INSE: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.603062] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.603146] [DEBUG] [LOCAL     ] Loaded configuration for UFPI: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.603228] [DEBUG] [LOCAL     ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.603292] [DEBUG] [LOCAL     ] Loaded configuration for SBFM: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.603354] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2025-12-26T20:35:29.603414] [DEBUG] [LOCAL     ] Loaded configuration for RIVN: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.603485] [DEBUG] [LOCAL     ] Loaded configuration for ASTI: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.603548] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.603638] [DEBUG] [LOCAL     ] Loaded configuration for FLNC: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.603702] [DEBUG] [LOCAL     ] Loaded configuration for ROP: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.603764] [DEBUG] [LOCAL     ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.603827] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 6 features, 90.0% accuracy
[2025-12-26T20:35:29.603889] [DEBUG] [LOCAL     ] Loaded configuration for WHF: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.603949] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.604010] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.604071] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.604140] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.604204] [DEBUG] [LOCAL     ] Loaded configuration for EXPO: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.604264] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.604324] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.604385] [DEBUG] [LOCAL     ] Loaded configuration for PTEN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.604445] [DEBUG] [LOCAL     ] Loaded configuration for APD: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.604506] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.604566] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.604658] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.604722] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.604783] [DEBUG] [LOCAL     ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.604843] [DEBUG] [LOCAL     ] Loaded configuration for ACGL: 5 features, 60.0% accuracy
[2025-12-26T20:35:29.604905] [DEBUG] [LOCAL     ] Loaded configuration for NTLA: 5 features, 50.0% accuracy
[2025-12-26T20:35:29.604966] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.605028] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.605087] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.605148] [DEBUG] [LOCAL     ] Loaded configuration for OPRA: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.605209] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.605270] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.605331] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.605392] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.605462] [DEBUG] [LOCAL     ] Loaded configuration for JTEK: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.605523] [DEBUG] [LOCAL     ] Loaded configuration for JSMD: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.605601] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.605666] [DEBUG] [LOCAL     ] Loaded configuration for HURN: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.605726] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.605787] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.605848] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.605909] [DEBUG] [LOCAL     ] Loaded configuration for WRLD: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.605978] [DEBUG] [LOCAL     ] Loaded configuration for BNY: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.606042] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.606104] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.606165] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.606226] [DEBUG] [LOCAL     ] Loaded configuration for BWIN: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.606287] [DEBUG] [LOCAL     ] Loaded configuration for BJRI: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.606348] [DEBUG] [LOCAL     ] Loaded configuration for TASK: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.606410] [DEBUG] [LOCAL     ] Loaded configuration for RLAY: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.606471] [DEBUG] [LOCAL     ] Loaded configuration for FG: 1 features, 100.0% accuracy
[2025-12-26T20:35:29.606532] [DEBUG] [LOCAL     ] Loaded configuration for MXL: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.606610] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.606681] [DEBUG] [LOCAL     ] Loaded configuration for SHBI: 1 features, 40.0% accuracy
[2025-12-26T20:35:29.606745] [DEBUG] [LOCAL     ] Loaded configuration for EXPE: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.606806] [DEBUG] [LOCAL     ] Loaded configuration for SMCX: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.606865] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.606926] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.606997] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.607060] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.607121] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.607190] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.607264] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.607325] [DEBUG] [LOCAL     ] Loaded configuration for SNEX: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.607384] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.607454] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.607558] [DEBUG] [LOCAL     ] Loaded configuration for CXSE: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.607666] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.607753] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.607840] [DEBUG] [LOCAL     ] Loaded configuration for FTA: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.607925] [DEBUG] [LOCAL     ] Loaded configuration for JJSF: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.607991] [DEBUG] [LOCAL     ] Loaded configuration for DASH: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.608068] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.608129] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.608199] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.608259] [DEBUG] [LOCAL     ] Loaded configuration for CRIS: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.608318] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.608376] [DEBUG] [LOCAL     ] Loaded configuration for ARHS: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.608436] [DEBUG] [LOCAL     ] Loaded configuration for WGS: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.608496] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.608555] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.608641] [DEBUG] [LOCAL     ] Loaded configuration for IDXX: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.608714] [DEBUG] [LOCAL     ] Loaded configuration for ATAI: 0 features, 50.0% accuracy
[2025-12-26T20:35:29.608777] [DEBUG] [LOCAL     ] Loaded configuration for UPBD: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.608837] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.608928] [DEBUG] [LOCAL     ] Loaded configuration for CLFD: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.608990] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.609049] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.609107] [DEBUG] [LOCAL     ] Loaded configuration for TLSI: 0 features, 50.0% accuracy
[2025-12-26T20:35:29.609166] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.609226] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.609285] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.609343] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.609411] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.609472] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.609533] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.609627] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.609702] [DEBUG] [LOCAL     ] Loaded configuration for UONE: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.609764] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.609823] [DEBUG] [LOCAL     ] Loaded configuration for MNDO: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.609883] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.609946] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.610005] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.610064] [DEBUG] [LOCAL     ] Loaded configuration for SBLK: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.610123] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.610182] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.610240] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.610299] [DEBUG] [LOCAL     ] Loaded configuration for GILD: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.610360] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.610421] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.610500] [DEBUG] [LOCAL     ] Loaded configuration for FTRE: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.610562] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.610641] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.610702] [DEBUG] [LOCAL     ] Loaded configuration for HCM: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.610764] [DEBUG] [LOCAL     ] Loaded configuration for CLNE: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.610825] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.610886] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.610947] [DEBUG] [LOCAL     ] Loaded configuration for NIPG: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.611007] [DEBUG] [LOCAL     ] Loaded configuration for SXTC: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.611067] [DEBUG] [LOCAL     ] Loaded configuration for USDX: 0 features, 50.0% accuracy
[2025-12-26T20:35:29.611301] [DEBUG] [LOCAL     ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.611361] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.611432] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.611494] [DEBUG] [LOCAL     ] Loaded configuration for REG: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.611554] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.611633] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.611695] [DEBUG] [LOCAL     ] Loaded configuration for HBCP: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.611764] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.611826] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.611887] [DEBUG] [LOCAL     ] Loaded configuration for SNOA: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.611949] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.612017] [DEBUG] [LOCAL     ] Loaded configuration for DWSH: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.612088] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.612150] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.612212] [DEBUG] [LOCAL     ] Loaded configuration for NKTX: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.612274] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.612335] [DEBUG] [LOCAL     ] Loaded configuration for IUS: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.612439] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.612527] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.612631] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.612719] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.612794] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.612866] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.612933] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.612993] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.613054] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.613115] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.613176] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.613243] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.613304] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.613366] [DEBUG] [LOCAL     ] Loaded configuration for TLSA: 5 features, 60.0% accuracy
[2025-12-26T20:35:29.613427] [DEBUG] [LOCAL     ] Loaded configuration for CCLD: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.613487] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.613547] [DEBUG] [LOCAL     ] Loaded configuration for EOSE: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.613633] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.613697] [DEBUG] [LOCAL     ] Loaded configuration for MAXN: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.613757] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.613817] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.613878] [DEBUG] [LOCAL     ] Loaded configuration for APG: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.613948] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.614011] [DEBUG] [LOCAL     ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.614071] [DEBUG] [LOCAL     ] Loaded configuration for FOXF: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.614131] [DEBUG] [LOCAL     ] Loaded configuration for DBX: 5 features, 100.0% accuracy
[2025-12-26T20:35:29.614193] [DEBUG] [LOCAL     ] Loaded configuration for SHOP: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.614253] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.614314] [DEBUG] [LOCAL     ] Loaded configuration for MNMD: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.614374] [DEBUG] [LOCAL     ] Loaded configuration for CVAC: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.614435] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.614495] [DEBUG] [LOCAL     ] Loaded configuration for PPSI: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.614556] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.614656] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.614721] [DEBUG] [LOCAL     ] Loaded configuration for SMHX: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.614782] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.614844] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.614905] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.614966] [DEBUG] [LOCAL     ] Loaded configuration for PEBK: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.615042] [DEBUG] [LOCAL     ] Loaded configuration for TRIP: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.615270] [DEBUG] [LOCAL     ] Loaded configuration for NWPX: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.615337] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.615405] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.615467] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.615528] [DEBUG] [LOCAL     ] Loaded configuration for CP: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.615606] [DEBUG] [LOCAL     ] Loaded configuration for ERAS: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.615670] [DEBUG] [LOCAL     ] Loaded configuration for BTM: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.615731] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.615792] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.615861] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.615923] [DEBUG] [LOCAL     ] Loaded configuration for CCAP: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.615983] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.616043] [DEBUG] [LOCAL     ] Loaded configuration for XRX: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.616104] [DEBUG] [LOCAL     ] Loaded configuration for TXMD: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.616165] [DEBUG] [LOCAL     ] Loaded configuration for NODK: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.616225] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.616295] [DEBUG] [LOCAL     ] Loaded configuration for LUCY: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.616358] [DEBUG] [LOCAL     ] Loaded configuration for LPLA: 2 features, 50.0% accuracy
[2025-12-26T20:35:29.616420] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 5 features, 100.0% accuracy
[2025-12-26T20:35:29.616481] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.616541] [DEBUG] [LOCAL     ] Loaded configuration for RNAC: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.616620] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.616683] [DEBUG] [LOCAL     ] Loaded configuration for ENGN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.616743] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.616806] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.616870] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2025-12-26T20:35:29.616943] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, 80.0% accuracy
[2025-12-26T20:35:29.617009] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 5 features, 100.0% accuracy
[2025-12-26T20:35:29.617076] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.617140] [DEBUG] [LOCAL     ] Loaded configuration for CREX: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.617212] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.617316] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.617403] [DEBUG] [LOCAL     ] Loaded configuration for GNLN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.617488] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.617588] [DEBUG] [LOCAL     ] Loaded configuration for LAES: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.617670] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.617733] [DEBUG] [LOCAL     ] Loaded configuration for ON: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.617792] [DEBUG] [LOCAL     ] Loaded configuration for EUFN: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.617851] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.617911] [DEBUG] [LOCAL     ] Loaded configuration for GENK: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.617981] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.618052] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.618113] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.618173] [DEBUG] [LOCAL     ] Loaded configuration for RPD: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.618232] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.618301] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 6 features, 80.0% accuracy
[2025-12-26T20:35:29.618370] [DEBUG] [LOCAL     ] Loaded configuration for COMM: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.618438] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.618497] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.618565] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.618652] [DEBUG] [LOCAL     ] Loaded configuration for WOOF: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.618723] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.618785] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.618843] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.618924] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.618986] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.619045] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.619112] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.619173] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.619241] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.619303] [DEBUG] [LOCAL     ] Loaded configuration for ELDN: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.619362] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.619421] [DEBUG] [LOCAL     ] Loaded configuration for VERO: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.619494] [DEBUG] [LOCAL     ] Loaded configuration for CGC: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.619554] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.619645] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.619707] [DEBUG] [LOCAL     ] Loaded configuration for EH: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.619765] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.619835] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 7 features, 90.0% accuracy
[2025-12-26T20:35:29.619897] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.619966] [DEBUG] [LOCAL     ] Loaded configuration for MDWD: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.620028] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.620087] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.620147] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.620217] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.620288] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.620350] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.620421] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.620484] [DEBUG] [LOCAL     ] Loaded configuration for RAPP: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.620545] [DEBUG] [LOCAL     ] Loaded configuration for DENN: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.620624] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.620705] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.620769] [DEBUG] [LOCAL     ] Loaded configuration for UYLD: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.620830] [DEBUG] [LOCAL     ] Loaded configuration for BBH: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.620893] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.620965] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.621035] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.621104] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.621167] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.621228] [DEBUG] [LOCAL     ] Loaded configuration for PLBY: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.621290] [DEBUG] [LOCAL     ] Loaded configuration for RBBN: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.621350] [DEBUG] [LOCAL     ] Loaded configuration for ASYS: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.621412] [DEBUG] [LOCAL     ] Loaded configuration for EVO: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.621482] [DEBUG] [LOCAL     ] Loaded configuration for NA: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.621544] [DEBUG] [LOCAL     ] Loaded configuration for FEM: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.621624] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.621688] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.621749] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.621810] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.621880] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.621951] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.622013] [DEBUG] [LOCAL     ] Loaded configuration for HLNE: 1 features, 50.0% accuracy
[2025-12-26T20:35:29.622116] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.622203] [DEBUG] [LOCAL     ] Loaded configuration for VGSH: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.622288] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.622372] [DEBUG] [LOCAL     ] Loaded configuration for BHRB: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.622450] [DEBUG] [LOCAL     ] Loaded configuration for STIM: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.622514] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.622596] [DEBUG] [LOCAL     ] Loaded configuration for AG: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.622682] [DEBUG] [LOCAL     ] Loaded configuration for SRCE: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.622745] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.622806] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.622865] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.622925] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.622983] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.623043] [DEBUG] [LOCAL     ] Loaded configuration for MCHX: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.623102] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.623169] [DEBUG] [LOCAL     ] Loaded configuration for LFMD: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.623229] [DEBUG] [LOCAL     ] Loaded configuration for MIRM: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.623288] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.623347] [DEBUG] [LOCAL     ] Loaded configuration for VTSI: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.623406] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.623464] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.623529] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.623606] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.623669] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.623729] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.623788] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.623846] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.623905] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.623964] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.624023] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.624081] [DEBUG] [LOCAL     ] Loaded configuration for TITN: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.624139] [DEBUG] [LOCAL     ] Loaded configuration for ASTL: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.624198] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.624257] [DEBUG] [LOCAL     ] Loaded configuration for CASS: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.624317] [DEBUG] [LOCAL     ] Loaded configuration for RELY: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.624378] [DEBUG] [LOCAL     ] Loaded configuration for VINP: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.624438] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.624499] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.624559] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.624663] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.624725] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.624794] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.624857] [DEBUG] [LOCAL     ] Loaded configuration for FULC: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.624919] [DEBUG] [LOCAL     ] Loaded configuration for PYPL: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.624989] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.625051] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 1 features, 100.0% accuracy
[2025-12-26T20:35:29.625113] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.625183] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.625245] [DEBUG] [LOCAL     ] Loaded configuration for AVGX: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.625305] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.625376] [DEBUG] [LOCAL     ] Loaded configuration for ACDC: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.625447] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.625510] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.625592] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 50.0% accuracy
[2025-12-26T20:35:29.625666] [DEBUG] [LOCAL     ] Loaded configuration for GLTO: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.625728] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.625788] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.625857] [DEBUG] [LOCAL     ] Loaded configuration for NUTX: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.625920] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.625989] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.626050] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.626111] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 3 features, 50.0% accuracy
[2025-12-26T20:35:29.626172] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 100.0% accuracy
[2025-12-26T20:35:29.626243] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.626307] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.626368] [DEBUG] [LOCAL     ] Loaded configuration for FLL: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.626429] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.626498] [DEBUG] [LOCAL     ] Loaded configuration for UVSP: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.626560] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.626639] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.626701] [DEBUG] [LOCAL     ] Loaded configuration for AMSC: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.626813] [DEBUG] [LOCAL     ] Loaded configuration for UTMD: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.626901] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.626986] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.627081] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.627154] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.627215] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.627276] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.627337] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.627399] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.627460] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.627521] [DEBUG] [LOCAL     ] Loaded configuration for BCRX: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.627610] [DEBUG] [LOCAL     ] Loaded configuration for PY: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.627674] [DEBUG] [LOCAL     ] Loaded configuration for PSHG: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.627735] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.627807] [DEBUG] [LOCAL     ] Loaded configuration for NMRK: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.627869] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.627932] [DEBUG] [LOCAL     ] Loaded configuration for GSBC: 6 features, 90.0% accuracy
[2025-12-26T20:35:29.627994] [DEBUG] [LOCAL     ] Loaded configuration for CAKE: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.628055] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.628116] [DEBUG] [LOCAL     ] Loaded configuration for FTHI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.628176] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.628238] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.628300] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.628362] [DEBUG] [LOCAL     ] Loaded configuration for VFLO: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.628423] [DEBUG] [LOCAL     ] Loaded configuration for IBTK: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.628482] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.628551] [DEBUG] [LOCAL     ] Loaded configuration for WVE: 5 features, 60.0% accuracy
[2025-12-26T20:35:29.628643] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.628708] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.628769] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.628830] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.628923] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.628989] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.629050] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.629110] [DEBUG] [LOCAL     ] Loaded configuration for ALVO: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.629171] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.629232] [DEBUG] [LOCAL     ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.629327] [DEBUG] [LOCAL     ] Loaded configuration for DUOL: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.629399] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.629461] [DEBUG] [LOCAL     ] Loaded configuration for TARA: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.629522] [DEBUG] [LOCAL     ] Loaded configuration for CABA: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.629598] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.629662] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.629722] [DEBUG] [LOCAL     ] Loaded configuration for TTSH: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.629789] [DEBUG] [LOCAL     ] Loaded configuration for STAA: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.629851] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.629923] [DEBUG] [LOCAL     ] Loaded configuration for CINF: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.629987] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.630047] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.630107] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.630167] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.630238] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.630300] [DEBUG] [LOCAL     ] Loaded configuration for GRPN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.630360] [DEBUG] [LOCAL     ] Loaded configuration for BKNG: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.630421] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.630482] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 7 features, 90.0% accuracy
[2025-12-26T20:35:29.630541] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.630626] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 6 features, 90.0% accuracy
[2025-12-26T20:35:29.630689] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.630747] [DEBUG] [LOCAL     ] Loaded configuration for PRN: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.630806] [DEBUG] [LOCAL     ] Loaded configuration for SMID: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.630882] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.630957] [DEBUG] [LOCAL     ] Loaded configuration for THRM: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.631019] [DEBUG] [LOCAL     ] Loaded configuration for BSCS: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.631086] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.631156] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.631219] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.631279] [DEBUG] [LOCAL     ] Loaded configuration for INAB: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.631349] [DEBUG] [LOCAL     ] Loaded configuration for HYLS: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.631412] [DEBUG] [LOCAL     ] Loaded configuration for OESX: 2 features, 50.0% accuracy
[2025-12-26T20:35:29.631472] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.631591] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.631684] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 3 features, 100.0% accuracy
[2025-12-26T20:35:29.631768] [DEBUG] [LOCAL     ] Loaded configuration for NECB: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.631852] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.631926] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.631989] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.632050] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.632126] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.632189] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.632249] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.632310] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.632371] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.632432] [DEBUG] [LOCAL     ] Loaded configuration for CNXN: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.632493] [DEBUG] [LOCAL     ] Loaded configuration for ITRN: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.632554] [DEBUG] [LOCAL     ] Loaded configuration for WEYS: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.632642] [DEBUG] [LOCAL     ] Loaded configuration for AZTA: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.632715] [DEBUG] [LOCAL     ] Loaded configuration for CCOI: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.632778] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.632839] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.632904] [DEBUG] [LOCAL     ] Loaded configuration for GXAI: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.632974] [DEBUG] [LOCAL     ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.633045] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.633108] [DEBUG] [LOCAL     ] Loaded configuration for AEP: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.633178] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.633241] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.633302] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.633363] [DEBUG] [LOCAL     ] Loaded configuration for AIA: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.633430] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.633492] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.633552] [DEBUG] [LOCAL     ] Loaded configuration for QSI: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.633644] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.633715] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.633777] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.633852] [DEBUG] [LOCAL     ] Loaded configuration for BATRK: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.633922] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.633991] [DEBUG] [LOCAL     ] Loaded configuration for RPRX: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.634055] [DEBUG] [LOCAL     ] Loaded configuration for UROY: 5 features, 60.0% accuracy
[2025-12-26T20:35:29.634124] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.634187] [DEBUG] [LOCAL     ] Loaded configuration for CCEP: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.634256] [DEBUG] [LOCAL     ] Loaded configuration for IBTI: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.634320] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.634380] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.634441] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.634502] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.634561] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 1 features, 100.0% accuracy
[2025-12-26T20:35:29.634640] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.634702] [DEBUG] [LOCAL     ] Loaded configuration for UMMA: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.634762] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.634824] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.634884] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.634946] [DEBUG] [LOCAL     ] Loaded configuration for HEPS: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.635006] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.635067] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.635135] [DEBUG] [LOCAL     ] Loaded configuration for TKNO: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.635207] [DEBUG] [LOCAL     ] Loaded configuration for PEPG: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.635270] [DEBUG] [LOCAL     ] Loaded configuration for TTMI: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.635331] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.635390] [DEBUG] [LOCAL     ] Loaded configuration for QRHC: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.635451] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.635521] [DEBUG] [LOCAL     ] Loaded configuration for DLHC: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.635599] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.635663] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.635724] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.635793] [DEBUG] [LOCAL     ] Loaded configuration for FCEL: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.635857] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.635927] [DEBUG] [LOCAL     ] Loaded configuration for TYRA: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.635989] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.636051] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.636111] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.636171] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.636239] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.636343] [DEBUG] [LOCAL     ] Loaded configuration for INBX: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.636430] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.636513] [DEBUG] [LOCAL     ] Loaded configuration for STTK: 0 features, 90.0% accuracy
[2025-12-26T20:35:29.636618] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.636697] [DEBUG] [LOCAL     ] Loaded configuration for PPC: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.636770] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.636832] [DEBUG] [LOCAL     ] Loaded configuration for VCEL: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.636893] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.636955] [DEBUG] [LOCAL     ] Loaded configuration for ABNB: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.637026] [DEBUG] [LOCAL     ] Loaded configuration for NCMI: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.637090] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.637151] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.637211] [DEBUG] [LOCAL     ] Loaded configuration for VLY: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.637272] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.637342] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.637404] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.637464] [DEBUG] [LOCAL     ] Loaded configuration for CRSP: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.637524] [DEBUG] [LOCAL     ] Loaded configuration for PGY: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.637613] [DEBUG] [LOCAL     ] Loaded configuration for LPCN: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.637682] [DEBUG] [LOCAL     ] Loaded configuration for RIGL: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.637743] [DEBUG] [LOCAL     ] Loaded configuration for CHRS: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.637802] [DEBUG] [LOCAL     ] Loaded configuration for SRRK: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.637863] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.637923] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.637984] [DEBUG] [LOCAL     ] Loaded configuration for BDRX: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.638043] [DEBUG] [LOCAL     ] Loaded configuration for APA: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.638113] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, 100.0% accuracy
[2025-12-26T20:35:29.638175] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.638236] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.638310] [DEBUG] [LOCAL     ] Loaded configuration for IDYA: 3 features, 50.0% accuracy
[2025-12-26T20:35:29.638370] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.638430] [DEBUG] [LOCAL     ] Loaded configuration for MBLY: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.638491] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.638559] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.638652] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2025-12-26T20:35:29.638714] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.638782] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.638851] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2025-12-26T20:35:29.638940] [DEBUG] [LOCAL     ] Loaded configuration for VERI: 2 features, 50.0% accuracy
[2025-12-26T20:35:29.639002] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.639062] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.639122] [DEBUG] [LOCAL     ] Loaded configuration for LAND: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.639181] [DEBUG] [LOCAL     ] Loaded configuration for MNDY: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.639240] [DEBUG] [LOCAL     ] Loaded configuration for AKAM: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.639307] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.639368] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.639437] [DEBUG] [LOCAL     ] Loaded configuration for ICMB: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.639498] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2025-12-26T20:35:29.639566] [DEBUG] [LOCAL     ] Loaded configuration for OZEM: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.639646] [DEBUG] [LOCAL     ] Loaded configuration for SNDL: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.639706] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.639766] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 4 features, 90.0% accuracy
[2025-12-26T20:35:29.639825] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.639885] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.639951] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.640011] [DEBUG] [LOCAL     ] Loaded configuration for LEGH: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.640070] [DEBUG] [LOCAL     ] Loaded configuration for MLKN: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.640130] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.640199] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.640260] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-12-26T20:35:29.640321] [DEBUG] [LOCAL     ] Loaded configuration for ELWS: 1 features, 60.0% accuracy
[2025-12-26T20:35:29.640382] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.640442] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.640510] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-12-26T20:35:29.640588] [DEBUG] [LOCAL     ] Loaded configuration for WBD: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.640653] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 0 features, 80.0% accuracy
[2025-12-26T20:35:29.640713] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.640775] [DEBUG] [LOCAL     ] Loaded configuration for OCFC: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.640836] [DEBUG] [LOCAL     ] Loaded configuration for TGTX: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.640896] [DEBUG] [LOCAL     ] Loaded configuration for CVCO: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.640958] [DEBUG] [LOCAL     ] Loaded configuration for RCEL: 4 features, 60.0% accuracy
[2025-12-26T20:35:29.641070] [DEBUG] [LOCAL     ] Loaded configuration for SLS: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.641157] [DEBUG] [LOCAL     ] Loaded configuration for CURI: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.641251] [DEBUG] [LOCAL     ] Loaded configuration for HON: 3 features, 70.0% accuracy
[2025-12-26T20:35:29.641337] [DEBUG] [LOCAL     ] Loaded configuration for COIN: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.641416] [DEBUG] [LOCAL     ] Loaded configuration for CRWS: 6 features, 60.0% accuracy
[2025-12-26T20:35:29.641479] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.641540] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.641627] [DEBUG] [LOCAL     ] Loaded configuration for VRDN: 5 features, 80.0% accuracy
[2025-12-26T20:35:29.641693] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.641754] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 3 features, 80.0% accuracy
[2025-12-26T20:35:29.641824] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.641887] [DEBUG] [LOCAL     ] Loaded configuration for LANDP: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.641947] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2025-12-26T20:35:29.642017] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.642078] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 60.0% accuracy
[2025-12-26T20:35:29.642139] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 6 features, 100.0% accuracy
[2025-12-26T20:35:29.642200] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, 80.0% accuracy
[2025-12-26T20:35:29.642261] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 2 features, 60.0% accuracy
[2025-12-26T20:35:29.642322] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.642382] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2025-12-26T20:35:29.642444] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2025-12-26T20:35:29.642505] [DEBUG] [LOCAL     ] Loaded configuration for WLFC: 3 features, 60.0% accuracy
[2025-12-26T20:35:29.642598] [DEBUG] [LOCAL     ] Loaded configuration for NN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.642679] [DEBUG] [LOCAL     ] Loaded configuration for HOPE: 1 features, 70.0% accuracy
[2025-12-26T20:35:29.642742] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2025-12-26T20:35:29.642812] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2025-12-26T20:35:29.642875] [DEBUG] [LOCAL     ] Loaded configuration for GBDC: 3 features, 90.0% accuracy
[2025-12-26T20:35:29.642937] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 2 features, 80.0% accuracy
[2025-12-26T20:35:29.646295] [INFO ] [LOCAL     ] Saved consolidated report: 3548 forecasts -> ./output/forecasts/full/2025-12-29.txt
[2025-12-26T20:35:29.646344] [INFO ] [sig       ] [53/53] Successfully generated report for 2025-12-29: 3548 entries
[2025-12-26T20:35:29.646375] [INFO ] [sig       ] ==================================================
[2025-12-26T20:35:29.646403] [INFO ] [sig       ] Report generation complete: 53/53 reports succeeded
[2025-12-26T20:35:30.542997] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-12-26T20:35:30.543506] [INFO ] [sig       ] Email notification sent
[2025-12-26T20:35:30.544813] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-12-26T20:35:30.545086] [INFO ] [STATE     ] Last completion updated: 2025-12-26T20:35:30.544967